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Comparison Data
Classification of Capsicum Varieties Using Color Analysis with Convolutional Neural Network
Paprika (Capsicum annuum L.) is a high-value horticultural commodity widely consumed for its nutritional content and vibrant color variations. In the agricultural industry, classifying paprika varieties based on color is crucial for ensuring product quality and optimizing sorting processes. This study developed an automated classification system for three main paprika varieties—red, green, and yellow—using the Convolutional Neural Network (CNN) method. The dataset consisted of 1,820 images sourced from Kaggle, with data split into 60% for training and 40% for validation. Preprocessing steps included resizing images, normalizing pixel values to the range [0,1], and data augmentation techniques such as rotation, flipping, and brightness adjustments to enhance dataset diversity and reduce the risk of overfitting. The CNN model was designed with key layers, including convolutional, pooling, and fully connected layers, optimized using the Adam algorithm and categorical cross-entropy loss function. The training results showed an accuracy of 99.9% on the training data and 92% on the testing data, with an average processing time of 64 seconds per image and a maximum of 78 seconds, demonstrating the model's efficiency for real-time applications. The k-fold cross-validation technique was also employed to ensure the model's generalization ability to new data. This study demonstrated that CNN is an effective method for classifying paprika varieties based on color analysis, offering an accurate, fast, and scalable solution for automating sorting and grading processes in the agricultural sector, reducing human errors, and improving operational efficiency
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classification of capsicum varieties using color analysis with convolutional neural network paprika capsicum annuum l is a high value horticultural commodity widely consumed for its nutritional content and vibrant color variations in the agricultural industry classifying paprika varieties based on color is crucial for ensuring product quality and optimizing sorting processes this study developed an automated classification system for three main paprika varieties mdash red green and yellow mdash using the convolutional neural network cnn method the dataset consisted of 1 820 images sourced from kaggle with data split into 60 for training and 40 for validation preprocessing steps included resizing images normalizing pixel values to the range and data augmentation techniques such as rotation flipping and brightness adjustments to enhance dataset diversity and reduce the risk of overfitting the cnn model was designed with key layers including convolutional pooling and fully connected layers optimized using the adam algorithm and categorical cross entropy loss function the training results showed an accuracy of 99 9 on the training data and 92 on the testing data with an average processing time of 64 seconds per image and a maximum of 78 seconds demonstrating the model s efficiency for real time applications the k fold cross validation technique was also employed to ensure the model s generalization ability to new data this study demonstrated that cnn is an effective method for classifying paprika varieties based on color analysis offering an accurate fast and scalable solution for automating sorting and grading processes in the agricultural sector reducing human errors and improving operational efficiency
Jaro Winkler
| Word | TW | HV | Detail |
|---|---|---|---|
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| 2. php | 157 words | 0.69 | classification : 0, of : 0, capsicum : 0.49, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0.69, annuum : 0, l : 0, is : 0, a : 0, high : 0.53, value : 0, horticultural : 0.47, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0.56, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0.54, quality : 0, optimizing : 0.48, sorting : 0, processes : 0.53, this : 0.53, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0.51, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0.5, dataset : 0, consisted : 0, 1 : 0, 820 : 0, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0.51, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0, preprocessing : 0.65, steps : 0.51, included : 0, resizing : 0, normalizing : 0, pixel : 0.56, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0.48, such : 0, as : 0, rotation : 0, flipping : 0.64, brightness : 0.48, adjustments : 0, enhance : 0.49, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0.54, fully : 0, connected : 0, optimized : 0.48, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0.5, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0.53, time : 0, 64 : 0, seconds : 0, per : 0.6, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0.61, k : 0, fold : 0, technique : 0.48, also : 0, employed : 0.49, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0.53, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0.51, errors : 0, improving : 0.48, operational : 0.47 |
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| 4. basepath | 157 words | 0.86 | classification : 0.6, of : 0, capsicum : 0.47, varieties : 0.57, using : 0.44, color : 0, analysis : 0.47, with : 0, convolutional : 0.4, neural : 0.36, network : 0.42, paprika : 0.6, annuum : 0.43, l : 0, is : 0.54, a : 0.71, high : 0, value : 0.55, horticultural : 0.4, commodity : 0.41, widely : 0.43, consumed : 0.5, for : 0, its : 0.49, nutritional : 0.31, content : 0.35, and : 0.49, vibrant : 0.6, variations : 0.56, in : 0, the : 0.49, agricultural : 0.43, industry : 0.5, classifying : 0.48, based : 0.86, on : 0, crucial : 0.42, ensuring : 0.33, product : 0.42, quality : 0.51, optimizing : 0.48, sorting : 0.51, processes : 0.32, this : 0.46, study : 0.44, developed : 0.49, an : 0.54, automated : 0.57, system : 0.51, three : 0.44, main : 0.46, mdash : 0.66, red : 0.49, green : 0.44, yellow : 0.43, cnn : 0, method : 0.43, dataset : 0.68, consisted : 0.49, 1 : 0, 820 : 0, images : 0.51, sourced : 0.51, from : 0, kaggle : 0.53, data : 0.58, split : 0.66, into : 0, 60 : 0, training : 0.42, 40 : 0, validation : 0.56, preprocessing : 0.3, steps : 0.66, included : 0.42, resizing : 0.33, normalizing : 0.41, pixel : 0.44, values : 0.51, to : 0, range : 0.55, augmentation : 0.53, techniques : 0.48, such : 0.46, as : 0.75, rotation : 0.5, flipping : 0.42, brightness : 0.6, adjustments : 0.54, enhance : 0.35, diversity : 0.46, reduce : 0.43, risk : 0.46, overfitting : 0.48, model : 0.44, was : 0.64, designed : 0.33, key : 0.49, layers : 0.51, including : 0, pooling : 0, fully : 0, connected : 0.49, optimized : 0.41, adam : 0.58, algorithm : 0.57, categorical : 0.5, cross : 0.44, entropy : 0.51, loss : 0.46, function : 0.42, results : 0.49, showed : 0.53, accuracy : 0.5, 99 : 0, 9 : 0, 92 : 0, testing : 0.49, average : 0.6, processing : 0.45, time : 0.46, 64 : 0, seconds : 0.51, per : 0.49, image : 0.55, maximum : 0.42, 78 : 0, demonstrating : 0.44, s : 0.71, efficiency : 0.41, real : 0.42, applications : 0.61, k : 0, fold : 0, technique : 0.41, also : 0.58, employed : 0.5, ensure : 0.36, generalization : 0.51, ability : 0.49, new : 0.49, demonstrated : 0.44, that : 0.58, effective : 0.49, offering : 0.42, accurate : 0.58, fast : 0.71, scalable : 0.47, solution : 0.5, automating : 0.45, grading : 0.42, sector : 0.63, reducing : 0.42, human : 0.44, errors : 0.36, improving : 0.41, operational : 0.56 |
| 5. or | 157 words | 0.78 | classification : 0, of : 0.7, capsicum : 0, varieties : 0.54, using : 0, color : 0.57, analysis : 0, with : 0, convolutional : 0.53, neural : 0.56, network : 0, paprika : 0.55, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.72, commodity : 0.54, widely : 0, consumed : 0.54, for : 0, its : 0, nutritional : 0.53, content : 0.55, and : 0, vibrant : 0.55, variations : 0.53, in : 0, the : 0, agricultural : 0.53, industry : 0, classifying : 0, based : 0, on : 0.7, crucial : 0.55, ensuring : 0.54, product : 0.6, quality : 0, optimizing : 0.58, sorting : 0.76, processes : 0.57, this : 0, study : 0, developed : 0, an : 0, automated : 0.54, system : 0, three : 0.57, main : 0, mdash : 0, red : 0, green : 0.57, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0.54, 1 : 0, 820 : 0, images : 0, sourced : 0.76, from : 0.58, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0, training : 0.54, 40 : 0, validation : 0, preprocessing : 0.55, steps : 0, included : 0, resizing : 0.54, normalizing : 0.73, pixel : 0, values : 0, to : 0, range : 0.57, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0.58, flipping : 0, brightness : 0.53, adjustments : 0, enhance : 0, diversity : 0.54, reduce : 0.56, risk : 0.58, overfitting : 0.75, model : 0.57, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0.55, fully : 0, connected : 0.54, optimized : 0.58, adam : 0, algorithm : 0.74, categorical : 0, cross : 0.57, entropy : 0.55, loss : 0.58, function : 0, results : 0.55, showed : 0.56, accuracy : 0.54, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.55, processing : 0.57, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0.53, s : 0, efficiency : 0, real : 0.58, applications : 0, k : 0, fold : 0.58, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0.52, ability : 0, new : 0, demonstrated : 0.53, that : 0, effective : 0, offering : 0.78, accurate : 0.54, fast : 0, scalable : 0, solution : 0.54, automating : 0.53, grading : 0.55, sector : 0, reducing : 0.54, human : 0, errors : 0.56, improving : 0.54, operational : 0.75 |
| 6. exit | 157 words | 0.67 | classification : 0.44, of : 0, capsicum : 0.46, varieties : 0.57, using : 0.48, color : 0, analysis : 0, with : 0.67, convolutional : 0.44, neural : 0.47, network : 0.6, paprika : 0.46, annuum : 0, l : 0, is : 0, a : 0, high : 0.5, value : 0, horticultural : 0.38, commodity : 0, widely : 0.47, consumed : 0, for : 0, its : 0, nutritional : 0.39, content : 0.46, and : 0, vibrant : 0.46, variations : 0.57, in : 0, the : 0, agricultural : 0.56, industry : 0.58, classifying : 0.45, based : 0, on : 0, crucial : 0.46, ensuring : 0.63, product : 0, quality : 0.6, optimizing : 0.4, sorting : 0.43, processes : 0, this : 0.5, study : 0, developed : 0.45, an : 0, automated : 0.45, system : 0.47, three : 0, main : 0.5, mdash : 0, red : 0.53, green : 0, yellow : 0.47, cnn : 0, method : 0.61, dataset : 0.46, consisted : 0.57, 1 : 0, 820 : 0, images : 0.47, sourced : 0, from : 0, kaggle : 0, data : 0.5, split : 0.63, into : 0.5, 60 : 0, training : 0.42, 40 : 0, validation : 0.57, preprocessing : 0.44, steps : 0, included : 0.46, resizing : 0.58, normalizing : 0.45, pixel : 0.47, values : 0, to : 0, range : 0, augmentation : 0.56, techniques : 0.52, such : 0, as : 0, rotation : 0.42, flipping : 0.46, brightness : 0.57, adjustments : 0.45, enhance : 0.52, diversity : 0.41, reduce : 0.47, risk : 0.5, overfitting : 0.67, model : 0, was : 0, designed : 0.58, key : 0.53, layers : 0, including : 0.45, pooling : 0.46, fully : 0, connected : 0.45, optimized : 0.41, adam : 0, algorithm : 0.57, categorical : 0.39, cross : 0, entropy : 0.64, loss : 0, function : 0.42, results : 0.6, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.62, average : 0.46, processing : 0.45, time : 0.5, 64 : 0, seconds : 0.46, per : 0.53, image : 0, maximum : 0.6, 78 : 0, demonstrating : 0.55, s : 0, efficiency : 0.61, real : 0.5, applications : 0.56, k : 0, fold : 0, technique : 0.53, also : 0, employed : 0.51, ensure : 0.52, generalization : 0.55, ability : 0.6, new : 0.53, demonstrated : 0.56, that : 0.5, effective : 0.62, offering : 0.58, accurate : 0.46, fast : 0.5, scalable : 0, solution : 0.42, automating : 0.45, grading : 0.46, sector : 0.61, reducing : 0.58, human : 0, errors : 0.52, improving : 0.45, operational : 0.56 |
| 7. no | 157 words | 0.78 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0.57, analysis : 0.54, with : 0, convolutional : 0.55, neural : 0.6, network : 0.59, paprika : 0, annuum : 0.56, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.53, commodity : 0.54, widely : 0, consumed : 0.58, for : 0.61, its : 0, nutritional : 0.58, content : 0.6, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0.54, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0.54, product : 0.55, quality : 0, optimizing : 0.53, sorting : 0.55, processes : 0.54, this : 0, study : 0, developed : 0, an : 0, automated : 0.54, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0.57, 1 : 0, 820 : 0, images : 0, sourced : 0.55, from : 0.58, kaggle : 0, data : 0, split : 0, into : 0.58, 60 : 0, training : 0, 40 : 0, validation : 0, preprocessing : 0.53, steps : 0, included : 0.54, resizing : 0, normalizing : 0.78, pixel : 0, values : 0, to : 0.67, range : 0, augmentation : 0.53, techniques : 0.53, such : 0, as : 0, rotation : 0.54, flipping : 0, brightness : 0, adjustments : 0, enhance : 0.55, diversity : 0, reduce : 0, risk : 0, overfitting : 0.53, model : 0.57, was : 0, designed : 0, key : 0, layers : 0, including : 0.54, pooling : 0.55, fully : 0, connected : 0.57, optimized : 0.54, adam : 0, algorithm : 0.54, categorical : 0.53, cross : 0.57, entropy : 0.55, loss : 0.58, function : 0.54, results : 0, showed : 0.56, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0.53, time : 0, 64 : 0, seconds : 0.55, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0.55, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0.58, technique : 0, also : 0, employed : 0.54, ensure : 0.56, generalization : 0.52, ability : 0, new : 0.65, demonstrated : 0.56, that : 0, effective : 0, offering : 0.54, accurate : 0, fast : 0, scalable : 0, solution : 0.54, automating : 0.53, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0.56, improving : 0.54, operational : 0.53 |
| 8. direct | 157 words | 0.78 | classification : 0.46, of : 0, capsicum : 0.53, varieties : 0.62, using : 0.46, color : 0.46, analysis : 0, with : 0.47, convolutional : 0.5, neural : 0.39, network : 0.44, paprika : 0.44, annuum : 0, l : 0, is : 0.56, a : 0, high : 0.47, value : 0.46, horticultural : 0.49, commodity : 0.43, widely : 0.56, consumed : 0.43, for : 0.5, its : 0.5, nutritional : 0.48, content : 0.37, and : 0.5, vibrant : 0.64, variations : 0.49, in : 0.56, the : 0.5, agricultural : 0.58, industry : 0.51, classifying : 0.34, based : 0.46, on : 0, crucial : 0.54, ensuring : 0.36, product : 0.64, quality : 0.44, optimizing : 0.34, sorting : 0.54, processes : 0.5, this : 0.47, study : 0, developed : 0.57, an : 0, automated : 0.43, system : 0.39, three : 0.58, main : 0.47, mdash : 0.46, red : 0.67, green : 0.58, yellow : 0.44, cnn : 0, method : 0.44, dataset : 0.68, consisted : 0.52, 1 : 0, 820 : 0, images : 0.56, sourced : 0.53, from : 0.47, kaggle : 0.44, data : 0.52, split : 0.58, into : 0.47, 60 : 0, training : 0.36, 40 : 0, validation : 0.49, preprocessing : 0.58, steps : 0.46, included : 0.51, resizing : 0.46, normalizing : 0.42, pixel : 0.58, values : 0.44, to : 0, range : 0.58, augmentation : 0.5, techniques : 0.43, such : 0.47, as : 0, rotation : 0.53, flipping : 0.43, brightness : 0.52, adjustments : 0.48, enhance : 0.44, diversity : 0.78, reduce : 0.65, risk : 0.44, overfitting : 0.59, model : 0.58, was : 0, designed : 0.56, key : 0.5, layers : 0.39, including : 0.52, pooling : 0, fully : 0, connected : 0.61, optimized : 0.35, adam : 0.47, algorithm : 0.52, categorical : 0.51, cross : 0.46, entropy : 0.44, loss : 0, function : 0.53, results : 0.64, showed : 0.44, accuracy : 0.36, 99 : 0, 9 : 0, 92 : 0, testing : 0.54, average : 0.37, processing : 0.49, time : 0.61, 64 : 0, seconds : 0.54, per : 0.5, image : 0.58, maximum : 0.44, 78 : 0, demonstrating : 0.58, s : 0, efficiency : 0.49, real : 0.61, applications : 0.58, k : 0, fold : 0, technique : 0.52, also : 0, employed : 0.43, ensure : 0.56, generalization : 0.57, ability : 0.54, new : 0.5, demonstrated : 0.59, that : 0.47, effective : 0.61, offering : 0.36, accurate : 0.51, fast : 0.47, scalable : 0.43, solution : 0.43, automating : 0.42, grading : 0.44, sector : 0.67, reducing : 0.6, human : 0, errors : 0.44, improving : 0.52, operational : 0.48 |
| 9. script | 157 words | 0.75 | classification : 0.57, of : 0, capsicum : 0.56, varieties : 0.61, using : 0.58, color : 0.58, analysis : 0.43, with : 0.47, convolutional : 0.47, neural : 0.44, network : 0, paprika : 0.48, annuum : 0, l : 0, is : 0.56, a : 0, high : 0.47, value : 0, horticultural : 0.53, commodity : 0.61, widely : 0.44, consumed : 0.36, for : 0.5, its : 0.5, nutritional : 0.42, content : 0.54, and : 0, vibrant : 0.53, variations : 0.6, in : 0, the : 0, agricultural : 0.54, industry : 0.53, classifying : 0.48, based : 0.46, on : 0, crucial : 0.64, ensuring : 0.63, product : 0.54, quality : 0.54, optimizing : 0.43, sorting : 0.7, processes : 0.35, this : 0.47, study : 0.51, developed : 0.43, an : 0, automated : 0.43, system : 0.6, three : 0.46, main : 0.47, mdash : 0, red : 0.5, green : 0.46, yellow : 0, cnn : 0.5, method : 0, dataset : 0.44, consisted : 0.62, 1 : 0, 820 : 0, images : 0, sourced : 0.59, from : 0.47, kaggle : 0, data : 0, split : 0.73, into : 0, 60 : 0, training : 0.53, 40 : 0, validation : 0.51, preprocessing : 0.47, steps : 0.62, included : 0.36, resizing : 0.51, normalizing : 0.51, pixel : 0.46, values : 0, to : 0, range : 0.46, augmentation : 0.42, techniques : 0.51, such : 0.65, as : 0.56, rotation : 0.51, flipping : 0.53, brightness : 0.6, adjustments : 0.51, enhance : 0, diversity : 0.5, reduce : 0.44, risk : 0.58, overfitting : 0.59, model : 0, was : 0.5, designed : 0.53, key : 0, layers : 0.44, including : 0.35, pooling : 0.44, fully : 0, connected : 0.52, optimized : 0.44, adam : 0, algorithm : 0.61, categorical : 0.55, cross : 0.58, entropy : 0.54, loss : 0.47, function : 0.51, results : 0.53, showed : 0.5, accuracy : 0.53, 99 : 0, 9 : 0, 92 : 0, testing : 0.53, average : 0.44, processing : 0.56, time : 0.47, 64 : 0, seconds : 0.59, per : 0.5, image : 0, maximum : 0.44, 78 : 0, demonstrating : 0.47, s : 0.75, efficiency : 0.34, real : 0.47, applications : 0.58, k : 0, fold : 0, technique : 0.52, also : 0.47, employed : 0.43, ensure : 0.56, generalization : 0.57, ability : 0.54, new : 0, demonstrated : 0.47, that : 0.47, effective : 0.5, offering : 0.53, accurate : 0.63, fast : 0.61, scalable : 0.62, solution : 0.56, automating : 0.34, grading : 0.54, sector : 0.7, reducing : 0.51, human : 0, errors : 0.44, improving : 0.44, operational : 0.51 |
| 10. access | 157 words | 0.75 | classification : 0.6, of : 0, capsicum : 0.56, varieties : 0.61, using : 0, color : 0.46, analysis : 0.66, with : 0, convolutional : 0.41, neural : 0.44, network : 0.44, paprika : 0.44, annuum : 0.5, l : 0, is : 0, a : 0.75, high : 0, value : 0.58, horticultural : 0.41, commodity : 0.43, widely : 0.44, consumed : 0.51, for : 0, its : 0.5, nutritional : 0, content : 0.54, and : 0.55, vibrant : 0, variations : 0.51, in : 0, the : 0.5, agricultural : 0.55, industry : 0.43, classifying : 0.59, based : 0.59, on : 0, crucial : 0.54, ensuring : 0.53, product : 0, quality : 0.44, optimizing : 0, sorting : 0, processes : 0.7, this : 0.47, study : 0, developed : 0.43, an : 0.6, automated : 0.48, system : 0.39, three : 0.46, main : 0.47, mdash : 0.58, red : 0.5, green : 0.46, yellow : 0.44, cnn : 0.5, method : 0.44, dataset : 0.53, consisted : 0.61, 1 : 0, 820 : 0, images : 0.67, sourced : 0.54, from : 0, kaggle : 0.56, data : 0.47, split : 0, into : 0, 60 : 0, training : 0.43, 40 : 0, validation : 0.42, preprocessing : 0.57, steps : 0.58, included : 0.53, resizing : 0.53, normalizing : 0.42, pixel : 0.46, values : 0.67, to : 0, range : 0.58, augmentation : 0.55, techniques : 0.49, such : 0.47, as : 0.6, rotation : 0.43, flipping : 0, brightness : 0.6, adjustments : 0.53, enhance : 0, diversity : 0.52, reduce : 0.39, risk : 0.47, overfitting : 0.42, model : 0.46, was : 0.67, designed : 0.53, key : 0.5, layers : 0.67, including : 0.43, pooling : 0, fully : 0, connected : 0.5, optimized : 0, adam : 0.52, algorithm : 0.48, categorical : 0.48, cross : 0.7, entropy : 0, loss : 0.61, function : 0.43, results : 0.64, showed : 0.44, accuracy : 0.74, 99 : 0, 9 : 0, 92 : 0, testing : 0.54, average : 0.59, processing : 0.69, time : 0.47, 64 : 0, seconds : 0.53, per : 0.5, image : 0.58, maximum : 0.44, 78 : 0, demonstrating : 0.5, s : 0, efficiency : 0.34, real : 0.44, applications : 0.55, k : 0, fold : 0, technique : 0.35, also : 0.65, employed : 0.43, ensure : 0.39, generalization : 0.33, ability : 0.49, new : 0.5, demonstrated : 0.5, that : 0.47, effective : 0.35, offering : 0.43, accurate : 0.74, fast : 0.61, scalable : 0.36, solution : 0, automating : 0.48, grading : 0.44, sector : 0.39, reducing : 0.36, human : 0, errors : 0.44, improving : 0, operational : 0.34 |
| 11. allowed | 157 words | 0.78 | classification : 0.31, of : 0, capsicum : 0.42, varieties : 0.5, using : 0, color : 0.4, analysis : 0.56, with : 0, convolutional : 0.31, neural : 0, network : 0.36, paprika : 0.43, annuum : 0.49, l : 0.71, is : 0, a : 0.74, high : 0, value : 0.68, horticultural : 0.31, commodity : 0.5, widely : 0.37, consumed : 0.6, for : 0.49, its : 0, nutritional : 0.41, content : 0.52, and : 0.54, vibrant : 0, variations : 0.5, in : 0, the : 0, agricultural : 0.54, industry : 0, classifying : 0.32, based : 0.68, on : 0, crucial : 0, ensuring : 0, product : 0.43, quality : 0.52, optimizing : 0.41, sorting : 0.43, processes : 0.5, this : 0, study : 0, developed : 0.55, an : 0.59, automated : 0.7, system : 0.44, three : 0.45, main : 0.46, mdash : 0.45, red : 0, green : 0.45, yellow : 0.75, cnn : 0, method : 0.54, dataset : 0.52, consisted : 0.59, 1 : 0, 820 : 0, images : 0.54, sourced : 0.62, from : 0.46, kaggle : 0.64, data : 0.46, split : 0.45, into : 0.46, 60 : 0, training : 0.42, 40 : 0, validation : 0.58, preprocessing : 0.31, steps : 0, included : 0.49, resizing : 0, normalizing : 0.4, pixel : 0.4, values : 0.64, to : 0.55, range : 0.56, augmentation : 0.54, techniques : 0.41, such : 0, as : 0.59, rotation : 0.35, flipping : 0.42, brightness : 0.41, adjustments : 0.54, enhance : 0.43, diversity : 0.42, reduce : 0.44, risk : 0, overfitting : 0.49, model : 0.51, was : 0.49, designed : 0.51, key : 0, layers : 0.53, including : 0.5, pooling : 0.36, fully : 0.56, connected : 0.59, optimized : 0.59, adam : 0.52, algorithm : 0.67, categorical : 0.46, cross : 0.45, entropy : 0.43, loss : 0.6, function : 0.42, results : 0.43, showed : 0.75, accuracy : 0.48, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.57, processing : 0.5, time : 0.46, 64 : 0, seconds : 0.52, per : 0, image : 0.56, maximum : 0.43, 78 : 0, demonstrating : 0.31, s : 0, efficiency : 0.41, real : 0.6, applications : 0.54, k : 0, fold : 0.43, technique : 0.42, also : 0.78, employed : 0.69, ensure : 0.44, generalization : 0.38, ability : 0.57, new : 0.49, demonstrated : 0.45, that : 0.46, effective : 0.42, offering : 0.51, accurate : 0.56, fast : 0.46, scalable : 0.6, solution : 0.35, automating : 0.55, grading : 0.43, sector : 0.44, reducing : 0, human : 0, errors : 0.44, improving : 0.42, operational : 0.4 |
| 12. doctype | 157 words | 0.66 | classification : 0.4, of : 0.55, capsicum : 0.51, varieties : 0.34, using : 0, color : 0.4, analysis : 0.42, with : 0.46, convolutional : 0.44, neural : 0, network : 0.43, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0.45, horticultural : 0.44, commodity : 0.34, widely : 0.54, consumed : 0.49, for : 0.49, its : 0.49, nutritional : 0.41, content : 0.63, and : 0.49, vibrant : 0, variations : 0.41, in : 0, the : 0, agricultural : 0.48, industry : 0.6, classifying : 0.49, based : 0, on : 0.55, crucial : 0.43, ensuring : 0, product : 0.43, quality : 0.52, optimizing : 0.47, sorting : 0.52, processes : 0.59, this : 0, study : 0.56, developed : 0.53, an : 0, automated : 0.48, system : 0.54, three : 0.45, main : 0, mdash : 0.45, red : 0.49, green : 0, yellow : 0, cnn : 0.49, method : 0.44, dataset : 0.66, consisted : 0.59, 1 : 0, 820 : 0, images : 0.44, sourced : 0.62, from : 0.46, kaggle : 0.44, data : 0.64, split : 0.45, into : 0.43, 60 : 0, training : 0.42, 40 : 0, validation : 0.5, preprocessing : 0.46, steps : 0.56, included : 0.51, resizing : 0, normalizing : 0.41, pixel : 0, values : 0.44, to : 0.55, range : 0.45, augmentation : 0.32, techniques : 0.47, such : 0.46, as : 0, rotation : 0.51, flipping : 0.42, brightness : 0.5, adjustments : 0.57, enhance : 0.43, diversity : 0.55, reduce : 0.64, risk : 0, overfitting : 0.46, model : 0.4, was : 0, designed : 0.56, key : 0.49, layers : 0.44, including : 0.42, pooling : 0.43, fully : 0.45, connected : 0.51, optimized : 0.59, adam : 0.46, algorithm : 0.5, categorical : 0.48, cross : 0.4, entropy : 0.51, loss : 0.46, function : 0.51, results : 0.43, showed : 0.54, accuracy : 0.51, 99 : 0, 9 : 0, 92 : 0, testing : 0.43, average : 0.43, processing : 0.58, time : 0, 64 : 0, seconds : 0.36, per : 0, image : 0.45, maximum : 0, 78 : 0, demonstrating : 0.55, s : 0, efficiency : 0.5, real : 0, applications : 0.39, k : 0, fold : 0.46, technique : 0.48, also : 0.46, employed : 0.57, ensure : 0.44, generalization : 0.4, ability : 0.52, new : 0, demonstrated : 0.56, that : 0.46, effective : 0.42, offering : 0.51, accurate : 0.6, fast : 0.46, scalable : 0.51, solution : 0.51, automating : 0.33, grading : 0, sector : 0.54, reducing : 0.51, human : 0, errors : 0.44, improving : 0.34, operational : 0.52 |
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| 23. x | 157 words | 0.71 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 0, 820 : 0, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0.71, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
| 24. ua | 157 words | 0.76 | classification : 0.52, of : 0, capsicum : 0.54, varieties : 0.54, using : 0.61, color : 0, analysis : 0.54, with : 0, convolutional : 0, neural : 0.56, network : 0, paprika : 0.55, annuum : 0.56, l : 0, is : 0, a : 0, high : 0, value : 0.57, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0.53, content : 0, and : 0, vibrant : 0, variations : 0.53, in : 0, the : 0, agricultural : 0.56, industry : 0.54, classifying : 0.53, based : 0.57, on : 0, crucial : 0.55, ensuring : 0.54, product : 0, quality : 0.76, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0.57, system : 0, three : 0, main : 0.58, mdash : 0.57, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0.55, consisted : 0, 1 : 0, 820 : 0, images : 0.56, sourced : 0.55, from : 0, kaggle : 0.56, data : 0.58, split : 0, into : 0, 60 : 0, training : 0.54, 40 : 0, validation : 0.53, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0.53, pixel : 0, values : 0.56, to : 0, range : 0.57, augmentation : 0.56, techniques : 0, such : 0.58, as : 0, rotation : 0.54, flipping : 0, brightness : 0, adjustments : 0.56, enhance : 0.55, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0.61, designed : 0, key : 0, layers : 0.56, including : 0, pooling : 0, fully : 0.57, connected : 0, optimized : 0, adam : 0.58, algorithm : 0.54, categorical : 0.53, cross : 0, entropy : 0, loss : 0, function : 0.54, results : 0, showed : 0, accuracy : 0.58, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.55, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0.57, maximum : 0.55, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0.58, applications : 0.53, k : 0, fold : 0, technique : 0, also : 0.58, employed : 0, ensure : 0, generalization : 0.52, ability : 0.55, new : 0, demonstrated : 0, that : 0.58, effective : 0, offering : 0, accurate : 0.58, fast : 0.58, scalable : 0.54, solution : 0.54, automating : 0.57, grading : 0.55, sector : 0, reducing : 0.54, human : 0.57, errors : 0, improving : 0, operational : 0.53 |
| 25. compatible | 157 words | 0.73 | classification : 0.53, of : 0.53, capsicum : 0.6, varieties : 0.53, using : 0.43, color : 0.63, analysis : 0.48, with : 0.45, convolutional : 0.62, neural : 0.51, network : 0.33, paprika : 0.58, annuum : 0.34, l : 0, is : 0, a : 0.7, high : 0, value : 0.43, horticultural : 0.49, commodity : 0.73, widely : 0.42, consumed : 0.71, for : 0.48, its : 0.48, nutritional : 0.52, content : 0.66, and : 0.48, vibrant : 0.5, variations : 0.42, in : 0, the : 0, agricultural : 0.47, industry : 0.41, classifying : 0.57, based : 0.43, on : 0.53, crucial : 0.62, ensuring : 0.41, product : 0.47, quality : 0.47, optimizing : 0.53, sorting : 0.58, processes : 0.53, this : 0.45, study : 0.43, developed : 0.49, an : 0.53, automated : 0.55, system : 0.34, three : 0, main : 0.68, mdash : 0.53, red : 0, green : 0, yellow : 0.42, cnn : 0.53, method : 0.43, dataset : 0.58, consisted : 0.69, 1 : 0, 820 : 0, images : 0.51, sourced : 0.47, from : 0.57, kaggle : 0.6, data : 0.57, split : 0.52, into : 0.4, 60 : 0, training : 0.48, 40 : 0, validation : 0.42, preprocessing : 0.4, steps : 0.37, included : 0.48, resizing : 0.41, normalizing : 0.58, pixel : 0.53, values : 0.42, to : 0.53, range : 0.43, augmentation : 0.47, techniques : 0.53, such : 0.45, as : 0.53, rotation : 0.55, flipping : 0.32, brightness : 0.42, adjustments : 0.46, enhance : 0.5, diversity : 0.31, reduce : 0.51, risk : 0, overfitting : 0.41, model : 0.52, was : 0.48, designed : 0.48, key : 0, layers : 0.42, including : 0.47, pooling : 0.47, fully : 0, connected : 0.69, optimized : 0.64, adam : 0.4, algorithm : 0.45, categorical : 0.67, cross : 0.58, entropy : 0.41, loss : 0.45, function : 0.56, results : 0.33, showed : 0.42, accuracy : 0.32, 99 : 0, 9 : 0, 92 : 0, testing : 0.5, average : 0.5, processing : 0.52, time : 0.45, 64 : 0, seconds : 0.5, per : 0.48, image : 0.53, maximum : 0.58, 78 : 0, demonstrating : 0.49, s : 0, efficiency : 0.42, real : 0.45, applications : 0.56, k : 0, fold : 0.45, technique : 0.54, also : 0.4, employed : 0.51, ensure : 0.42, generalization : 0.45, ability : 0.47, new : 0, demonstrated : 0.51, that : 0.57, effective : 0.61, offering : 0.48, accurate : 0.55, fast : 0.57, scalable : 0.71, solution : 0.56, automating : 0.53, grading : 0.5, sector : 0.49, reducing : 0.48, human : 0.53, errors : 0.42, improving : 0.49, operational : 0.72 |
| 26. content | 157 words | 1 | classification : 0.53, of : 0.55, capsicum : 0.48, varieties : 0.34, using : 0.45, color : 0.65, analysis : 0.42, with : 0.46, convolutional : 0.79, neural : 0.44, network : 0.52, paprika : 0, annuum : 0.44, l : 0, is : 0, a : 0, high : 0, value : 0.45, horticultural : 0.5, commodity : 0.67, widely : 0.44, consumed : 0.78, for : 0.49, its : 0.49, nutritional : 0.56, content : 1, and : 0.49, vibrant : 0.52, variations : 0.5, in : 0.55, the : 0.49, agricultural : 0.48, industry : 0.51, classifying : 0.54, based : 0.45, on : 0.76, crucial : 0.49, ensuring : 0.51, product : 0.52, quality : 0.43, optimizing : 0.58, sorting : 0.62, processes : 0.48, this : 0, study : 0.45, developed : 0.42, an : 0.55, automated : 0.51, system : 0.54, three : 0.45, main : 0.46, mdash : 0, red : 0, green : 0.4, yellow : 0, cnn : 0.69, method : 0.44, dataset : 0.62, consisted : 0.83, 1 : 0, 820 : 0, images : 0.44, sourced : 0.52, from : 0.46, kaggle : 0.44, data : 0.46, split : 0.45, into : 0.56, 60 : 0, training : 0.49, 40 : 0, validation : 0.5, preprocessing : 0.31, steps : 0.56, included : 0.49, resizing : 0.51, normalizing : 0.46, pixel : 0.45, values : 0.44, to : 0.55, range : 0.56, augmentation : 0.51, techniques : 0.49, such : 0.46, as : 0, rotation : 0.61, flipping : 0.42, brightness : 0.47, adjustments : 0.65, enhance : 0.51, diversity : 0.5, reduce : 0.44, risk : 0, overfitting : 0.59, model : 0.56, was : 0, designed : 0.35, key : 0, layers : 0.44, including : 0.48, pooling : 0.52, fully : 0, connected : 0.85, optimized : 0.59, adam : 0, algorithm : 0.5, categorical : 0.57, cross : 0.61, entropy : 0.52, loss : 0.46, function : 0.61, results : 0.43, showed : 0.54, accuracy : 0.42, 99 : 0, 9 : 0, 92 : 0, testing : 0.52, average : 0.43, processing : 0.57, time : 0.46, 64 : 0, seconds : 0.62, per : 0, image : 0.45, maximum : 0, 78 : 0, demonstrating : 0.57, s : 0, efficiency : 0.47, real : 0, applications : 0.56, k : 0, fold : 0.46, technique : 0.51, also : 0.46, employed : 0.51, ensure : 0.54, generalization : 0.44, ability : 0.43, new : 0.49, demonstrated : 0.58, that : 0.46, effective : 0.34, offering : 0.6, accurate : 0.6, fast : 0.46, scalable : 0.51, solution : 0.6, automating : 0.49, grading : 0.43, sector : 0.54, reducing : 0.51, human : 0.45, errors : 0.44, improving : 0.5, operational : 0.56 |
| 27. ie | 157 words | 0.78 | classification : 0.52, of : 0, capsicum : 0, varieties : 0.74, using : 0, color : 0, analysis : 0, with : 0.58, convolutional : 0, neural : 0.56, network : 0.55, paprika : 0, annuum : 0, l : 0, is : 0.7, a : 0, high : 0.58, value : 0, horticultural : 0.53, commodity : 0, widely : 0.78, consumed : 0, for : 0, its : 0.65, nutritional : 0.53, content : 0, and : 0, vibrant : 0.55, variations : 0.53, in : 0.7, the : 0, agricultural : 0.53, industry : 0.59, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0.54, product : 0, quality : 0, optimizing : 0.53, sorting : 0, processes : 0.54, this : 0, study : 0, developed : 0.54, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0.61, green : 0.57, yellow : 0.56, cnn : 0, method : 0.56, dataset : 0, consisted : 0, 1 : 0, 820 : 0, images : 0.6, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0.63, 60 : 0, training : 0.54, 40 : 0, validation : 0.53, preprocessing : 0.53, steps : 0.57, included : 0.59, resizing : 0.58, normalizing : 0, pixel : 0.57, values : 0, to : 0, range : 0, augmentation : 0.53, techniques : 0.53, such : 0, as : 0, rotation : 0, flipping : 0.54, brightness : 0.53, adjustments : 0, enhance : 0.55, diversity : 0.74, reduce : 0.56, risk : 0.58, overfitting : 0.53, model : 0, was : 0, designed : 0.58, key : 0.61, layers : 0.56, including : 0.58, pooling : 0, fully : 0, connected : 0.54, optimized : 0.54, adam : 0, algorithm : 0, categorical : 0.53, cross : 0, entropy : 0.55, loss : 0, function : 0, results : 0.55, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.55, average : 0.55, processing : 0.53, time : 0.58, 64 : 0, seconds : 0.55, per : 0.61, image : 0.61, maximum : 0, 78 : 0, demonstrating : 0.53, s : 0, efficiency : 0.57, real : 0.58, applications : 0.53, k : 0, fold : 0, technique : 0.54, also : 0, employed : 0.54, ensure : 0.56, generalization : 0.52, ability : 0.55, new : 0.61, demonstrated : 0.53, that : 0, effective : 0.54, offering : 0.54, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0.56, reducing : 0.54, human : 0, errors : 0.56, improving : 0.58, operational : 0.53 |
| 28. edge | 157 words | 0.75 | classification : 0, of : 0, capsicum : 0, varieties : 0.45, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0.47, network : 0.46, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0.5, value : 0.48, horticultural : 0, commodity : 0, widely : 0.61, consumed : 0.46, for : 0, its : 0, nutritional : 0, content : 0.46, and : 0.53, vibrant : 0, variations : 0, in : 0, the : 0.53, agricultural : 0.44, industry : 0.46, classifying : 0, based : 0.48, on : 0, crucial : 0, ensuring : 0.51, product : 0.46, quality : 0, optimizing : 0, sorting : 0, processes : 0.45, this : 0, study : 0, developed : 0.58, an : 0, automated : 0, system : 0.47, three : 0.48, main : 0, mdash : 0.48, red : 0.72, green : 0.48, yellow : 0.47, cnn : 0, method : 0.47, dataset : 0.6, consisted : 0, 1 : 0, 820 : 0, images : 0.61, sourced : 0.46, from : 0, kaggle : 0.61, data : 0.5, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0.45, preprocessing : 0.55, steps : 0.48, included : 0.46, resizing : 0.46, normalizing : 0, pixel : 0.48, values : 0.47, to : 0, range : 0.63, augmentation : 0.39, techniques : 0.45, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0.57, adjustments : 0.56, enhance : 0.52, diversity : 0.41, reduce : 0.75, risk : 0, overfitting : 0.45, model : 0.63, was : 0, designed : 0.75, key : 0.53, layers : 0.47, including : 0, pooling : 0, fully : 0, connected : 0.45, optimized : 0, adam : 0.5, algorithm : 0.45, categorical : 0.56, cross : 0, entropy : 0.52, loss : 0, function : 0, results : 0.46, showed : 0.47, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.46, average : 0.46, processing : 0.45, time : 0.5, 64 : 0, seconds : 0.46, per : 0.53, image : 0.63, maximum : 0, 78 : 0, demonstrating : 0.38, s : 0, efficiency : 0.61, real : 0.5, applications : 0, k : 0, fold : 0, technique : 0.45, also : 0, employed : 0.63, ensure : 0.65, generalization : 0.54, ability : 0, new : 0.53, demonstrated : 0.39, that : 0, effective : 0.62, offering : 0.46, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0.43, sector : 0.47, reducing : 0.58, human : 0, errors : 0.52, improving : 0, operational : 0.45 |
| 29. name | 157 words | 0.75 | classification : 0.44, of : 0, capsicum : 0.46, varieties : 0.57, using : 0, color : 0, analysis : 0.42, with : 0, convolutional : 0.44, neural : 0.65, network : 0.64, paprika : 0.46, annuum : 0.44, l : 0, is : 0, a : 0.75, high : 0, value : 0.63, horticultural : 0, commodity : 0.45, widely : 0.47, consumed : 0.71, for : 0, its : 0, nutritional : 0.5, content : 0.6, and : 0.56, vibrant : 0, variations : 0.45, in : 0.58, the : 0.53, agricultural : 0.44, industry : 0.46, classifying : 0.45, based : 0.63, on : 0.58, crucial : 0, ensuring : 0.42, product : 0, quality : 0.46, optimizing : 0.45, sorting : 0, processes : 0.45, this : 0, study : 0, developed : 0.45, an : 0.67, automated : 0.57, system : 0.47, three : 0.48, main : 0.5, mdash : 0.48, red : 0, green : 0.48, yellow : 0.47, cnn : 0.53, method : 0.61, dataset : 0.6, consisted : 0.45, 1 : 0, 820 : 0, images : 0.64, sourced : 0.46, from : 0.5, kaggle : 0.61, data : 0.5, split : 0, into : 0.5, 60 : 0, training : 0.46, 40 : 0, validation : 0.45, preprocessing : 0.44, steps : 0.48, included : 0.58, resizing : 0.46, normalizing : 0.61, pixel : 0.48, values : 0.61, to : 0, range : 0.63, augmentation : 0.61, techniques : 0.4, such : 0, as : 0.58, rotation : 0.46, flipping : 0, brightness : 0.45, adjustments : 0.67, enhance : 0.6, diversity : 0.45, reduce : 0.47, risk : 0, overfitting : 0.45, model : 0.48, was : 0.53, designed : 0.46, key : 0, layers : 0.61, including : 0.45, pooling : 0, fully : 0, connected : 0.57, optimized : 0.45, adam : 0.67, algorithm : 0.45, categorical : 0.56, cross : 0, entropy : 0.46, loss : 0, function : 0.46, results : 0.46, showed : 0.47, accuracy : 0.46, 99 : 0, 9 : 0, 92 : 0, testing : 0.46, average : 0.6, processing : 0.45, time : 0.67, 64 : 0, seconds : 0.46, per : 0, image : 0.67, maximum : 0.43, 78 : 0, demonstrating : 0.55, s : 0, efficiency : 0.45, real : 0.5, applications : 0.44, k : 0, fold : 0, technique : 0.45, also : 0.5, employed : 0.42, ensure : 0.61, generalization : 0.49, ability : 0.46, new : 0.58, demonstrated : 0.56, that : 0.5, effective : 0.45, offering : 0.46, accurate : 0.46, fast : 0.5, scalable : 0.46, solution : 0, automating : 0.57, grading : 0.46, sector : 0.47, reducing : 0.46, human : 0.48, errors : 0, improving : 0.45, operational : 0.39 |
| 30. viewport | 157 words | 0.75 | classification : 0.46, of : 0, capsicum : 0.33, varieties : 0.68, using : 0.44, color : 0.55, analysis : 0, with : 0.42, convolutional : 0.42, neural : 0.53, network : 0.69, paprika : 0.43, annuum : 0, l : 0, is : 0.54, a : 0, high : 0.46, value : 0.6, horticultural : 0.44, commodity : 0.49, widely : 0.46, consumed : 0, for : 0, its : 0.49, nutritional : 0.45, content : 0.51, and : 0, vibrant : 0.75, variations : 0.62, in : 0.54, the : 0.49, agricultural : 0.43, industry : 0.47, classifying : 0.41, based : 0.44, on : 0, crucial : 0.42, ensuring : 0.5, product : 0.51, quality : 0.51, optimizing : 0.32, sorting : 0.42, processes : 0.32, this : 0.46, study : 0, developed : 0.48, an : 0, automated : 0.49, system : 0.43, three : 0.44, main : 0.46, mdash : 0, red : 0.49, green : 0.44, yellow : 0.51, cnn : 0, method : 0.53, dataset : 0.51, consisted : 0.49, 1 : 0, 820 : 0, images : 0.53, sourced : 0.35, from : 0.46, kaggle : 0.43, data : 0, split : 0.55, into : 0.58, 60 : 0, training : 0.42, 40 : 0, validation : 0.6, preprocessing : 0.44, steps : 0.55, included : 0.42, resizing : 0.33, normalizing : 0.48, pixel : 0.55, values : 0.58, to : 0, range : 0.44, augmentation : 0.43, techniques : 0.32, such : 0, as : 0, rotation : 0.33, flipping : 0.5, brightness : 0.48, adjustments : 0.41, enhance : 0.42, diversity : 0.66, reduce : 0.43, risk : 0.46, overfitting : 0.59, model : 0.44, was : 0.49, designed : 0.33, key : 0.49, layers : 0.53, including : 0.41, pooling : 0.35, fully : 0, connected : 0.49, optimized : 0.32, adam : 0, algorithm : 0.57, categorical : 0.55, cross : 0.44, entropy : 0.61, loss : 0, function : 0.33, results : 0.51, showed : 0.51, accuracy : 0.42, 99 : 0, 9 : 0, 92 : 0, testing : 0.35, average : 0.6, processing : 0.39, time : 0.58, 64 : 0, seconds : 0.51, per : 0.49, image : 0.55, maximum : 0.42, 78 : 0, demonstrating : 0.52, s : 0, efficiency : 0.32, real : 0.46, applications : 0.44, k : 0, fold : 0, technique : 0.41, also : 0.46, employed : 0.58, ensure : 0.53, generalization : 0.47, ability : 0.51, new : 0.64, demonstrated : 0.53, that : 0, effective : 0.49, offering : 0.5, accurate : 0.5, fast : 0, scalable : 0, solution : 0.33, automating : 0.48, grading : 0.42, sector : 0.63, reducing : 0.42, human : 0, errors : 0.63, improving : 0.56, operational : 0.53 |
| 31. width | 157 words | 0.95 | classification : 0.42, of : 0, capsicum : 0.44, varieties : 0.54, using : 0.47, color : 0, analysis : 0, with : 0.95, convolutional : 0.43, neural : 0, network : 0.45, paprika : 0, annuum : 0, l : 0, is : 0.57, a : 0, high : 0.63, value : 0, horticultural : 0.5, commodity : 0.44, widely : 0.79, consumed : 0, for : 0, its : 0.51, nutritional : 0.36, content : 0.45, and : 0.51, vibrant : 0.45, variations : 0.53, in : 0.57, the : 0, agricultural : 0.52, industry : 0.66, classifying : 0.43, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0.45, quality : 0.45, optimizing : 0.37, sorting : 0.45, processes : 0, this : 0.48, study : 0.47, developed : 0.44, an : 0, automated : 0.44, system : 0.46, three : 0, main : 0.48, mdash : 0.6, red : 0.51, green : 0, yellow : 0, cnn : 0, method : 0.58, dataset : 0.56, consisted : 0.54, 1 : 0, 820 : 0, images : 0.46, sourced : 0, from : 0, kaggle : 0, data : 0.48, split : 0.47, into : 0.63, 60 : 0, training : 0.38, 40 : 0, validation : 0.63, preprocessing : 0, steps : 0, included : 0.55, resizing : 0.44, normalizing : 0, pixel : 0.47, values : 0, to : 0, range : 0, augmentation : 0.43, techniques : 0.47, such : 0.48, as : 0, rotation : 0.44, flipping : 0.44, brightness : 0.52, adjustments : 0.53, enhance : 0.45, diversity : 0.37, reduce : 0.46, risk : 0.48, overfitting : 0.53, model : 0.47, was : 0.56, designed : 0.38, key : 0, layers : 0, including : 0.54, pooling : 0, fully : 0, connected : 0.44, optimized : 0.37, adam : 0.48, algorithm : 0.54, categorical : 0.43, cross : 0, entropy : 0.45, loss : 0, function : 0.44, results : 0.45, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0, processing : 0, time : 0.48, 64 : 0, seconds : 0, per : 0, image : 0.47, maximum : 0.45, 78 : 0, demonstrating : 0.52, s : 0, efficiency : 0.43, real : 0, applications : 0.52, k : 0, fold : 0.48, technique : 0.54, also : 0, employed : 0, ensure : 0, generalization : 0.42, ability : 0.56, new : 0, demonstrated : 0.52, that : 0.48, effective : 0.44, offering : 0, accurate : 0.44, fast : 0.48, scalable : 0, solution : 0.44, automating : 0.43, grading : 0.45, sector : 0.46, reducing : 0.44, human : 0, errors : 0, improving : 0.44, operational : 0.43 |
| 32. device | 157 words | 0.79 | classification : 0.33, of : 0, capsicum : 0.53, varieties : 0.58, using : 0.46, color : 0, analysis : 0.43, with : 0.47, convolutional : 0.41, neural : 0.44, network : 0.44, paprika : 0.44, annuum : 0, l : 0, is : 0, a : 0, high : 0.47, value : 0.58, horticultural : 0.5, commodity : 0.43, widely : 0.5, consumed : 0.43, for : 0, its : 0, nutritional : 0.42, content : 0.44, and : 0.5, vibrant : 0.54, variations : 0.51, in : 0, the : 0.5, agricultural : 0.5, industry : 0.36, classifying : 0.34, based : 0.46, on : 0, crucial : 0.37, ensuring : 0.53, product : 0.44, quality : 0.44, optimizing : 0.42, sorting : 0.44, processes : 0.5, this : 0.47, study : 0, developed : 0.79, an : 0, automated : 0.43, system : 0.44, three : 0.58, main : 0.47, mdash : 0.46, red : 0.5, green : 0.58, yellow : 0.44, cnn : 0, method : 0.44, dataset : 0.59, consisted : 0.52, 1 : 0, 820 : 0, images : 0.44, sourced : 0.54, from : 0, kaggle : 0.44, data : 0.52, split : 0.46, into : 0, 60 : 0, training : 0.43, 40 : 0, validation : 0.43, preprocessing : 0.58, steps : 0.46, included : 0.63, resizing : 0.53, normalizing : 0.42, pixel : 0.41, values : 0.56, to : 0, range : 0.46, augmentation : 0.42, techniques : 0.61, such : 0.47, as : 0, rotation : 0.43, flipping : 0.43, brightness : 0.51, adjustments : 0.51, enhance : 0.64, diversity : 0.66, reduce : 0.69, risk : 0.47, overfitting : 0.48, model : 0.58, was : 0, designed : 0.78, key : 0.5, layers : 0.44, including : 0.52, pooling : 0.44, fully : 0, connected : 0.61, optimized : 0.52, adam : 0.47, algorithm : 0.43, categorical : 0.42, cross : 0, entropy : 0.44, loss : 0, function : 0.36, results : 0.44, showed : 0.44, accuracy : 0.43, 99 : 0, 9 : 0, 92 : 0, testing : 0.54, average : 0.53, processing : 0.43, time : 0.44, 64 : 0, seconds : 0.54, per : 0.5, image : 0.46, maximum : 0.44, 78 : 0, demonstrating : 0.6, s : 0, efficiency : 0.69, real : 0.47, applications : 0.5, k : 0, fold : 0, technique : 0.62, also : 0, employed : 0.53, ensure : 0.56, generalization : 0.46, ability : 0.44, new : 0.5, demonstrated : 0.67, that : 0, effective : 0.62, offering : 0.53, accurate : 0.53, fast : 0, scalable : 0.53, solution : 0.43, automating : 0.42, grading : 0.44, sector : 0.56, reducing : 0.56, human : 0, errors : 0.44, improving : 0.35, operational : 0.51 |
| 33. initial | 157 words | 0.81 | classification : 0.45, of : 0, capsicum : 0.42, varieties : 0.59, using : 0.56, color : 0, analysis : 0.57, with : 0.6, convolutional : 0.5, neural : 0.64, network : 0.52, paprika : 0.52, annuum : 0.44, l : 0, is : 0.59, a : 0, high : 0.46, value : 0, horticultural : 0.44, commodity : 0.42, widely : 0.54, consumed : 0.42, for : 0, its : 0.69, nutritional : 0.72, content : 0.52, and : 0.49, vibrant : 0.52, variations : 0.57, in : 0.81, the : 0, agricultural : 0.47, industry : 0.68, classifying : 0.46, based : 0, on : 0.55, crucial : 0.62, ensuring : 0.51, product : 0, quality : 0.52, optimizing : 0.57, sorting : 0.36, processes : 0, this : 0.46, study : 0.45, developed : 0.42, an : 0.55, automated : 0.5, system : 0.44, three : 0, main : 0.6, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0.49, method : 0.44, dataset : 0.52, consisted : 0.59, 1 : 0, 820 : 0, images : 0.49, sourced : 0, from : 0, kaggle : 0.44, data : 0.6, split : 0.56, into : 0.78, 60 : 0, training : 0.65, 40 : 0, validation : 0.6, preprocessing : 0, steps : 0.45, included : 0.68, resizing : 0.51, normalizing : 0.59, pixel : 0.56, values : 0, to : 0, range : 0.45, augmentation : 0.47, techniques : 0.41, such : 0, as : 0, rotation : 0.43, flipping : 0.51, brightness : 0.5, adjustments : 0.41, enhance : 0.52, diversity : 0.5, reduce : 0, risk : 0.46, overfitting : 0.57, model : 0.45, was : 0, designed : 0.42, key : 0, layers : 0, including : 0.67, pooling : 0.43, fully : 0, connected : 0.5, optimized : 0.48, adam : 0, algorithm : 0.5, categorical : 0.52, cross : 0, entropy : 0.52, loss : 0, function : 0.49, results : 0.36, showed : 0, accuracy : 0.42, 99 : 0, 9 : 0, 92 : 0, testing : 0.36, average : 0.43, processing : 0.41, time : 0.46, 64 : 0, seconds : 0, per : 0, image : 0.5, maximum : 0.43, 78 : 0, demonstrating : 0.55, s : 0, efficiency : 0.5, real : 0, applications : 0.58, k : 0, fold : 0, technique : 0.42, also : 0, employed : 0.42, ensure : 0.44, generalization : 0.49, ability : 0.62, new : 0.49, demonstrated : 0.56, that : 0.46, effective : 0.5, offering : 0.42, accurate : 0.35, fast : 0.46, scalable : 0.51, solution : 0.35, automating : 0.47, grading : 0.43, sector : 0.44, reducing : 0.42, human : 0.45, errors : 0, improving : 0.55, operational : 0.56 |
| 34. scale | 157 words | 0.93 | classification : 0.57, of : 0, capsicum : 0.49, varieties : 0.54, using : 0.47, color : 0.6, analysis : 0.55, with : 0, convolutional : 0.52, neural : 0.58, network : 0, paprika : 0.45, annuum : 0.46, l : 0, is : 0.57, a : 0, high : 0, value : 0.73, horticultural : 0.52, commodity : 0.44, widely : 0.41, consumed : 0.55, for : 0, its : 0, nutritional : 0, content : 0.56, and : 0, vibrant : 0.45, variations : 0.43, in : 0, the : 0, agricultural : 0.51, industry : 0, classifying : 0.6, based : 0.6, on : 0, crucial : 0.45, ensuring : 0.44, product : 0, quality : 0.56, optimizing : 0, sorting : 0.5, processes : 0.54, this : 0, study : 0.52, developed : 0.37, an : 0, automated : 0.54, system : 0.62, three : 0.47, main : 0.48, mdash : 0.47, red : 0, green : 0.47, yellow : 0.46, cnn : 0.51, method : 0, dataset : 0.56, consisted : 0.53, 1 : 0, 820 : 0, images : 0.58, sourced : 0.61, from : 0, kaggle : 0.7, data : 0.48, split : 0.64, into : 0, 60 : 0, training : 0.44, 40 : 0, validation : 0.53, preprocessing : 0.35, steps : 0.52, included : 0.66, resizing : 0.38, normalizing : 0.53, pixel : 0.43, values : 0.7, to : 0, range : 0.6, augmentation : 0.52, techniques : 0.37, such : 0.67, as : 0.57, rotation : 0.44, flipping : 0.44, brightness : 0.43, adjustments : 0.51, enhance : 0.56, diversity : 0.44, reduce : 0.46, risk : 0, overfitting : 0.43, model : 0.43, was : 0.51, designed : 0.38, key : 0, layers : 0.58, including : 0.54, pooling : 0.45, fully : 0.47, connected : 0.54, optimized : 0.44, adam : 0.48, algorithm : 0.54, categorical : 0.62, cross : 0.47, entropy : 0, loss : 0, function : 0.44, results : 0.56, showed : 0.62, accuracy : 0.38, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0.56, processing : 0.53, time : 0.48, 64 : 0, seconds : 0.61, per : 0, image : 0.6, maximum : 0.45, 78 : 0, demonstrating : 0.35, s : 0.76, efficiency : 0.37, real : 0.63, applications : 0.45, k : 0, fold : 0.48, technique : 0.37, also : 0, employed : 0.55, ensure : 0.58, generalization : 0.44, ability : 0.56, new : 0, demonstrated : 0.36, that : 0.48, effective : 0.37, offering : 0.44, accurate : 0.55, fast : 0.48, scalable : 0.93, solution : 0.6, automating : 0.43, grading : 0.45, sector : 0.62, reducing : 0.38, human : 0.47, errors : 0, improving : 0, operational : 0.36 |
| 35. 1 | 157 words | 1 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 1, 820 : 0, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
| 36. shrink | 157 words | 0.77 | classification : 0.49, of : 0, capsicum : 0.53, varieties : 0.52, using : 0.7, color : 0.46, analysis : 0.36, with : 0.44, convolutional : 0.33, neural : 0.44, network : 0.44, paprika : 0.64, annuum : 0.44, l : 0, is : 0.56, a : 0, high : 0.61, value : 0, horticultural : 0.58, commodity : 0.43, widely : 0.44, consumed : 0.36, for : 0.5, its : 0.5, nutritional : 0.42, content : 0.44, and : 0, vibrant : 0.53, variations : 0.6, in : 0, the : 0.5, agricultural : 0.5, industry : 0.53, classifying : 0.51, based : 0.46, on : 0, crucial : 0.54, ensuring : 0.56, product : 0.44, quality : 0.44, optimizing : 0.51, sorting : 0.77, processes : 0.43, this : 0.61, study : 0.51, developed : 0, an : 0, automated : 0, system : 0.5, three : 0.58, main : 0.61, mdash : 0, red : 0.5, green : 0.58, yellow : 0, cnn : 0.5, method : 0.44, dataset : 0, consisted : 0.44, 1 : 0, 820 : 0, images : 0, sourced : 0.59, from : 0.47, kaggle : 0, data : 0, split : 0.62, into : 0, 60 : 0, training : 0.63, 40 : 0, validation : 0.42, preprocessing : 0.41, steps : 0.51, included : 0.53, resizing : 0.64, normalizing : 0.42, pixel : 0.46, values : 0, to : 0, range : 0.58, augmentation : 0.42, techniques : 0.49, such : 0.65, as : 0.56, rotation : 0.63, flipping : 0.53, brightness : 0.56, adjustments : 0.51, enhance : 0.54, diversity : 0.35, reduce : 0.44, risk : 0.76, overfitting : 0.51, model : 0, was : 0.5, designed : 0.63, key : 0, layers : 0.44, including : 0.52, pooling : 0.54, fully : 0, connected : 0.43, optimized : 0.43, adam : 0, algorithm : 0.52, categorical : 0.51, cross : 0.46, entropy : 0.44, loss : 0.47, function : 0.36, results : 0.37, showed : 0.64, accuracy : 0.43, 99 : 0, 9 : 0, 92 : 0, testing : 0.64, average : 0.44, processing : 0.6, time : 0.47, 64 : 0, seconds : 0.59, per : 0.5, image : 0, maximum : 0.44, 78 : 0, demonstrating : 0.41, s : 0.75, efficiency : 0.51, real : 0.47, applications : 0.42, k : 0, fold : 0, technique : 0.5, also : 0.47, employed : 0, ensure : 0.56, generalization : 0.4, ability : 0.44, new : 0, demonstrated : 0.42, that : 0.47, effective : 0.43, offering : 0.63, accurate : 0.43, fast : 0.47, scalable : 0.49, solution : 0.66, automating : 0.51, grading : 0.64, sector : 0.5, reducing : 0.63, human : 0.58, errors : 0.44, improving : 0.5, operational : 0.59 |
| 37. to | 157 words | 1 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0.57, analysis : 0, with : 0, convolutional : 0.53, neural : 0, network : 0.55, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.55, commodity : 0.54, widely : 0, consumed : 0.54, for : 0.61, its : 0, nutritional : 0.53, content : 0.55, and : 0, vibrant : 0, variations : 0, in : 0, the : 0.65, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0.55, quality : 0, optimizing : 0.57, sorting : 0.55, processes : 0.54, this : 0.63, study : 0.57, developed : 0, an : 0, automated : 0.74, system : 0, three : 0.61, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0.56, dataset : 0.55, consisted : 0.54, 1 : 0, 820 : 0, images : 0, sourced : 0.55, from : 0.58, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0, training : 0.59, 40 : 0, validation : 0, preprocessing : 0.53, steps : 0.57, included : 0, resizing : 0, normalizing : 0.53, pixel : 0, values : 0, to : 1, range : 0, augmentation : 0, techniques : 0.58, such : 0, as : 0, rotation : 0.58, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0.53, model : 0.57, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0.55, fully : 0, connected : 0.54, optimized : 0.57, adam : 0, algorithm : 0.54, categorical : 0.73, cross : 0.57, entropy : 0.55, loss : 0.58, function : 0, results : 0, showed : 0.56, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.59, average : 0, processing : 0.53, time : 0.63, 64 : 0, seconds : 0.55, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0.53, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0.58, technique : 0.58, also : 0, employed : 0.54, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0.53, that : 0.63, effective : 0, offering : 0.54, accurate : 0, fast : 0, scalable : 0, solution : 0.54, automating : 0.73, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0.56, improving : 0.54, operational : 0.53 |
| 38. fit | 157 words | 0.76 | classification : 0.44, of : 0, capsicum : 0.49, varieties : 0.63, using : 0.51, color : 0, analysis : 0, with : 0.72, convolutional : 0.47, neural : 0, network : 0.49, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0.53, value : 0, horticultural : 0.44, commodity : 0, widely : 0.5, consumed : 0, for : 0.6, its : 0, nutritional : 0.45, content : 0.49, and : 0, vibrant : 0.49, variations : 0.62, in : 0, the : 0, agricultural : 0.61, industry : 0.64, classifying : 0.47, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0.46, sorting : 0.49, processes : 0, this : 0.53, study : 0.51, developed : 0, an : 0, automated : 0.48, system : 0.5, three : 0, main : 0.53, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0.5, dataset : 0.49, consisted : 0.48, 1 : 0, 820 : 0, images : 0.5, sourced : 0, from : 0.58, kaggle : 0, data : 0.53, split : 0, into : 0.72, 60 : 0, training : 0.47, 40 : 0, validation : 0.62, preprocessing : 0, steps : 0.51, included : 0.49, resizing : 0.49, normalizing : 0, pixel : 0.51, values : 0, to : 0, range : 0, augmentation : 0.47, techniques : 0.46, such : 0, as : 0, rotation : 0.49, flipping : 0.67, brightness : 0.62, adjustments : 0.47, enhance : 0, diversity : 0.48, reduce : 0, risk : 0.53, overfitting : 0.76, model : 0, was : 0, designed : 0.49, key : 0, layers : 0, including : 0.48, pooling : 0, fully : 0.56, connected : 0, optimized : 0.46, adam : 0, algorithm : 0, categorical : 0.47, cross : 0, entropy : 0.49, loss : 0, function : 0.67, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.49, average : 0, processing : 0, time : 0.53, 64 : 0, seconds : 0, per : 0, image : 0.51, maximum : 0.49, 78 : 0, demonstrating : 0.47, s : 0, efficiency : 0.62, real : 0, applications : 0.61, k : 0, fold : 0.58, technique : 0.48, also : 0, employed : 0, ensure : 0, generalization : 0.47, ability : 0.49, new : 0, demonstrated : 0.47, that : 0.53, effective : 0.63, offering : 0.49, accurate : 0, fast : 0.75, scalable : 0, solution : 0.49, automating : 0.48, grading : 0, sector : 0.5, reducing : 0, human : 0, errors : 0, improving : 0.48, operational : 0.47 |
| 39. title | 157 words | 0.83 | classification : 0.35, of : 0, capsicum : 0.44, varieties : 0.53, using : 0.47, color : 0.47, analysis : 0.44, with : 0.63, convolutional : 0.35, neural : 0.46, network : 0.45, paprika : 0, annuum : 0, l : 0, is : 0.57, a : 0, high : 0.48, value : 0.6, horticultural : 0.61, commodity : 0, widely : 0.59, consumed : 0.44, for : 0, its : 0.52, nutritional : 0.62, content : 0.56, and : 0, vibrant : 0.45, variations : 0.53, in : 0.57, the : 0.56, agricultural : 0.51, industry : 0.55, classifying : 0.36, based : 0.47, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0.45, optimizing : 0.53, sorting : 0.45, processes : 0.44, this : 0.67, study : 0.47, developed : 0.37, an : 0, automated : 0.54, system : 0.58, three : 0.64, main : 0.48, mdash : 0, red : 0, green : 0.47, yellow : 0.46, cnn : 0, method : 0.46, dataset : 0.56, consisted : 0.54, 1 : 0, 820 : 0, images : 0.58, sourced : 0.45, from : 0, kaggle : 0.58, data : 0.48, split : 0.47, into : 0.63, 60 : 0, training : 0.6, 40 : 0, validation : 0.47, preprocessing : 0.43, steps : 0.47, included : 0.66, resizing : 0.38, normalizing : 0.43, pixel : 0.62, values : 0.58, to : 0.61, range : 0.47, augmentation : 0.36, techniques : 0.57, such : 0, as : 0, rotation : 0.55, flipping : 0.38, brightness : 0.63, adjustments : 0.53, enhance : 0.45, diversity : 0.54, reduce : 0.46, risk : 0.48, overfitting : 0.46, model : 0.43, was : 0, designed : 0.38, key : 0, layers : 0.46, including : 0.54, pooling : 0.45, fully : 0.47, connected : 0.44, optimized : 0.64, adam : 0, algorithm : 0.44, categorical : 0.53, cross : 0, entropy : 0.45, loss : 0, function : 0.44, results : 0.45, showed : 0.46, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.61, average : 0.45, processing : 0.43, time : 0.83, 64 : 0, seconds : 0, per : 0, image : 0.6, maximum : 0.45, 78 : 0, demonstrating : 0.35, s : 0, efficiency : 0.37, real : 0.48, applications : 0.45, k : 0, fold : 0.48, technique : 0.59, also : 0, employed : 0.55, ensure : 0.46, generalization : 0.49, ability : 0.56, new : 0, demonstrated : 0.36, that : 0.67, effective : 0.37, offering : 0.44, accurate : 0.44, fast : 0.48, scalable : 0.55, solution : 0.38, automating : 0.53, grading : 0, sector : 0.46, reducing : 0.44, human : 0, errors : 0, improving : 0.44, operational : 0.36 |
| 40. home | 157 words | 0.75 | classification : 0, of : 0.58, capsicum : 0, varieties : 0.45, using : 0, color : 0.48, analysis : 0, with : 0, convolutional : 0.44, neural : 0.47, network : 0.46, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0.55, value : 0.48, horticultural : 0.64, commodity : 0.57, widely : 0.47, consumed : 0.71, for : 0.53, its : 0, nutritional : 0, content : 0.6, and : 0, vibrant : 0, variations : 0, in : 0, the : 0.72, agricultural : 0, industry : 0, classifying : 0, based : 0.48, on : 0.58, crucial : 0, ensuring : 0.46, product : 0.46, quality : 0, optimizing : 0.57, sorting : 0.46, processes : 0.57, this : 0.5, study : 0, developed : 0.45, an : 0, automated : 0.57, system : 0.47, three : 0.63, main : 0, mdash : 0, red : 0, green : 0.48, yellow : 0.47, cnn : 0, method : 0.61, dataset : 0.46, consisted : 0.45, 1 : 0, 820 : 0, images : 0.61, sourced : 0.6, from : 0.67, kaggle : 0.47, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0, preprocessing : 0.38, steps : 0.48, included : 0.46, resizing : 0.46, normalizing : 0.56, pixel : 0.48, values : 0.47, to : 0.58, range : 0.48, augmentation : 0.56, techniques : 0.4, such : 0, as : 0, rotation : 0.46, flipping : 0, brightness : 0.57, adjustments : 0.56, enhance : 0.46, diversity : 0.45, reduce : 0.47, risk : 0, overfitting : 0.56, model : 0.63, was : 0, designed : 0.46, key : 0, layers : 0.47, including : 0, pooling : 0.46, fully : 0, connected : 0.57, optimized : 0.57, adam : 0.5, algorithm : 0.45, categorical : 0.39, cross : 0.48, entropy : 0, loss : 0.5, function : 0, results : 0.46, showed : 0.75, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.46, average : 0.46, processing : 0.57, time : 0.67, 64 : 0, seconds : 0.43, per : 0, image : 0.63, maximum : 0.46, 78 : 0, demonstrating : 0.55, s : 0, efficiency : 0.45, real : 0, applications : 0, k : 0, fold : 0.5, technique : 0.41, also : 0, employed : 0.6, ensure : 0.47, generalization : 0.44, ability : 0, new : 0, demonstrated : 0.56, that : 0.5, effective : 0.45, offering : 0.58, accurate : 0, fast : 0, scalable : 0, solution : 0.46, automating : 0.57, grading : 0, sector : 0.47, reducing : 0.46, human : 0.67, errors : 0.47, improving : 0.41, operational : 0.56 |
| 41. identitas | 157 words | 0.77 | classification : 0.5, of : 0, capsicum : 0.41, varieties : 0.7, using : 0.54, color : 0, analysis : 0.46, with : 0.57, convolutional : 0.58, neural : 0.5, network : 0.48, paprika : 0.5, annuum : 0.43, l : 0, is : 0.58, a : 0, high : 0.45, value : 0.44, horticultural : 0.5, commodity : 0.31, widely : 0.61, consumed : 0.41, for : 0, its : 0.67, nutritional : 0.6, content : 0.55, and : 0.46, vibrant : 0.55, variations : 0.59, in : 0.77, the : 0.48, agricultural : 0.53, industry : 0.61, classifying : 0.3, based : 0.37, on : 0.54, crucial : 0.5, ensuring : 0.57, product : 0.5, quality : 0.34, optimizing : 0.43, sorting : 0.42, processes : 0.48, this : 0.45, study : 0.37, developed : 0.48, an : 0.54, automated : 0.44, system : 0.35, three : 0.44, main : 0.57, mdash : 0.44, red : 0.46, green : 0.54, yellow : 0.43, cnn : 0.48, method : 0.52, dataset : 0.59, consisted : 0.5, 1 : 0, 820 : 0, images : 0.65, sourced : 0.42, from : 0, kaggle : 0.43, data : 0.57, split : 0.54, into : 0.72, 60 : 0, training : 0.57, 40 : 0, validation : 0.59, preprocessing : 0.41, steps : 0.37, included : 0.54, resizing : 0.48, normalizing : 0.42, pixel : 0.54, values : 0.52, to : 0, range : 0.37, augmentation : 0.67, techniques : 0.59, such : 0, as : 0, rotation : 0.46, flipping : 0.46, brightness : 0.53, adjustments : 0.52, enhance : 0.5, diversity : 0.67, reduce : 0.35, risk : 0.45, overfitting : 0.52, model : 0.54, was : 0, designed : 0.52, key : 0.48, layers : 0.52, including : 0.6, pooling : 0.34, fully : 0, connected : 0.44, optimized : 0.44, adam : 0.45, algorithm : 0.31, categorical : 0.52, cross : 0, entropy : 0.59, loss : 0, function : 0.57, results : 0.59, showed : 0.43, accuracy : 0.41, 99 : 0, 9 : 0, 92 : 0, testing : 0.55, average : 0.5, processing : 0.43, time : 0.57, 64 : 0, seconds : 0.59, per : 0.48, image : 0.59, maximum : 0.42, 78 : 0, demonstrating : 0.73, s : 0, efficiency : 0.45, real : 0.45, applications : 0.56, k : 0, fold : 0.45, technique : 0.56, also : 0, employed : 0.41, ensure : 0.52, generalization : 0.57, ability : 0.48, new : 0.46, demonstrated : 0.74, that : 0.45, effective : 0.56, offering : 0.46, accurate : 0.32, fast : 0.45, scalable : 0.41, solution : 0.49, automating : 0.53, grading : 0.48, sector : 0.52, reducing : 0.48, human : 0.44, errors : 0.52, improving : 0.53, operational : 0.48 |
| 42. judul | 157 words | 0.6 | classification : 0.42, of : 0, capsicum : 0.44, varieties : 0, using : 0.47, color : 0, analysis : 0.44, with : 0, convolutional : 0.35, neural : 0.58, network : 0, paprika : 0, annuum : 0.58, l : 0, is : 0, a : 0, high : 0, value : 0.47, horticultural : 0.52, commodity : 0.44, widely : 0.58, consumed : 0.44, for : 0, its : 0, nutritional : 0.43, content : 0, and : 0.51, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0.51, industry : 0.38, classifying : 0.43, based : 0, on : 0, crucial : 0.56, ensuring : 0.44, product : 0.56, quality : 0.56, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0.6, developed : 0.54, an : 0, automated : 0.44, system : 0, three : 0, main : 0, mdash : 0.47, red : 0.51, green : 0, yellow : 0.46, cnn : 0, method : 0, dataset : 0.45, consisted : 0, 1 : 0, 820 : 0, images : 0, sourced : 0.45, from : 0, kaggle : 0.46, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0.37, preprocessing : 0, steps : 0, included : 0.49, resizing : 0, normalizing : 0.43, pixel : 0.47, values : 0.41, to : 0, range : 0, augmentation : 0.43, techniques : 0.43, such : 0.48, as : 0, rotation : 0, flipping : 0.44, brightness : 0, adjustments : 0.46, enhance : 0, diversity : 0.44, reduce : 0.41, risk : 0, overfitting : 0, model : 0.6, was : 0, designed : 0.44, key : 0, layers : 0, including : 0.48, pooling : 0.45, fully : 0.6, connected : 0, optimized : 0, adam : 0.48, algorithm : 0.44, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0.44, results : 0.56, showed : 0, accuracy : 0.44, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0.45, 78 : 0, demonstrating : 0.43, s : 0, efficiency : 0, real : 0.48, applications : 0.43, k : 0, fold : 0.48, technique : 0, also : 0, employed : 0.44, ensure : 0.46, generalization : 0.42, ability : 0.45, new : 0, demonstrated : 0.43, that : 0, effective : 0, offering : 0, accurate : 0.44, fast : 0, scalable : 0.44, solution : 0.38, automating : 0.43, grading : 0.45, sector : 0, reducing : 0.38, human : 0.47, errors : 0, improving : 0, operational : 0 |
| 43. description | 157 words | 0.73 | classification : 0.62, of : 0, capsicum : 0.45, varieties : 0.57, using : 0.53, color : 0.53, analysis : 0.48, with : 0.45, convolutional : 0.55, neural : 0.51, network : 0.49, paprika : 0.4, annuum : 0, l : 0, is : 0.53, a : 0, high : 0.45, value : 0.43, horticultural : 0.43, commodity : 0.54, widely : 0.42, consumed : 0.31, for : 0.47, its : 0.47, nutritional : 0.7, content : 0.4, and : 0.47, vibrant : 0.46, variations : 0.72, in : 0, the : 0.47, agricultural : 0.44, industry : 0.54, classifying : 0.57, based : 0.51, on : 0, crucial : 0.57, ensuring : 0.69, product : 0.52, quality : 0.49, optimizing : 0.52, sorting : 0.56, processes : 0.44, this : 0.39, study : 0.36, developed : 0.62, an : 0, automated : 0.4, system : 0.42, three : 0.36, main : 0.45, mdash : 0.53, red : 0.65, green : 0.36, yellow : 0.42, cnn : 0.47, method : 0.42, dataset : 0.61, consisted : 0.52, 1 : 0, 820 : 0, images : 0.51, sourced : 0.52, from : 0.45, kaggle : 0.42, data : 0.5, split : 0.62, into : 0, 60 : 0, training : 0.62, 40 : 0, validation : 0.66, preprocessing : 0.58, steps : 0.51, included : 0.41, resizing : 0.68, normalizing : 0.58, pixel : 0.36, values : 0.51, to : 0, range : 0.36, augmentation : 0.52, techniques : 0.52, such : 0.56, as : 0.53, rotation : 0.63, flipping : 0.62, brightness : 0.59, adjustments : 0.58, enhance : 0.49, diversity : 0.72, reduce : 0.55, risk : 0.51, overfitting : 0.7, model : 0.53, was : 0.47, designed : 0.73, key : 0.47, layers : 0.48, including : 0.54, pooling : 0.41, fully : 0, connected : 0.42, optimized : 0.47, adam : 0.45, algorithm : 0.54, categorical : 0.47, cross : 0.46, entropy : 0.57, loss : 0.45, function : 0.63, results : 0.52, showed : 0.34, accuracy : 0.48, 99 : 0, 9 : 0, 92 : 0, testing : 0.56, average : 0.49, processing : 0.6, time : 0.39, 64 : 0, seconds : 0.46, per : 0.62, image : 0.43, maximum : 0.41, 78 : 0, demonstrating : 0.72, s : 0.7, efficiency : 0.58, real : 0.39, applications : 0.69, k : 0, fold : 0.45, technique : 0.54, also : 0.45, employed : 0.48, ensure : 0.59, generalization : 0.71, ability : 0.46, new : 0.47, demonstrated : 0.65, that : 0.45, effective : 0.52, offering : 0.62, accurate : 0.55, fast : 0.56, scalable : 0.48, solution : 0.63, automating : 0.41, grading : 0.46, sector : 0.63, reducing : 0.68, human : 0, errors : 0.48, improving : 0.48, operational : 0.64 |
| 44. author | 157 words | 0.79 | classification : 0.41, of : 0, capsicum : 0.43, varieties : 0.5, using : 0.46, color : 0.58, analysis : 0.49, with : 0.61, convolutional : 0.41, neural : 0.56, network : 0.64, paprika : 0.54, annuum : 0.6, l : 0, is : 0, a : 0.75, high : 0.47, value : 0.58, horticultural : 0.57, commodity : 0.43, widely : 0, consumed : 0.36, for : 0, its : 0.5, nutritional : 0.59, content : 0.44, and : 0.55, vibrant : 0.44, variations : 0.56, in : 0, the : 0.67, agricultural : 0.59, industry : 0.63, classifying : 0.42, based : 0.46, on : 0, crucial : 0.44, ensuring : 0.53, product : 0.44, quality : 0.37, optimizing : 0.34, sorting : 0.44, processes : 0.43, this : 0.61, study : 0.41, developed : 0.43, an : 0.6, automated : 0.79, system : 0.44, three : 0.58, main : 0.47, mdash : 0.58, red : 0, green : 0, yellow : 0.44, cnn : 0, method : 0.67, dataset : 0.54, consisted : 0.43, 1 : 0, 820 : 0, images : 0.44, sourced : 0.54, from : 0.47, kaggle : 0.44, data : 0.61, split : 0.46, into : 0.61, 60 : 0, training : 0.36, 40 : 0, validation : 0.6, preprocessing : 0.33, steps : 0.46, included : 0.43, resizing : 0, normalizing : 0.42, pixel : 0, values : 0.56, to : 0.56, range : 0.46, augmentation : 0.67, techniques : 0.51, such : 0.61, as : 0.6, rotation : 0.51, flipping : 0, brightness : 0.49, adjustments : 0.63, enhance : 0.44, diversity : 0.43, reduce : 0.44, risk : 0, overfitting : 0.42, model : 0, was : 0.5, designed : 0, key : 0, layers : 0.56, including : 0.43, pooling : 0.44, fully : 0.46, connected : 0.43, optimized : 0.43, adam : 0.52, algorithm : 0.65, categorical : 0.68, cross : 0.46, entropy : 0.53, loss : 0, function : 0.63, results : 0.44, showed : 0.56, accuracy : 0.66, 99 : 0, 9 : 0, 92 : 0, testing : 0.44, average : 0.59, processing : 0.34, time : 0.47, 64 : 0, seconds : 0.44, per : 0, image : 0.46, maximum : 0.44, 78 : 0, demonstrating : 0.47, s : 0, efficiency : 0, real : 0.47, applications : 0.63, k : 0, fold : 0, technique : 0.52, also : 0.65, employed : 0.43, ensure : 0.56, generalization : 0.33, ability : 0.49, new : 0, demonstrated : 0.47, that : 0.58, effective : 0.43, offering : 0.43, accurate : 0.66, fast : 0.61, scalable : 0.43, solution : 0.46, automating : 0.78, grading : 0.44, sector : 0.67, reducing : 0.43, human : 0.46, errors : 0.56, improving : 0.35, operational : 0.51 |
| 45. firman | 157 words | 0.78 | classification : 0.46, of : 0.56, capsicum : 0.36, varieties : 0.5, using : 0.58, color : 0.46, analysis : 0.43, with : 0.47, convolutional : 0.41, neural : 0.56, network : 0, paprika : 0.54, annuum : 0.44, l : 0, is : 0.56, a : 0, high : 0.47, value : 0, horticultural : 0.33, commodity : 0.43, widely : 0.44, consumed : 0.36, for : 0.7, its : 0.5, nutritional : 0.48, content : 0.44, and : 0, vibrant : 0.75, variations : 0.61, in : 0.56, the : 0, agricultural : 0.47, industry : 0.43, classifying : 0.48, based : 0, on : 0, crucial : 0.54, ensuring : 0.53, product : 0.44, quality : 0.44, optimizing : 0.6, sorting : 0.54, processes : 0.43, this : 0.47, study : 0, developed : 0, an : 0, automated : 0.52, system : 0.44, three : 0.46, main : 0.61, mdash : 0.46, red : 0.5, green : 0.58, yellow : 0, cnn : 0, method : 0, dataset : 0.44, consisted : 0.35, 1 : 0, 820 : 0, images : 0.67, sourced : 0.44, from : 0.78, kaggle : 0, data : 0.47, split : 0.46, into : 0.47, 60 : 0, training : 0.6, 40 : 0, validation : 0.49, preprocessing : 0.41, steps : 0, included : 0.43, resizing : 0.51, normalizing : 0.68, pixel : 0.46, values : 0, to : 0, range : 0.46, augmentation : 0.47, techniques : 0.34, such : 0, as : 0, rotation : 0.63, flipping : 0.66, brightness : 0.49, adjustments : 0.48, enhance : 0.54, diversity : 0.52, reduce : 0.44, risk : 0.44, overfitting : 0.55, model : 0, was : 0, designed : 0.53, key : 0, layers : 0.44, including : 0.52, pooling : 0.44, fully : 0.51, connected : 0.43, optimized : 0.52, adam : 0.44, algorithm : 0.43, categorical : 0.34, cross : 0.46, entropy : 0.44, loss : 0, function : 0.58, results : 0.44, showed : 0, accuracy : 0.53, 99 : 0, 9 : 0, 92 : 0, testing : 0.44, average : 0.54, processing : 0.51, time : 0.61, 64 : 0, seconds : 0.44, per : 0.5, image : 0.7, maximum : 0.54, 78 : 0, demonstrating : 0.49, s : 0, efficiency : 0.6, real : 0.61, applications : 0.47, k : 0, fold : 0.52, technique : 0.43, also : 0, employed : 0.43, ensure : 0.44, generalization : 0.57, ability : 0.44, new : 0, demonstrated : 0.5, that : 0.47, effective : 0.43, offering : 0.63, accurate : 0.53, fast : 0.52, scalable : 0.43, solution : 0.43, automating : 0.49, grading : 0.64, sector : 0, reducing : 0.53, human : 0.7, errors : 0.44, improving : 0.62, operational : 0.59 |
| 46. santosa | 157 words | 0.76 | classification : 0.54, of : 0, capsicum : 0.35, varieties : 0.59, using : 0.56, color : 0.45, analysis : 0.6, with : 0.46, convolutional : 0.5, neural : 0.54, network : 0.62, paprika : 0.52, annuum : 0.54, l : 0, is : 0.55, a : 0.71, high : 0, value : 0.45, horticultural : 0.44, commodity : 0.42, widely : 0, consumed : 0.49, for : 0, its : 0.48, nutritional : 0.65, content : 0.52, and : 0.65, vibrant : 0.43, variations : 0.6, in : 0.55, the : 0, agricultural : 0.56, industry : 0.49, classifying : 0.46, based : 0.4, on : 0.55, crucial : 0.43, ensuring : 0.35, product : 0.43, quality : 0.52, optimizing : 0.33, sorting : 0.57, processes : 0.5, this : 0.46, study : 0.61, developed : 0.42, an : 0.76, automated : 0.67, system : 0.59, three : 0, main : 0.6, mdash : 0.56, red : 0, green : 0.45, yellow : 0.44, cnn : 0.49, method : 0.54, dataset : 0.62, consisted : 0.62, 1 : 0, 820 : 0, images : 0.54, sourced : 0.49, from : 0.46, kaggle : 0.44, data : 0.6, split : 0.61, into : 0.73, 60 : 0, training : 0.43, 40 : 0, validation : 0.53, preprocessing : 0.48, steps : 0.71, included : 0.42, resizing : 0.42, normalizing : 0.4, pixel : 0, values : 0.54, to : 0, range : 0.56, augmentation : 0.63, techniques : 0.47, such : 0.52, as : 0.6, rotation : 0.49, flipping : 0, brightness : 0.47, adjustments : 0.46, enhance : 0.36, diversity : 0.42, reduce : 0, risk : 0.46, overfitting : 0.32, model : 0, was : 0.48, designed : 0.51, key : 0, layers : 0.54, including : 0.42, pooling : 0.43, fully : 0, connected : 0.42, optimized : 0.42, adam : 0.46, algorithm : 0.48, categorical : 0.65, cross : 0.56, entropy : 0.62, loss : 0.6, function : 0.6, results : 0.62, showed : 0.59, accuracy : 0.51, 99 : 0, 9 : 0, 92 : 0, testing : 0.52, average : 0.52, processing : 0.5, time : 0, 64 : 0, seconds : 0.67, per : 0, image : 0.45, maximum : 0.43, 78 : 0, demonstrating : 0.6, s : 0.74, efficiency : 0, real : 0.46, applications : 0.51, k : 0, fold : 0, technique : 0.34, also : 0.62, employed : 0.42, ensure : 0.37, generalization : 0.44, ability : 0.52, new : 0.49, demonstrated : 0.61, that : 0.6, effective : 0.42, offering : 0, accurate : 0.49, fast : 0.62, scalable : 0.64, solution : 0.54, automating : 0.66, grading : 0.43, sector : 0.68, reducing : 0, human : 0.56, errors : 0.54, improving : 0.42, operational : 0.52 |
| 47. link | 157 words | 0.83 | classification : 0.55, of : 0, capsicum : 0.46, varieties : 0.45, using : 0.63, color : 0, analysis : 0.42, with : 0.5, convolutional : 0.38, neural : 0.47, network : 0.46, paprika : 0.46, annuum : 0.47, l : 0.78, is : 0.58, a : 0, high : 0.5, value : 0, horticultural : 0.44, commodity : 0, widely : 0.47, consumed : 0.46, for : 0, its : 0.53, nutritional : 0.39, content : 0.46, and : 0.53, vibrant : 0.46, variations : 0.45, in : 0.83, the : 0, agricultural : 0.44, industry : 0.58, classifying : 0.56, based : 0, on : 0.58, crucial : 0, ensuring : 0.46, product : 0, quality : 0, optimizing : 0.45, sorting : 0, processes : 0, this : 0.5, study : 0, developed : 0, an : 0.58, automated : 0, system : 0, three : 0, main : 0.67, mdash : 0, red : 0, green : 0, yellow : 0.47, cnn : 0.53, method : 0, dataset : 0, consisted : 0.41, 1 : 0, 820 : 0, images : 0.47, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0.67, 60 : 0, training : 0.58, 40 : 0, validation : 0.57, preprocessing : 0, steps : 0, included : 0.54, resizing : 0.46, normalizing : 0.45, pixel : 0.48, values : 0.47, to : 0, range : 0.48, augmentation : 0.44, techniques : 0.4, such : 0, as : 0, rotation : 0, flipping : 0.58, brightness : 0.57, adjustments : 0, enhance : 0.46, diversity : 0.45, reduce : 0, risk : 0.67, overfitting : 0.45, model : 0, was : 0, designed : 0.58, key : 0, layers : 0.52, including : 0.53, pooling : 0, fully : 0, connected : 0.45, optimized : 0.45, adam : 0, algorithm : 0.45, categorical : 0, cross : 0, entropy : 0.46, loss : 0.55, function : 0.46, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0.5, 64 : 0, seconds : 0.46, per : 0, image : 0.48, maximum : 0.46, 78 : 0, demonstrating : 0.44, s : 0, efficiency : 0.45, real : 0, applications : 0.56, k : 0, fold : 0, technique : 0.45, also : 0.5, employed : 0.46, ensure : 0.47, generalization : 0.49, ability : 0.46, new : 0, demonstrated : 0.44, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0.46, solution : 0.46, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0.45, operational : 0 |
| 48. rel | 157 words | 0.93 | classification : 0.47, of : 0, capsicum : 0, varieties : 0.63, using : 0, color : 0.51, analysis : 0.49, with : 0, convolutional : 0.47, neural : 0.5, network : 0.49, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0.51, horticultural : 0.61, commodity : 0, widely : 0.67, consumed : 0, for : 0, its : 0, nutritional : 0.47, content : 0, and : 0, vibrant : 0, variations : 0.48, in : 0, the : 0, agricultural : 0.61, industry : 0, classifying : 0.47, based : 0, on : 0, crucial : 0.49, ensuring : 0.49, product : 0.49, quality : 0.49, optimizing : 0, sorting : 0.49, processes : 0.63, this : 0, study : 0, developed : 0.63, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0.82, green : 0.69, yellow : 0.67, cnn : 0, method : 0.5, dataset : 0, consisted : 0, 1 : 0, 820 : 0, images : 0, sourced : 0, from : 0.53, kaggle : 0.5, data : 0, split : 0.51, into : 0, 60 : 0, training : 0.49, 40 : 0, validation : 0.48, preprocessing : 0.61, steps : 0.51, included : 0.49, resizing : 0.71, normalizing : 0.62, pixel : 0, values : 0.5, to : 0, range : 0.56, augmentation : 0.47, techniques : 0.48, such : 0, as : 0, rotation : 0.54, flipping : 0.49, brightness : 0.48, adjustments : 0, enhance : 0.49, diversity : 0.48, reduce : 0.73, risk : 0.58, overfitting : 0.45, model : 0, was : 0, designed : 0.49, key : 0.56, layers : 0.5, including : 0.48, pooling : 0.49, fully : 0.51, connected : 0.48, optimized : 0, adam : 0, algorithm : 0.48, categorical : 0.47, cross : 0.51, entropy : 0.49, loss : 0, function : 0, results : 0.85, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.49, average : 0.49, processing : 0.62, time : 0, 64 : 0, seconds : 0.49, per : 0.56, image : 0, maximum : 0, 78 : 0, demonstrating : 0.47, s : 0, efficiency : 0.48, real : 0.93, applications : 0.47, k : 0, fold : 0.53, technique : 0.48, also : 0.53, employed : 0.64, ensure : 0.5, generalization : 0.63, ability : 0.49, new : 0.56, demonstrated : 0.47, that : 0, effective : 0.48, offering : 0.49, accurate : 0, fast : 0, scalable : 0.49, solution : 0.49, automating : 0, grading : 0.49, sector : 0.5, reducing : 0.71, human : 0, errors : 0.5, improving : 0.48, operational : 0.45 |
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| 58. family | 157 words | 0.75 | classification : 0.57, of : 0.56, capsicum : 0.53, varieties : 0.52, using : 0.46, color : 0.46, analysis : 0.6, with : 0.47, convolutional : 0.33, neural : 0.44, network : 0, paprika : 0.54, annuum : 0.44, l : 0, is : 0, a : 0.72, high : 0.47, value : 0.58, horticultural : 0.5, commodity : 0.61, widely : 0.67, consumed : 0.43, for : 0.55, its : 0, nutritional : 0.42, content : 0, and : 0.5, vibrant : 0.44, variations : 0.51, in : 0, the : 0, agricultural : 0.58, industry : 0.53, classifying : 0.55, based : 0.46, on : 0, crucial : 0.54, ensuring : 0.43, product : 0, quality : 0.66, optimizing : 0.34, sorting : 0.44, processes : 0, this : 0.47, study : 0.46, developed : 0.43, an : 0.56, automated : 0.52, system : 0, three : 0, main : 0.64, mdash : 0.41, red : 0, green : 0, yellow : 0.44, cnn : 0, method : 0.44, dataset : 0.44, consisted : 0.43, 1 : 0, 820 : 0, images : 0.39, sourced : 0, from : 0.65, kaggle : 0.56, data : 0.47, split : 0.41, into : 0, 60 : 0, training : 0.53, 40 : 0, validation : 0.49, preprocessing : 0, steps : 0, included : 0.53, resizing : 0.43, normalizing : 0.51, pixel : 0.58, values : 0.56, to : 0, range : 0.46, augmentation : 0.5, techniques : 0.42, such : 0, as : 0.56, rotation : 0.53, flipping : 0.56, brightness : 0.42, adjustments : 0.51, enhance : 0.44, diversity : 0.52, reduce : 0, risk : 0.47, overfitting : 0.51, model : 0.58, was : 0.5, designed : 0.43, key : 0, layers : 0.44, including : 0.52, pooling : 0.37, fully : 0.73, connected : 0, optimized : 0.35, adam : 0.61, algorithm : 0.5, categorical : 0.51, cross : 0, entropy : 0.44, loss : 0, function : 0.58, results : 0.44, showed : 0, accuracy : 0.53, 99 : 0, 9 : 0, 92 : 0, testing : 0.44, average : 0.44, processing : 0.42, time : 0.44, 64 : 0, seconds : 0, per : 0, image : 0.41, maximum : 0.53, 78 : 0, demonstrating : 0.41, s : 0, efficiency : 0.6, real : 0.61, applications : 0.47, k : 0, fold : 0.65, technique : 0.43, also : 0.47, employed : 0.63, ensure : 0, generalization : 0.46, ability : 0.75, new : 0, demonstrated : 0.42, that : 0.47, effective : 0.52, offering : 0.53, accurate : 0.43, fast : 0.69, scalable : 0.53, solution : 0.36, automating : 0.6, grading : 0.54, sector : 0, reducing : 0.43, human : 0.41, errors : 0, improving : 0.35, operational : 0.51 |
| 59. roboto | 157 words | 0.71 | classification : 0.41, of : 0.56, capsicum : 0, varieties : 0.52, using : 0, color : 0.58, analysis : 0, with : 0.47, convolutional : 0.66, neural : 0, network : 0.37, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.47, commodity : 0.61, widely : 0, consumed : 0.43, for : 0.5, its : 0, nutritional : 0.42, content : 0.54, and : 0, vibrant : 0.54, variations : 0.49, in : 0, the : 0, agricultural : 0.5, industry : 0.43, classifying : 0, based : 0.46, on : 0.56, crucial : 0.44, ensuring : 0, product : 0.64, quality : 0.44, optimizing : 0.51, sorting : 0.53, processes : 0.52, this : 0, study : 0, developed : 0.43, an : 0, automated : 0.35, system : 0.44, three : 0.46, main : 0, mdash : 0, red : 0.55, green : 0.46, yellow : 0.44, cnn : 0, method : 0.39, dataset : 0.44, consisted : 0.52, 1 : 0, 820 : 0, images : 0, sourced : 0.44, from : 0.61, kaggle : 0, data : 0.47, split : 0.46, into : 0.44, 60 : 0, training : 0.43, 40 : 0, validation : 0.51, preprocessing : 0.5, steps : 0, included : 0, resizing : 0.49, normalizing : 0.34, pixel : 0, values : 0, to : 0.56, range : 0.51, augmentation : 0.5, techniques : 0.42, such : 0, as : 0, rotation : 0.71, flipping : 0, brightness : 0.49, adjustments : 0.42, enhance : 0, diversity : 0.43, reduce : 0.5, risk : 0.52, overfitting : 0.48, model : 0.46, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0.54, fully : 0, connected : 0.52, optimized : 0.52, adam : 0, algorithm : 0.52, categorical : 0.34, cross : 0.58, entropy : 0.37, loss : 0.47, function : 0.36, results : 0.59, showed : 0.44, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.44, average : 0, processing : 0.51, time : 0, 64 : 0, seconds : 0.44, per : 0.5, image : 0, maximum : 0, 78 : 0, demonstrating : 0.5, s : 0, efficiency : 0, real : 0.52, applications : 0.5, k : 0, fold : 0.47, technique : 0, also : 0.47, employed : 0.43, ensure : 0, generalization : 0.49, ability : 0.54, new : 0, demonstrated : 0.5, that : 0.47, effective : 0.43, offering : 0.43, accurate : 0.43, fast : 0.47, scalable : 0.43, solution : 0.51, automating : 0.34, grading : 0.44, sector : 0.39, reducing : 0.49, human : 0, errors : 0.56, improving : 0.52, operational : 0.51 |
| 60. 400 | 157 words | 0.91 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 0, 820 : 0.56, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0.61, training : 0, 40 : 0.91, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
| 61. 300 | 157 words | 0.61 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 0, 820 : 0.56, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0.61, training : 0, 40 : 0.61, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
| 62. 100 | 157 words | 0.8 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 0.8, 820 : 0.56, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0.61, training : 0, 40 : 0.61, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
| 63. 500 | 157 words | 0.61 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0, classifying : 0, based : 0, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 0, 820 : 0.56, images : 0, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0.61, training : 0, 40 : 0.61, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0, ability : 0, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
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| 73. icomoon | 157 words | 0.68 | classification : 0.31, of : 0.55, capsicum : 0.42, varieties : 0.42, using : 0.45, color : 0.68, analysis : 0, with : 0.46, convolutional : 0.63, neural : 0, network : 0.43, paprika : 0, annuum : 0.44, l : 0, is : 0.59, a : 0, high : 0.46, value : 0, horticultural : 0.39, commodity : 0.67, widely : 0.44, consumed : 0.6, for : 0.49, its : 0.54, nutritional : 0.57, content : 0.62, and : 0, vibrant : 0.52, variations : 0.58, in : 0.59, the : 0, agricultural : 0.48, industry : 0.48, classifying : 0.49, based : 0, on : 0.55, crucial : 0.43, ensuring : 0.42, product : 0.43, quality : 0, optimizing : 0.57, sorting : 0.52, processes : 0.34, this : 0.46, study : 0, developed : 0.42, an : 0, automated : 0.5, system : 0.44, three : 0, main : 0.46, mdash : 0, red : 0, green : 0.45, yellow : 0.44, cnn : 0.49, method : 0.44, dataset : 0, consisted : 0.5, 1 : 0, 820 : 0, images : 0.59, sourced : 0.43, from : 0.6, kaggle : 0, data : 0, split : 0, into : 0.64, 60 : 0, training : 0.51, 40 : 0, validation : 0.58, preprocessing : 0.44, steps : 0, included : 0.56, resizing : 0.51, normalizing : 0.57, pixel : 0.45, values : 0, to : 0.55, range : 0, augmentation : 0.45, techniques : 0.5, such : 0.46, as : 0, rotation : 0.6, flipping : 0.51, brightness : 0.5, adjustments : 0.49, enhance : 0.43, diversity : 0.42, reduce : 0, risk : 0.46, overfitting : 0.49, model : 0.45, was : 0, designed : 0.51, key : 0, layers : 0, including : 0.63, pooling : 0.62, fully : 0, connected : 0.59, optimized : 0.48, adam : 0.46, algorithm : 0.42, categorical : 0.49, cross : 0.56, entropy : 0.43, loss : 0.46, function : 0.6, results : 0, showed : 0.44, accuracy : 0.42, 99 : 0, 9 : 0, 92 : 0, testing : 0.43, average : 0, processing : 0.47, time : 0.6, 64 : 0, seconds : 0.62, per : 0, image : 0.61, maximum : 0.43, 78 : 0, demonstrating : 0.44, s : 0, efficiency : 0.58, real : 0, applications : 0.63, k : 0, fold : 0.46, technique : 0.5, also : 0.46, employed : 0.35, ensure : 0, generalization : 0.4, ability : 0.43, new : 0, demonstrated : 0.45, that : 0, effective : 0.42, offering : 0.51, accurate : 0.42, fast : 0, scalable : 0.42, solution : 0.6, automating : 0.58, grading : 0.43, sector : 0.54, reducing : 0.51, human : 0.56, errors : 0.44, improving : 0.63, operational : 0.57 |
| 74. styles | 157 words | 0.86 | classification : 0.46, of : 0, capsicum : 0.43, varieties : 0.52, using : 0.46, color : 0.46, analysis : 0.51, with : 0.47, convolutional : 0.41, neural : 0.44, network : 0.44, paprika : 0, annuum : 0, l : 0, is : 0.56, a : 0, high : 0, value : 0.58, horticultural : 0.5, commodity : 0, widely : 0.39, consumed : 0.53, for : 0, its : 0.5, nutritional : 0.42, content : 0.54, and : 0, vibrant : 0, variations : 0.51, in : 0, the : 0.67, agricultural : 0.42, industry : 0.43, classifying : 0.48, based : 0.58, on : 0, crucial : 0, ensuring : 0.43, product : 0, quality : 0.44, optimizing : 0.42, sorting : 0.59, processes : 0.52, this : 0.61, study : 0.76, developed : 0.35, an : 0, automated : 0.52, system : 0.72, three : 0.58, main : 0, mdash : 0.46, red : 0, green : 0.46, yellow : 0.56, cnn : 0, method : 0.44, dataset : 0.53, consisted : 0.5, 1 : 0, 820 : 0, images : 0.56, sourced : 0.59, from : 0, kaggle : 0.56, data : 0.47, split : 0.62, into : 0.47, 60 : 0, training : 0.43, 40 : 0, validation : 0.42, preprocessing : 0.5, steps : 0.86, included : 0.53, resizing : 0.36, normalizing : 0.42, pixel : 0.41, values : 0.67, to : 0.56, range : 0.46, augmentation : 0.33, techniques : 0.6, such : 0.52, as : 0.56, rotation : 0.43, flipping : 0.43, brightness : 0.6, adjustments : 0.59, enhance : 0.44, diversity : 0.52, reduce : 0.44, risk : 0.47, overfitting : 0.42, model : 0.41, was : 0.5, designed : 0.36, key : 0.5, layers : 0.67, including : 0.43, pooling : 0.44, fully : 0.41, connected : 0.43, optimized : 0.52, adam : 0, algorithm : 0.43, categorical : 0.51, cross : 0.46, entropy : 0.44, loss : 0.61, function : 0.43, results : 0.64, showed : 0.6, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.37, average : 0.44, processing : 0.51, time : 0.61, 64 : 0, seconds : 0.59, per : 0, image : 0.46, maximum : 0, 78 : 0, demonstrating : 0.41, s : 0.75, efficiency : 0.42, real : 0.47, applications : 0.42, k : 0, fold : 0.47, technique : 0.52, also : 0.44, employed : 0.51, ensure : 0.56, generalization : 0.33, ability : 0.44, new : 0, demonstrated : 0.42, that : 0.47, effective : 0.43, offering : 0.43, accurate : 0.43, fast : 0.61, scalable : 0.66, solution : 0.56, automating : 0.42, grading : 0, sector : 0.6, reducing : 0.43, human : 0, errors : 0.44, improving : 0, operational : 0.34 |
| 75. min | 157 words | 0.93 | classification : 0.47, of : 0, capsicum : 0.49, varieties : 0.48, using : 0.69, color : 0, analysis : 0.49, with : 0.53, convolutional : 0.47, neural : 0.5, network : 0.49, paprika : 0, annuum : 0.5, l : 0, is : 0, a : 0, high : 0.53, value : 0, horticultural : 0.47, commodity : 0.48, widely : 0.5, consumed : 0.49, for : 0, its : 0, nutritional : 0.45, content : 0.49, and : 0, vibrant : 0.49, variations : 0.48, in : 0, the : 0, agricultural : 0.47, industry : 0.64, classifying : 0.47, based : 0, on : 0, crucial : 0, ensuring : 0.49, product : 0, quality : 0, optimizing : 0.46, sorting : 0, processes : 0, this : 0.53, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0.92, mdash : 0.56, red : 0, green : 0, yellow : 0, cnn : 0.56, method : 0.55, dataset : 0, consisted : 0.46, 1 : 0, 820 : 0, images : 0.5, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0.72, 60 : 0, training : 0.64, 40 : 0, validation : 0.48, preprocessing : 0, steps : 0, included : 0.64, resizing : 0.49, normalizing : 0.45, pixel : 0.51, values : 0, to : 0, range : 0.51, augmentation : 0.61, techniques : 0.46, such : 0, as : 0, rotation : 0, flipping : 0.49, brightness : 0.62, adjustments : 0, enhance : 0.49, diversity : 0.48, reduce : 0, risk : 0.53, overfitting : 0.47, model : 0.56, was : 0, designed : 0.64, key : 0, layers : 0, including : 0.63, pooling : 0, fully : 0, connected : 0.48, optimized : 0.48, adam : 0, algorithm : 0, categorical : 0, cross : 0, entropy : 0.49, loss : 0, function : 0.49, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0.53, 64 : 0, seconds : 0.49, per : 0, image : 0.52, maximum : 0.69, 78 : 0, demonstrating : 0.61, s : 0, efficiency : 0.48, real : 0, applications : 0.47, k : 0, fold : 0, technique : 0.48, also : 0, employed : 0.49, ensure : 0.5, generalization : 0.44, ability : 0.49, new : 0, demonstrated : 0.61, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0.48, grading : 0, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0.46, operational : 0 |
| 76. assets | 157 words | 0.82 | classification : 0.65, of : 0, capsicum : 0.53, varieties : 0.7, using : 0.46, color : 0, analysis : 0.66, with : 0.47, convolutional : 0.41, neural : 0.44, network : 0.54, paprika : 0.44, annuum : 0.5, l : 0, is : 0.56, a : 0.75, high : 0, value : 0.58, horticultural : 0.41, commodity : 0.43, widely : 0.44, consumed : 0.53, for : 0, its : 0.5, nutritional : 0.42, content : 0.37, and : 0.55, vibrant : 0.44, variations : 0.6, in : 0, the : 0.5, agricultural : 0.55, industry : 0.53, classifying : 0.59, based : 0.7, on : 0, crucial : 0, ensuring : 0.36, product : 0.44, quality : 0.54, optimizing : 0.42, sorting : 0.54, processes : 0.5, this : 0.47, study : 0.46, developed : 0.43, an : 0.6, automated : 0.57, system : 0.69, three : 0.46, main : 0.47, mdash : 0.58, red : 0.5, green : 0.46, yellow : 0.44, cnn : 0, method : 0.56, dataset : 0.62, consisted : 0.61, 1 : 0, 820 : 0, images : 0.67, sourced : 0.54, from : 0, kaggle : 0.56, data : 0.61, split : 0.58, into : 0.47, 60 : 0, training : 0.43, 40 : 0, validation : 0.51, preprocessing : 0.5, steps : 0.59, included : 0.43, resizing : 0.36, normalizing : 0.42, pixel : 0.46, values : 0.67, to : 0, range : 0.58, augmentation : 0.63, techniques : 0.49, such : 0.47, as : 0.82, rotation : 0.36, flipping : 0, brightness : 0.49, adjustments : 0.63, enhance : 0, diversity : 0.5, reduce : 0.44, risk : 0.47, overfitting : 0.51, model : 0.46, was : 0.67, designed : 0.36, key : 0.5, layers : 0.67, including : 0, pooling : 0, fully : 0, connected : 0.52, optimized : 0.43, adam : 0.52, algorithm : 0.57, categorical : 0.48, cross : 0.58, entropy : 0.44, loss : 0.61, function : 0.43, results : 0.66, showed : 0.56, accuracy : 0.49, 99 : 0, 9 : 0, 92 : 0, testing : 0.53, average : 0.59, processing : 0.49, time : 0.47, 64 : 0, seconds : 0.64, per : 0.5, image : 0.58, maximum : 0.44, 78 : 0, demonstrating : 0.47, s : 0.72, efficiency : 0.42, real : 0.44, applications : 0.55, k : 0, fold : 0, technique : 0.43, also : 0.65, employed : 0.43, ensure : 0.56, generalization : 0.46, ability : 0.59, new : 0.5, demonstrated : 0.47, that : 0.61, effective : 0.52, offering : 0.43, accurate : 0.58, fast : 0.75, scalable : 0.36, solution : 0.53, automating : 0.56, grading : 0.44, sector : 0.67, reducing : 0.43, human : 0, errors : 0.44, improving : 0, operational : 0.48 |
| 77. bootstrap | 157 words | 0.64 | classification : 0.35, of : 0.54, capsicum : 0.41, varieties : 0.41, using : 0.44, color : 0.64, analysis : 0.41, with : 0.45, convolutional : 0.58, neural : 0.52, network : 0.48, paprika : 0.5, annuum : 0, l : 0, is : 0.54, a : 0, high : 0, value : 0, horticultural : 0.58, commodity : 0.56, widely : 0, consumed : 0.49, for : 0.48, its : 0.63, nutritional : 0.52, content : 0.59, and : 0, vibrant : 0.55, variations : 0.38, in : 0, the : 0.48, agricultural : 0.42, industry : 0.46, classifying : 0.4, based : 0.59, on : 0.54, crucial : 0.42, ensuring : 0.49, product : 0.5, quality : 0.42, optimizing : 0.47, sorting : 0.5, processes : 0.48, this : 0.57, study : 0.44, developed : 0.48, an : 0, automated : 0.46, system : 0.35, three : 0.44, main : 0, mdash : 0.44, red : 0, green : 0, yellow : 0.43, cnn : 0, method : 0.35, dataset : 0.59, consisted : 0.44, 1 : 0, 820 : 0, images : 0.43, sourced : 0.5, from : 0.45, kaggle : 0, data : 0.45, split : 0.44, into : 0.41, 60 : 0, training : 0.41, 40 : 0, validation : 0.31, preprocessing : 0.42, steps : 0.54, included : 0, resizing : 0.41, normalizing : 0.54, pixel : 0, values : 0.43, to : 0.57, range : 0, augmentation : 0.42, techniques : 0.4, such : 0, as : 0.54, rotation : 0.57, flipping : 0, brightness : 0.59, adjustments : 0.42, enhance : 0, diversity : 0.39, reduce : 0, risk : 0.45, overfitting : 0.52, model : 0.44, was : 0.48, designed : 0.41, key : 0, layers : 0.35, including : 0, pooling : 0.5, fully : 0, connected : 0.48, optimized : 0.48, adam : 0, algorithm : 0.44, categorical : 0.52, cross : 0.54, entropy : 0.55, loss : 0.57, function : 0.41, results : 0.34, showed : 0.43, accuracy : 0.49, 99 : 0, 9 : 0, 92 : 0, testing : 0.59, average : 0.5, processing : 0.47, time : 0.45, 64 : 0, seconds : 0.5, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0.57, s : 0, efficiency : 0, real : 0, applications : 0.3, k : 0, fold : 0.45, technique : 0.41, also : 0.41, employed : 0.41, ensure : 0.52, generalization : 0.35, ability : 0.5, new : 0, demonstrated : 0.58, that : 0.57, effective : 0.41, offering : 0.49, accurate : 0.4, fast : 0.41, scalable : 0.41, solution : 0.49, automating : 0.45, grading : 0, sector : 0.5, reducing : 0, human : 0, errors : 0.5, improving : 0.31, operational : 0.48 |
| 78. limitless | 157 words | 0.73 | classification : 0.56, of : 0, capsicum : 0.41, varieties : 0.64, using : 0.44, color : 0.44, analysis : 0.56, with : 0.57, convolutional : 0.41, neural : 0.43, network : 0.42, paprika : 0.42, annuum : 0.43, l : 0.73, is : 0.54, a : 0, high : 0.45, value : 0.54, horticultural : 0.41, commodity : 0.56, widely : 0.5, consumed : 0.49, for : 0, its : 0.63, nutritional : 0.42, content : 0.5, and : 0, vibrant : 0.5, variations : 0.53, in : 0.54, the : 0, agricultural : 0.42, industry : 0.46, classifying : 0.52, based : 0.44, on : 0, crucial : 0.5, ensuring : 0.41, product : 0.42, quality : 0.59, optimizing : 0.45, sorting : 0.34, processes : 0.56, this : 0.45, study : 0.44, developed : 0.31, an : 0, automated : 0.44, system : 0.44, three : 0.44, main : 0.41, mdash : 0.44, red : 0, green : 0.44, yellow : 0.52, cnn : 0, method : 0.52, dataset : 0.48, consisted : 0.5, 1 : 0, 820 : 0, images : 0.7, sourced : 0.42, from : 0.45, kaggle : 0.52, data : 0.45, split : 0.64, into : 0.57, 60 : 0, training : 0.49, 40 : 0, validation : 0.53, preprocessing : 0.52, steps : 0.54, included : 0.46, resizing : 0.49, normalizing : 0.42, pixel : 0.53, values : 0.61, to : 0, range : 0.44, augmentation : 0.42, techniques : 0.53, such : 0, as : 0, rotation : 0.32, flipping : 0.57, brightness : 0.69, adjustments : 0.57, enhance : 0.42, diversity : 0.57, reduce : 0.43, risk : 0.45, overfitting : 0.37, model : 0.53, was : 0, designed : 0.49, key : 0, layers : 0.65, including : 0.44, pooling : 0.5, fully : 0.54, connected : 0.31, optimized : 0.57, adam : 0.45, algorithm : 0.56, categorical : 0.37, cross : 0.44, entropy : 0.42, loss : 0.51, function : 0.32, results : 0.48, showed : 0.43, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.34, average : 0.42, processing : 0.49, time : 0.69, 64 : 0, seconds : 0.42, per : 0, image : 0.64, maximum : 0.34, 78 : 0, demonstrating : 0.42, s : 0, efficiency : 0.54, real : 0.45, applications : 0.59, k : 0, fold : 0.45, technique : 0.48, also : 0.45, employed : 0.46, ensure : 0.43, generalization : 0.41, ability : 0.59, new : 0, demonstrated : 0.43, that : 0.45, effective : 0.44, offering : 0.32, accurate : 0.49, fast : 0.45, scalable : 0.57, solution : 0.46, automating : 0.38, grading : 0.42, sector : 0.43, reducing : 0.41, human : 0.44, errors : 0.43, improving : 0.56, operational : 0.42 |
| 79. layout | 157 words | 0.77 | classification : 0.57, of : 0, capsicum : 0.53, varieties : 0.52, using : 0, color : 0.41, analysis : 0.51, with : 0, convolutional : 0.57, neural : 0.44, network : 0.44, paprika : 0.44, annuum : 0.56, l : 0.75, is : 0, a : 0.72, high : 0, value : 0.59, horticultural : 0.47, commodity : 0.52, widely : 0, consumed : 0.53, for : 0.5, its : 0, nutritional : 0.42, content : 0.54, and : 0.5, vibrant : 0.44, variations : 0.49, in : 0, the : 0, agricultural : 0.58, industry : 0.53, classifying : 0.51, based : 0.46, on : 0, crucial : 0.44, ensuring : 0.43, product : 0.64, quality : 0.54, optimizing : 0.51, sorting : 0.54, processes : 0.43, this : 0, study : 0.41, developed : 0.43, an : 0.56, automated : 0.58, system : 0.56, three : 0, main : 0.47, mdash : 0.46, red : 0, green : 0, yellow : 0.56, cnn : 0, method : 0.44, dataset : 0.54, consisted : 0.52, 1 : 0, 820 : 0, images : 0.44, sourced : 0.54, from : 0.47, kaggle : 0.44, data : 0.47, split : 0.58, into : 0.47, 60 : 0, training : 0.43, 40 : 0, validation : 0.49, preprocessing : 0.41, steps : 0, included : 0.53, resizing : 0, normalizing : 0.34, pixel : 0, values : 0.56, to : 0.56, range : 0.46, augmentation : 0.58, techniques : 0.42, such : 0, as : 0.56, rotation : 0.46, flipping : 0.43, brightness : 0.42, adjustments : 0.59, enhance : 0.44, diversity : 0.43, reduce : 0.44, risk : 0, overfitting : 0.51, model : 0.46, was : 0.5, designed : 0, key : 0.5, layers : 0.77, including : 0.52, pooling : 0.44, fully : 0.58, connected : 0.52, optimized : 0.52, adam : 0.47, algorithm : 0.62, categorical : 0.48, cross : 0.46, entropy : 0.44, loss : 0.65, function : 0.46, results : 0.54, showed : 0.44, accuracy : 0.53, 99 : 0, 9 : 0, 92 : 0, testing : 0.44, average : 0.44, processing : 0.42, time : 0, 64 : 0, seconds : 0.44, per : 0, image : 0.46, maximum : 0.54, 78 : 0, demonstrating : 0.5, s : 0, efficiency : 0, real : 0.47, applications : 0.47, k : 0, fold : 0.44, technique : 0.43, also : 0.64, employed : 0.51, ensure : 0.44, generalization : 0.46, ability : 0.54, new : 0, demonstrated : 0.5, that : 0.61, effective : 0.43, offering : 0.43, accurate : 0.63, fast : 0.61, scalable : 0.36, solution : 0.64, automating : 0.56, grading : 0.44, sector : 0.39, reducing : 0.43, human : 0.46, errors : 0.44, improving : 0.43, operational : 0.48 |
| 80. components | 157 words | 0.86 | classification : 0.53, of : 0.53, capsicum : 0.54, varieties : 0.54, using : 0.43, color : 0.71, analysis : 0.48, with : 0, convolutional : 0.66, neural : 0, network : 0.41, paprika : 0.41, annuum : 0.34, l : 0, is : 0, a : 0, high : 0, value : 0.43, horticultural : 0.34, commodity : 0.78, widely : 0.42, consumed : 0.71, for : 0.48, its : 0, nutritional : 0.36, content : 0.86, and : 0.48, vibrant : 0.5, variations : 0.48, in : 0.53, the : 0.48, agricultural : 0.46, industry : 0.48, classifying : 0.51, based : 0.43, on : 0.73, crucial : 0.47, ensuring : 0.48, product : 0.47, quality : 0.41, optimizing : 0.52, sorting : 0.5, processes : 0.62, this : 0, study : 0, developed : 0.38, an : 0.53, automated : 0.53, system : 0.34, three : 0.43, main : 0.57, mdash : 0.43, red : 0, green : 0.37, yellow : 0.42, cnn : 0.66, method : 0.34, dataset : 0.5, consisted : 0.76, 1 : 0, 820 : 0, images : 0.6, sourced : 0.47, from : 0.57, kaggle : 0.42, data : 0, split : 0.53, into : 0.4, 60 : 0, training : 0.48, 40 : 0, validation : 0.37, preprocessing : 0.46, steps : 0.37, included : 0.45, resizing : 0.41, normalizing : 0.52, pixel : 0.53, values : 0.51, to : 0.53, range : 0.53, augmentation : 0.51, techniques : 0.6, such : 0.45, as : 0, rotation : 0.51, flipping : 0.48, brightness : 0.48, adjustments : 0.55, enhance : 0.47, diversity : 0.43, reduce : 0.51, risk : 0, overfitting : 0.46, model : 0.52, was : 0, designed : 0.48, key : 0, layers : 0.51, including : 0.43, pooling : 0.57, fully : 0, connected : 0.76, optimized : 0.53, adam : 0.45, algorithm : 0.47, categorical : 0.47, cross : 0.58, entropy : 0.41, loss : 0.45, function : 0.54, results : 0.5, showed : 0.51, accuracy : 0.41, 99 : 0, 9 : 0, 92 : 0, testing : 0.41, average : 0.41, processing : 0.59, time : 0.57, 64 : 0, seconds : 0.66, per : 0.48, image : 0.53, maximum : 0.41, 78 : 0, demonstrating : 0.63, s : 0, efficiency : 0.42, real : 0, applications : 0.56, k : 0, fold : 0.45, technique : 0.54, also : 0.45, employed : 0.51, ensure : 0.51, generalization : 0.4, ability : 0.41, new : 0, demonstrated : 0.56, that : 0, effective : 0.43, offering : 0.45, accurate : 0.45, fast : 0, scalable : 0.48, solution : 0.51, automating : 0.52, grading : 0.41, sector : 0.51, reducing : 0.48, human : 0.53, errors : 0.51, improving : 0.49, operational : 0.6 |
| 81. colors | 157 words | 0.97 | classification : 0.61, of : 0.56, capsicum : 0.58, varieties : 0.52, using : 0, color : 0.97, analysis : 0.53, with : 0, convolutional : 0.66, neural : 0.44, network : 0.54, paprika : 0.44, annuum : 0, l : 0.72, is : 0, a : 0, high : 0, value : 0.46, horticultural : 0.49, commodity : 0.69, widely : 0.44, consumed : 0.7, for : 0.67, its : 0, nutritional : 0.34, content : 0.63, and : 0, vibrant : 0.44, variations : 0.49, in : 0, the : 0, agricultural : 0.42, industry : 0.36, classifying : 0.63, based : 0, on : 0.56, crucial : 0.49, ensuring : 0.36, product : 0.44, quality : 0.44, optimizing : 0.42, sorting : 0.54, processes : 0.62, this : 0.47, study : 0, developed : 0.52, an : 0, automated : 0.43, system : 0, three : 0.46, main : 0, mdash : 0.46, red : 0, green : 0, yellow : 0.56, cnn : 0.55, method : 0.44, dataset : 0.44, consisted : 0.69, 1 : 0, 820 : 0, images : 0.44, sourced : 0.54, from : 0.47, kaggle : 0.44, data : 0, split : 0.46, into : 0.47, 60 : 0, training : 0.43, 40 : 0, validation : 0.42, preprocessing : 0.47, steps : 0.46, included : 0.53, resizing : 0.43, normalizing : 0.48, pixel : 0.46, values : 0.56, to : 0.56, range : 0, augmentation : 0, techniques : 0.51, such : 0.47, as : 0, rotation : 0.53, flipping : 0.43, brightness : 0.51, adjustments : 0.42, enhance : 0, diversity : 0.52, reduce : 0, risk : 0, overfitting : 0.51, model : 0.58, was : 0, designed : 0.43, key : 0, layers : 0.67, including : 0.52, pooling : 0.53, fully : 0.46, connected : 0.61, optimized : 0.43, adam : 0, algorithm : 0.5, categorical : 0.63, cross : 0.73, entropy : 0.37, loss : 0.64, function : 0.53, results : 0.54, showed : 0.44, accuracy : 0.53, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.44, processing : 0.61, time : 0, 64 : 0, seconds : 0.64, per : 0.5, image : 0, maximum : 0, 78 : 0, demonstrating : 0.47, s : 0, efficiency : 0.42, real : 0.47, applications : 0.33, k : 0, fold : 0.61, technique : 0.43, also : 0.44, employed : 0.36, ensure : 0.44, generalization : 0.33, ability : 0.44, new : 0, demonstrated : 0.47, that : 0, effective : 0, offering : 0.53, accurate : 0.53, fast : 0, scalable : 0.53, solution : 0.63, automating : 0.42, grading : 0, sector : 0.67, reducing : 0, human : 0, errors : 0.56, improving : 0.35, operational : 0.48 |
| 82. body | 157 words | 0.67 | classification : 0, of : 0.58, capsicum : 0, varieties : 0, using : 0, color : 0.48, analysis : 0.46, with : 0, convolutional : 0.44, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.44, commodity : 0.57, widely : 0.61, consumed : 0.46, for : 0.53, its : 0, nutritional : 0, content : 0.46, and : 0.53, vibrant : 0.46, variations : 0, in : 0, the : 0, agricultural : 0, industry : 0.46, classifying : 0.45, based : 0.54, on : 0.58, crucial : 0, ensuring : 0, product : 0.6, quality : 0, optimizing : 0.45, sorting : 0.46, processes : 0.45, this : 0, study : 0.63, developed : 0.45, an : 0, automated : 0.45, system : 0.47, three : 0, main : 0, mdash : 0.48, red : 0.53, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0.46, consisted : 0.45, 1 : 0, 820 : 0, images : 0, sourced : 0.46, from : 0.5, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0.45, preprocessing : 0.44, steps : 0, included : 0.46, resizing : 0, normalizing : 0.45, pixel : 0, values : 0, to : 0.58, range : 0, augmentation : 0, techniques : 0, such : 0, as : 0, rotation : 0.46, flipping : 0, brightness : 0.51, adjustments : 0.45, enhance : 0, diversity : 0.45, reduce : 0.47, risk : 0, overfitting : 0.45, model : 0.63, was : 0, designed : 0.46, key : 0.53, layers : 0.47, including : 0.45, pooling : 0.46, fully : 0.48, connected : 0.45, optimized : 0.45, adam : 0.5, algorithm : 0.45, categorical : 0.45, cross : 0.48, entropy : 0, loss : 0.5, function : 0, results : 0, showed : 0.47, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0.45, time : 0, 64 : 0, seconds : 0.46, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0.38, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0.67, technique : 0, also : 0, employed : 0.58, ensure : 0, generalization : 0, ability : 0.46, new : 0, demonstrated : 0.39, that : 0, effective : 0, offering : 0.46, accurate : 0, fast : 0, scalable : 0, solution : 0.46, automating : 0.45, grading : 0.46, sector : 0, reducing : 0.46, human : 0, errors : 0.47, improving : 0.45, operational : 0.45 |
| 83. class | 157 words | 0.89 | classification : 0.87, of : 0, capsicum : 0.69, varieties : 0.44, using : 0, color : 0.64, analysis : 0.68, with : 0, convolutional : 0.57, neural : 0.46, network : 0, paprika : 0.45, annuum : 0.46, l : 0.73, is : 0, a : 0, high : 0, value : 0.43, horticultural : 0.43, commodity : 0.49, widely : 0, consumed : 0.6, for : 0, its : 0.51, nutritional : 0, content : 0.5, and : 0, vibrant : 0.45, variations : 0.43, in : 0, the : 0, agricultural : 0.45, industry : 0.44, classifying : 0.89, based : 0.6, on : 0, crucial : 0.5, ensuring : 0.44, product : 0, quality : 0.4, optimizing : 0, sorting : 0, processes : 0.64, this : 0.48, study : 0, developed : 0.44, an : 0, automated : 0.44, system : 0.46, three : 0, main : 0.48, mdash : 0.6, red : 0, green : 0, yellow : 0.46, cnn : 0.56, method : 0, dataset : 0.56, consisted : 0.68, 1 : 0, 820 : 0, images : 0.58, sourced : 0, from : 0, kaggle : 0.46, data : 0.48, split : 0.47, into : 0, 60 : 0, training : 0.44, 40 : 0, validation : 0.37, preprocessing : 0.52, steps : 0.47, included : 0.55, resizing : 0.44, normalizing : 0.36, pixel : 0, values : 0.59, to : 0, range : 0.47, augmentation : 0.43, techniques : 0.43, such : 0, as : 0, rotation : 0.44, flipping : 0.44, brightness : 0.43, adjustments : 0.53, enhance : 0.45, diversity : 0.44, reduce : 0, risk : 0.48, overfitting : 0, model : 0, was : 0.69, designed : 0.44, key : 0, layers : 0.7, including : 0.54, pooling : 0.45, fully : 0.47, connected : 0.49, optimized : 0, adam : 0.48, algorithm : 0.37, categorical : 0.57, cross : 0.76, entropy : 0, loss : 0.78, function : 0.44, results : 0.56, showed : 0, accuracy : 0.38, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0.45, processing : 0.63, time : 0, 64 : 0, seconds : 0.56, per : 0, image : 0.47, maximum : 0.45, 78 : 0, demonstrating : 0.43, s : 0, efficiency : 0.43, real : 0.48, applications : 0.51, k : 0, fold : 0.48, technique : 0.44, also : 0.63, employed : 0.44, ensure : 0.46, generalization : 0.35, ability : 0.4, new : 0, demonstrated : 0.43, that : 0.48, effective : 0, offering : 0, accurate : 0.38, fast : 0.63, scalable : 0.64, solution : 0.38, automating : 0.43, grading : 0.45, sector : 0.46, reducing : 0, human : 0.47, errors : 0.46, improving : 0, operational : 0.43 |
| 84. boxed | 157 words | 0.76 | classification : 0, of : 0.57, capsicum : 0, varieties : 0.44, using : 0, color : 0.47, analysis : 0, with : 0, convolutional : 0.43, neural : 0.46, network : 0.45, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0.47, horticultural : 0.43, commodity : 0.54, widely : 0.41, consumed : 0.66, for : 0.51, its : 0, nutritional : 0, content : 0.56, and : 0, vibrant : 0.45, variations : 0, in : 0, the : 0.51, agricultural : 0, industry : 0.44, classifying : 0, based : 0.76, on : 0.57, crucial : 0, ensuring : 0.44, product : 0.56, quality : 0, optimizing : 0.43, sorting : 0.45, processes : 0.54, this : 0, study : 0.47, developed : 0.44, an : 0, automated : 0.44, system : 0.46, three : 0.47, main : 0, mdash : 0, red : 0, green : 0.47, yellow : 0.46, cnn : 0, method : 0.58, dataset : 0.45, consisted : 0.44, 1 : 0, 820 : 0, images : 0.46, sourced : 0.68, from : 0.48, kaggle : 0.46, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0.43, preprocessing : 0.35, steps : 0.47, included : 0.38, resizing : 0.44, normalizing : 0.43, pixel : 0.6, values : 0.46, to : 0.57, range : 0.47, augmentation : 0.43, techniques : 0.43, such : 0, as : 0, rotation : 0.44, flipping : 0, brightness : 0.58, adjustments : 0.36, enhance : 0, diversity : 0.44, reduce : 0.58, risk : 0, overfitting : 0.53, model : 0.6, was : 0, designed : 0.55, key : 0, layers : 0.46, including : 0.44, pooling : 0.45, fully : 0, connected : 0.54, optimized : 0.44, adam : 0, algorithm : 0.44, categorical : 0.36, cross : 0.47, entropy : 0, loss : 0.48, function : 0, results : 0.45, showed : 0.7, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0.45, processing : 0.53, time : 0.48, 64 : 0, seconds : 0.57, per : 0, image : 0.47, maximum : 0.45, 78 : 0, demonstrating : 0.5, s : 0, efficiency : 0.43, real : 0, applications : 0, k : 0, fold : 0.63, technique : 0.44, also : 0, employed : 0.55, ensure : 0.46, generalization : 0.42, ability : 0.45, new : 0, demonstrated : 0.51, that : 0, effective : 0.44, offering : 0.55, accurate : 0, fast : 0, scalable : 0, solution : 0.44, automating : 0.43, grading : 0.45, sector : 0.46, reducing : 0.55, human : 0, errors : 0.46, improving : 0.44, operational : 0.53 |
| 85. bg | 157 words | 0.76 | classification : 0, of : 0, capsicum : 0, varieties : 0, using : 0, color : 0, analysis : 0, with : 0, convolutional : 0, neural : 0, network : 0, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0.58, value : 0, horticultural : 0, commodity : 0, widely : 0, consumed : 0, for : 0, its : 0, nutritional : 0, content : 0, and : 0, vibrant : 0.55, variations : 0, in : 0, the : 0, agricultural : 0.53, industry : 0, classifying : 0, based : 0.61, on : 0, crucial : 0, ensuring : 0, product : 0, quality : 0, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0, an : 0, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0.57, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0, 1 : 0, 820 : 0, images : 0.56, sourced : 0, from : 0, kaggle : 0.56, data : 0, split : 0, into : 0, 60 : 0, training : 0, 40 : 0, validation : 0, preprocessing : 0, steps : 0, included : 0, resizing : 0, normalizing : 0, pixel : 0, values : 0, to : 0, range : 0, augmentation : 0.53, techniques : 0, such : 0, as : 0, rotation : 0, flipping : 0, brightness : 0.76, adjustments : 0, enhance : 0, diversity : 0, reduce : 0, risk : 0, overfitting : 0, model : 0, was : 0, designed : 0.54, key : 0, layers : 0, including : 0, pooling : 0, fully : 0, connected : 0, optimized : 0, adam : 0, algorithm : 0.54, categorical : 0.53, cross : 0, entropy : 0, loss : 0, function : 0, results : 0, showed : 0, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0, 78 : 0, demonstrating : 0, s : 0, efficiency : 0, real : 0, applications : 0, k : 0, fold : 0, technique : 0, also : 0, employed : 0, ensure : 0, generalization : 0.52, ability : 0.55, new : 0, demonstrated : 0, that : 0, effective : 0, offering : 0, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0.55, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0, operational : 0 |
| 86. this | 157 words | 1 | classification : 0.38, of : 0, capsicum : 0.42, varieties : 0.45, using : 0.48, color : 0, analysis : 0.46, with : 0.5, convolutional : 0, neural : 0, network : 0.46, paprika : 0.46, annuum : 0, l : 0, is : 0, a : 0, high : 0.67, value : 0, horticultural : 0.55, commodity : 0, widely : 0.47, consumed : 0.46, for : 0, its : 0.72, nutritional : 0.56, content : 0, and : 0, vibrant : 0.46, variations : 0.45, in : 0, the : 0.78, agricultural : 0.44, industry : 0.58, classifying : 0.39, based : 0.48, on : 0, crucial : 0.46, ensuring : 0.42, product : 0, quality : 0.46, optimizing : 0.57, sorting : 0.46, processes : 0.45, this : 1, study : 0.48, developed : 0, an : 0, automated : 0.45, system : 0.47, three : 0.71, main : 0.5, mdash : 0.48, red : 0, green : 0, yellow : 0, cnn : 0, method : 0.61, dataset : 0.6, consisted : 0.41, 1 : 0, 820 : 0, images : 0.61, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0.48, into : 0, 60 : 0, training : 0.63, 40 : 0, validation : 0.45, preprocessing : 0.44, steps : 0.63, included : 0.46, resizing : 0.42, normalizing : 0.45, pixel : 0.48, values : 0.47, to : 0.63, range : 0, augmentation : 0, techniques : 0.71, such : 0, as : 0, rotation : 0.58, flipping : 0.46, brightness : 0.4, adjustments : 0.45, enhance : 0.46, diversity : 0.57, reduce : 0, risk : 0.67, overfitting : 0.45, model : 0, was : 0.53, designed : 0.42, key : 0, layers : 0.47, including : 0.45, pooling : 0.46, fully : 0, connected : 0, optimized : 0.57, adam : 0, algorithm : 0.45, categorical : 0.45, cross : 0.48, entropy : 0.46, loss : 0.5, function : 0.46, results : 0.46, showed : 0.47, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.65, average : 0, processing : 0.45, time : 0.7, 64 : 0, seconds : 0, per : 0, image : 0, maximum : 0.46, 78 : 0, demonstrating : 0.44, s : 0, efficiency : 0.45, real : 0, applications : 0.44, k : 0, fold : 0, technique : 0.72, also : 0.5, employed : 0, ensure : 0.47, generalization : 0.44, ability : 0.46, new : 0, demonstrated : 0.44, that : 0.73, effective : 0, offering : 0.46, accurate : 0, fast : 0.5, scalable : 0.46, solution : 0.42, automating : 0.45, grading : 0.46, sector : 0, reducing : 0.46, human : 0.48, errors : 0.47, improving : 0.45, operational : 0.45 |
| 87. load | 157 words | 0.78 | classification : 0.55, of : 0.58, capsicum : 0.46, varieties : 0.45, using : 0, color : 0.48, analysis : 0.42, with : 0, convolutional : 0.38, neural : 0.47, network : 0, paprika : 0.46, annuum : 0.47, l : 0.78, is : 0, a : 0, high : 0, value : 0.48, horticultural : 0.44, commodity : 0.57, widely : 0.47, consumed : 0.46, for : 0.53, its : 0, nutritional : 0, content : 0.46, and : 0.53, vibrant : 0.46, variations : 0.45, in : 0, the : 0, agricultural : 0.44, industry : 0.46, classifying : 0.56, based : 0.63, on : 0.58, crucial : 0, ensuring : 0, product : 0.6, quality : 0.46, optimizing : 0.45, sorting : 0.46, processes : 0.45, this : 0, study : 0.48, developed : 0.45, an : 0, automated : 0.41, system : 0, three : 0, main : 0.5, mdash : 0.48, red : 0.53, green : 0, yellow : 0.47, cnn : 0, method : 0.47, dataset : 0.46, consisted : 0.45, 1 : 0, 820 : 0, images : 0.47, sourced : 0.46, from : 0.5, kaggle : 0.47, data : 0.5, split : 0, into : 0, 60 : 0, training : 0.46, 40 : 0, validation : 0.57, preprocessing : 0.44, steps : 0, included : 0.58, resizing : 0, normalizing : 0.56, pixel : 0, values : 0.44, to : 0.58, range : 0.48, augmentation : 0.44, techniques : 0, such : 0, as : 0, rotation : 0.58, flipping : 0.46, brightness : 0, adjustments : 0.56, enhance : 0.46, diversity : 0.45, reduce : 0.47, risk : 0, overfitting : 0.45, model : 0.63, was : 0.53, designed : 0.46, key : 0, layers : 0.65, including : 0.57, pooling : 0.46, fully : 0, connected : 0.45, optimized : 0.45, adam : 0.5, algorithm : 0.53, categorical : 0.39, cross : 0.48, entropy : 0, loss : 0.73, function : 0, results : 0, showed : 0.61, accuracy : 0.46, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.46, processing : 0.45, time : 0, 64 : 0, seconds : 0.6, per : 0, image : 0.48, maximum : 0.46, 78 : 0, demonstrating : 0.38, s : 0, efficiency : 0, real : 0.5, applications : 0.39, k : 0, fold : 0.67, technique : 0, also : 0.5, employed : 0.58, ensure : 0, generalization : 0.38, ability : 0.46, new : 0, demonstrated : 0.39, that : 0.5, effective : 0, offering : 0.46, accurate : 0.46, fast : 0.5, scalable : 0.42, solution : 0.42, automating : 0.4, grading : 0.6, sector : 0, reducing : 0.46, human : 0.48, errors : 0.47, improving : 0.45, operational : 0.56 |
| 88. view | 157 words | 0.73 | classification : 0.44, of : 0, capsicum : 0.46, varieties : 0.72, using : 0.48, color : 0, analysis : 0, with : 0.5, convolutional : 0.44, neural : 0.47, network : 0.6, paprika : 0, annuum : 0, l : 0, is : 0.58, a : 0, high : 0.5, value : 0.54, horticultural : 0.44, commodity : 0, widely : 0.61, consumed : 0, for : 0, its : 0.53, nutritional : 0.45, content : 0.46, and : 0, vibrant : 0.68, variations : 0.61, in : 0.58, the : 0.53, agricultural : 0.44, industry : 0.46, classifying : 0.45, based : 0.48, on : 0, crucial : 0, ensuring : 0.46, product : 0, quality : 0, optimizing : 0.45, sorting : 0, processes : 0.45, this : 0.5, study : 0, developed : 0.41, an : 0, automated : 0, system : 0.47, three : 0.48, main : 0.5, mdash : 0, red : 0.53, green : 0.48, yellow : 0.61, cnn : 0, method : 0.47, dataset : 0, consisted : 0.45, 1 : 0, 820 : 0, images : 0.61, sourced : 0, from : 0, kaggle : 0, data : 0, split : 0, into : 0.5, 60 : 0, training : 0.46, 40 : 0, validation : 0.61, preprocessing : 0.44, steps : 0.48, included : 0.46, resizing : 0.42, normalizing : 0, pixel : 0.63, values : 0.65, to : 0, range : 0, augmentation : 0.44, techniques : 0.4, such : 0, as : 0, rotation : 0, flipping : 0.46, brightness : 0.45, adjustments : 0, enhance : 0.46, diversity : 0.58, reduce : 0.47, risk : 0.5, overfitting : 0.56, model : 0.48, was : 0, designed : 0.42, key : 0.53, layers : 0.47, including : 0.45, pooling : 0, fully : 0, connected : 0.45, optimized : 0.45, adam : 0, algorithm : 0, categorical : 0.45, cross : 0, entropy : 0.46, loss : 0, function : 0, results : 0.46, showed : 0.44, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.46, average : 0.6, processing : 0.45, time : 0.67, 64 : 0, seconds : 0.46, per : 0.53, image : 0.48, maximum : 0.46, 78 : 0, demonstrating : 0.44, s : 0, efficiency : 0.4, real : 0.5, applications : 0.44, k : 0, fold : 0, technique : 0.45, also : 0, employed : 0.46, ensure : 0.47, generalization : 0.38, ability : 0.46, new : 0.72, demonstrated : 0.44, that : 0, effective : 0.45, offering : 0.46, accurate : 0, fast : 0, scalable : 0, solution : 0, automating : 0, grading : 0, sector : 0.47, reducing : 0.46, human : 0, errors : 0.47, improving : 0.45, operational : 0.45 |
| 89. inc | 157 words | 0.91 | classification : 0.44, of : 0, capsicum : 0.49, varieties : 0.48, using : 0, color : 0, analysis : 0.49, with : 0.53, convolutional : 0.44, neural : 0.5, network : 0.49, paprika : 0, annuum : 0.5, l : 0, is : 0.65, a : 0, high : 0.53, value : 0, horticultural : 0.61, commodity : 0.48, widely : 0.5, consumed : 0.47, for : 0, its : 0.6, nutritional : 0.45, content : 0.48, and : 0.56, vibrant : 0.49, variations : 0.48, in : 0.91, the : 0, agricultural : 0.61, industry : 0.71, classifying : 0.47, based : 0, on : 0.61, crucial : 0.49, ensuring : 0.49, product : 0, quality : 0, optimizing : 0.48, sorting : 0, processes : 0.48, this : 0, study : 0, developed : 0, an : 0.61, automated : 0, system : 0, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0.56, method : 0, dataset : 0, consisted : 0.46, 1 : 0, 820 : 0, images : 0.55, sourced : 0.49, from : 0, kaggle : 0, data : 0, split : 0, into : 0.78, 60 : 0, training : 0.64, 40 : 0, validation : 0.48, preprocessing : 0.47, steps : 0, included : 0.85, resizing : 0.49, normalizing : 0.47, pixel : 0.51, values : 0, to : 0, range : 0.51, augmentation : 0.47, techniques : 0.46, such : 0.53, as : 0, rotation : 0, flipping : 0.49, brightness : 0.48, adjustments : 0, enhance : 0.49, diversity : 0.48, reduce : 0.5, risk : 0.53, overfitting : 0, model : 0, was : 0, designed : 0.49, key : 0, layers : 0, including : 0.84, pooling : 0, fully : 0, connected : 0.46, optimized : 0.48, adam : 0, algorithm : 0, categorical : 0.47, cross : 0, entropy : 0.49, loss : 0, function : 0.64, results : 0, showed : 0, accuracy : 0.49, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0, processing : 0.48, time : 0.53, 64 : 0, seconds : 0.49, per : 0, image : 0.56, maximum : 0, 78 : 0, demonstrating : 0.47, s : 0, efficiency : 0.62, real : 0, applications : 0.61, k : 0, fold : 0, technique : 0.46, also : 0, employed : 0, ensure : 0.5, generalization : 0.47, ability : 0.49, new : 0, demonstrated : 0.47, that : 0, effective : 0.48, offering : 0, accurate : 0.49, fast : 0, scalable : 0.49, solution : 0, automating : 0, grading : 0, sector : 0.5, reducing : 0.49, human : 0, errors : 0, improving : 0.53, operational : 0 |
| 90. nav | 157 words | 0.65 | classification : 0.47, of : 0, capsicum : 0.49, varieties : 0.46, using : 0, color : 0, analysis : 0.47, with : 0, convolutional : 0.61, neural : 0.55, network : 0.54, paprika : 0.49, annuum : 0.5, l : 0, is : 0, a : 0, high : 0, value : 0.51, horticultural : 0, commodity : 0, widely : 0, consumed : 0.49, for : 0, its : 0, nutritional : 0.53, content : 0.49, and : 0, vibrant : 0.49, variations : 0.46, in : 0, the : 0, agricultural : 0.47, industry : 0.49, classifying : 0.47, based : 0.51, on : 0, crucial : 0, ensuring : 0.49, product : 0, quality : 0.49, optimizing : 0, sorting : 0, processes : 0, this : 0, study : 0, developed : 0.48, an : 0, automated : 0.48, system : 0, three : 0, main : 0.53, mdash : 0.51, red : 0, green : 0, yellow : 0, cnn : 0, method : 0, dataset : 0.49, consisted : 0.48, 1 : 0, 820 : 0, images : 0.5, sourced : 0, from : 0, kaggle : 0.5, data : 0.53, split : 0, into : 0.53, 60 : 0, training : 0.49, 40 : 0, validation : 0.46, preprocessing : 0, steps : 0, included : 0.49, resizing : 0, normalizing : 0.65, pixel : 0, values : 0.5, to : 0, range : 0.51, augmentation : 0.44, techniques : 0.48, such : 0, as : 0, rotation : 0.49, flipping : 0, brightness : 0, adjustments : 0.47, enhance : 0.65, diversity : 0.48, reduce : 0, risk : 0, overfitting : 0.47, model : 0, was : 0.56, designed : 0, key : 0, layers : 0.5, including : 0.48, pooling : 0, fully : 0, connected : 0.48, optimized : 0, adam : 0.53, algorithm : 0.48, categorical : 0.47, cross : 0, entropy : 0.49, loss : 0, function : 0.49, results : 0, showed : 0, accuracy : 0.49, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.65, processing : 0, time : 0, 64 : 0, seconds : 0, per : 0, image : 0.51, maximum : 0.49, 78 : 0, demonstrating : 0.47, s : 0, efficiency : 0, real : 0.53, applications : 0.47, k : 0, fold : 0, technique : 0, also : 0.53, employed : 0, ensure : 0.5, generalization : 0.6, ability : 0.49, new : 0.6, demonstrated : 0.47, that : 0.53, effective : 0, offering : 0, accurate : 0.49, fast : 0.53, scalable : 0.49, solution : 0, automating : 0.48, grading : 0.49, sector : 0, reducing : 0, human : 0, errors : 0, improving : 0.48, operational : 0.47 |
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| 92. session | 157 words | 0.77 | classification : 0.55, of : 0, capsicum : 0.51, varieties : 0.34, using : 0.56, color : 0.45, analysis : 0.51, with : 0, convolutional : 0.39, neural : 0.44, network : 0.52, paprika : 0.43, annuum : 0, l : 0, is : 0.55, a : 0, high : 0, value : 0, horticultural : 0.31, commodity : 0.34, widely : 0.44, consumed : 0.42, for : 0, its : 0.49, nutritional : 0.57, content : 0.43, and : 0, vibrant : 0.43, variations : 0.58, in : 0, the : 0.49, agricultural : 0.41, industry : 0.42, classifying : 0.65, based : 0.56, on : 0, crucial : 0.43, ensuring : 0.61, product : 0, quality : 0.43, optimizing : 0.5, sorting : 0.66, processes : 0.55, this : 0.43, study : 0.5, developed : 0.5, an : 0, automated : 0.42, system : 0.59, three : 0.45, main : 0.46, mdash : 0.45, red : 0.49, green : 0.56, yellow : 0.54, cnn : 0, method : 0.54, dataset : 0.43, consisted : 0.48, 1 : 0, 820 : 0, images : 0.44, sourced : 0.49, from : 0, kaggle : 0, data : 0, split : 0.61, into : 0.46, 60 : 0, training : 0.51, 40 : 0, validation : 0.58, preprocessing : 0.54, steps : 0.71, included : 0, resizing : 0.61, normalizing : 0.46, pixel : 0.45, values : 0.44, to : 0, range : 0, augmentation : 0.51, techniques : 0.47, such : 0.52, as : 0.55, rotation : 0.6, flipping : 0.51, brightness : 0.5, adjustments : 0.49, enhance : 0.52, diversity : 0.42, reduce : 0.44, risk : 0.46, overfitting : 0.57, model : 0.45, was : 0.49, designed : 0.61, key : 0.49, layers : 0.54, including : 0.5, pooling : 0.52, fully : 0, connected : 0.34, optimized : 0.42, adam : 0, algorithm : 0.34, categorical : 0.46, cross : 0.56, entropy : 0.52, loss : 0.6, function : 0.6, results : 0.36, showed : 0.49, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.63, average : 0.43, processing : 0.71, time : 0.46, 64 : 0, seconds : 0.77, per : 0.49, image : 0, maximum : 0.43, 78 : 0, demonstrating : 0.46, s : 0.74, efficiency : 0.58, real : 0.46, applications : 0.56, k : 0, fold : 0, technique : 0.48, also : 0.6, employed : 0.51, ensure : 0.37, generalization : 0.44, ability : 0.43, new : 0.49, demonstrated : 0.47, that : 0, effective : 0.5, offering : 0.6, accurate : 0, fast : 0.46, scalable : 0.48, solution : 0.72, automating : 0.47, grading : 0.52, sector : 0.71, reducing : 0.6, human : 0.45, errors : 0.53, improving : 0.48, operational : 0.65 |
| 93. flashdata | 157 words | 0.74 | classification : 0.59, of : 0.54, capsicum : 0.49, varieties : 0.48, using : 0.44, color : 0.44, analysis : 0.46, with : 0.45, convolutional : 0.41, neural : 0.43, network : 0, paprika : 0.5, annuum : 0.43, l : 0.7, is : 0.54, a : 0.7, high : 0.45, value : 0.37, horticultural : 0.41, commodity : 0.48, widely : 0.35, consumed : 0.49, for : 0.53, its : 0.48, nutritional : 0.3, content : 0.42, and : 0.63, vibrant : 0.5, variations : 0.54, in : 0, the : 0.48, agricultural : 0.43, industry : 0.46, classifying : 0.54, based : 0.64, on : 0, crucial : 0.42, ensuring : 0.41, product : 0.5, quality : 0.48, optimizing : 0, sorting : 0.42, processes : 0.41, this : 0.41, study : 0.54, developed : 0.48, an : 0.54, automated : 0.5, system : 0.43, three : 0.44, main : 0.45, mdash : 0.64, red : 0.48, green : 0, yellow : 0.43, cnn : 0, method : 0.52, dataset : 0.59, consisted : 0.44, 1 : 0, 820 : 0, images : 0.52, sourced : 0.5, from : 0.51, kaggle : 0.35, data : 0.57, split : 0.53, into : 0, 60 : 0, training : 0.41, 40 : 0, validation : 0.62, preprocessing : 0.4, steps : 0.44, included : 0.49, resizing : 0.41, normalizing : 0.3, pixel : 0.44, values : 0.5, to : 0, range : 0.44, augmentation : 0.42, techniques : 0.4, such : 0.57, as : 0.74, rotation : 0.49, flipping : 0.59, brightness : 0.47, adjustments : 0.52, enhance : 0.34, diversity : 0.48, reduce : 0.43, risk : 0.45, overfitting : 0.47, model : 0.37, was : 0.63, designed : 0.49, key : 0, layers : 0.61, including : 0.48, pooling : 0.42, fully : 0.59, connected : 0.31, optimized : 0.41, adam : 0.45, algorithm : 0.46, categorical : 0.47, cross : 0.44, entropy : 0, loss : 0.57, function : 0.54, results : 0.48, showed : 0.61, accuracy : 0.49, 99 : 0, 9 : 0, 92 : 0, testing : 0.42, average : 0.5, processing : 0.4, time : 0, 64 : 0, seconds : 0.5, per : 0, image : 0.44, maximum : 0.42, 78 : 0, demonstrating : 0.42, s : 0.7, efficiency : 0.4, real : 0.41, applications : 0.51, k : 0, fold : 0.72, technique : 0.41, also : 0.58, employed : 0.49, ensure : 0.43, generalization : 0.49, ability : 0.48, new : 0, demonstrated : 0.43, that : 0.41, effective : 0.48, offering : 0.41, accurate : 0.57, fast : 0.72, scalable : 0.56, solution : 0.46, automating : 0.54, grading : 0.5, sector : 0.43, reducing : 0.41, human : 0.44, errors : 0.43, improving : 0, operational : 0.42 |
| 94. pesen | 157 words | 0.76 | classification : 0.42, of : 0, capsicum : 0.55, varieties : 0.44, using : 0.6, color : 0, analysis : 0.38, with : 0, convolutional : 0.43, neural : 0.46, network : 0.45, paprika : 0.5, annuum : 0.46, l : 0, is : 0.57, a : 0, high : 0, value : 0.47, horticultural : 0, commodity : 0, widely : 0.46, consumed : 0.49, for : 0, its : 0.51, nutritional : 0.43, content : 0.4, and : 0, vibrant : 0.45, variations : 0.43, in : 0, the : 0.51, agricultural : 0, industry : 0.38, classifying : 0.43, based : 0.6, on : 0, crucial : 0, ensuring : 0.55, product : 0.5, quality : 0, optimizing : 0.53, sorting : 0.56, processes : 0.68, this : 0.48, study : 0, developed : 0.54, an : 0, automated : 0, system : 0.58, three : 0.47, main : 0.48, mdash : 0.47, red : 0.51, green : 0.73, yellow : 0.46, cnn : 0, method : 0.46, dataset : 0.56, consisted : 0.37, 1 : 0, 820 : 0, images : 0.46, sourced : 0.56, from : 0, kaggle : 0.46, data : 0, split : 0.47, into : 0, 60 : 0, training : 0.44, 40 : 0, validation : 0, preprocessing : 0.65, steps : 0.47, included : 0.38, resizing : 0.66, normalizing : 0.43, pixel : 0.64, values : 0.46, to : 0, range : 0.47, augmentation : 0.52, techniques : 0.53, such : 0, as : 0.57, rotation : 0.44, flipping : 0.55, brightness : 0.37, adjustments : 0.62, enhance : 0.56, diversity : 0.54, reduce : 0.58, risk : 0.48, overfitting : 0.43, model : 0.47, was : 0.51, designed : 0.68, key : 0.51, layers : 0.46, including : 0.44, pooling : 0.61, fully : 0, connected : 0.37, optimized : 0.44, adam : 0, algorithm : 0, categorical : 0.43, cross : 0.47, entropy : 0.45, loss : 0.48, function : 0.44, results : 0.56, showed : 0.58, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.68, average : 0.45, processing : 0.76, time : 0.48, 64 : 0, seconds : 0.57, per : 0.75, image : 0.47, maximum : 0, 78 : 0, demonstrating : 0.5, s : 0, efficiency : 0.63, real : 0.48, applications : 0.43, k : 0, fold : 0, technique : 0.54, also : 0.48, employed : 0.55, ensure : 0.7, generalization : 0.49, ability : 0, new : 0.51, demonstrated : 0.51, that : 0, effective : 0.54, offering : 0.55, accurate : 0, fast : 0.48, scalable : 0.44, solution : 0.55, automating : 0.43, grading : 0.45, sector : 0.41, reducing : 0.55, human : 0.47, errors : 0.46, improving : 0.54, operational : 0.62 |
| 95. unset | 157 words | 0.7 | classification : 0.51, of : 0, capsicum : 0.44, varieties : 0.54, using : 0.64, color : 0, analysis : 0.55, with : 0, convolutional : 0.52, neural : 0.53, network : 0.68, paprika : 0, annuum : 0.46, l : 0, is : 0.57, a : 0, high : 0, value : 0.47, horticultural : 0.43, commodity : 0.44, widely : 0.46, consumed : 0.66, for : 0, its : 0.51, nutritional : 0.51, content : 0.57, and : 0.51, vibrant : 0.45, variations : 0.43, in : 0.57, the : 0.51, agricultural : 0.52, industry : 0.68, classifying : 0.43, based : 0.6, on : 0.57, crucial : 0.45, ensuring : 0.68, product : 0.45, quality : 0.56, optimizing : 0.43, sorting : 0.56, processes : 0.37, this : 0.48, study : 0, developed : 0.44, an : 0.57, automated : 0.54, system : 0.59, three : 0.47, main : 0, mdash : 0.47, red : 0, green : 0.47, yellow : 0.46, cnn : 0.51, method : 0.58, dataset : 0.51, consisted : 0.64, 1 : 0, 820 : 0, images : 0.46, sourced : 0.57, from : 0, kaggle : 0.46, data : 0, split : 0.47, into : 0.48, 60 : 0, training : 0.44, 40 : 0, validation : 0.43, preprocessing : 0.43, steps : 0.47, included : 0.55, resizing : 0.38, normalizing : 0.43, pixel : 0.47, values : 0.46, to : 0, range : 0.6, augmentation : 0.63, techniques : 0.52, such : 0.48, as : 0.57, rotation : 0.44, flipping : 0, brightness : 0.37, adjustments : 0.64, enhance : 0.45, diversity : 0.53, reduce : 0.46, risk : 0.48, overfitting : 0.53, model : 0.47, was : 0.51, designed : 0.38, key : 0, layers : 0.46, including : 0.44, pooling : 0, fully : 0.47, connected : 0.64, optimized : 0.44, adam : 0, algorithm : 0.44, categorical : 0.36, cross : 0.47, entropy : 0.56, loss : 0.48, function : 0.66, results : 0.57, showed : 0.58, accuracy : 0.44, 99 : 0, 9 : 0, 92 : 0, testing : 0.57, average : 0.45, processing : 0.37, time : 0.48, 64 : 0, seconds : 0.56, per : 0, image : 0.47, maximum : 0, 78 : 0, demonstrating : 0.58, s : 0, efficiency : 0.43, real : 0, applications : 0.43, k : 0, fold : 0, technique : 0.37, also : 0.48, employed : 0.44, ensure : 0.7, generalization : 0.49, ability : 0.45, new : 0.51, demonstrated : 0.59, that : 0.48, effective : 0.54, offering : 0.44, accurate : 0.55, fast : 0.63, scalable : 0.44, solution : 0.55, automating : 0.53, grading : 0, sector : 0.7, reducing : 0.38, human : 0.47, errors : 0, improving : 0, operational : 0.53 |
| 96. form | 157 words | 0.94 | classification : 0.44, of : 0.67, capsicum : 0, varieties : 0.45, using : 0, color : 0.48, analysis : 0, with : 0, convolutional : 0.44, neural : 0.47, network : 0, paprika : 0.46, annuum : 0.47, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.55, commodity : 0.57, widely : 0, consumed : 0.58, for : 0.94, its : 0, nutritional : 0.45, content : 0.46, and : 0, vibrant : 0.46, variations : 0.45, in : 0, the : 0, agricultural : 0.44, industry : 0, classifying : 0, based : 0, on : 0.58, crucial : 0.46, ensuring : 0.46, product : 0.43, quality : 0, optimizing : 0.57, sorting : 0.6, processes : 0.41, this : 0, study : 0, developed : 0, an : 0, automated : 0.57, system : 0.47, three : 0.48, main : 0, mdash : 0, red : 0, green : 0.48, yellow : 0, cnn : 0, method : 0, dataset : 0, consisted : 0.45, 1 : 0, 820 : 0, images : 0.47, sourced : 0.6, from : 0.92, kaggle : 0, data : 0, split : 0, into : 0, 60 : 0, training : 0.46, 40 : 0, validation : 0, preprocessing : 0.38, steps : 0, included : 0, resizing : 0.46, normalizing : 0.67, pixel : 0, values : 0, to : 0.58, range : 0, augmentation : 0.44, techniques : 0, such : 0, as : 0, rotation : 0.42, flipping : 0.51, brightness : 0.45, adjustments : 0.45, enhance : 0, diversity : 0.45, reduce : 0.47, risk : 0, overfitting : 0.51, model : 0.48, was : 0, designed : 0, key : 0, layers : 0.47, including : 0, pooling : 0.46, fully : 0.54, connected : 0.45, optimized : 0.57, adam : 0.5, algorithm : 0.57, categorical : 0.56, cross : 0.47, entropy : 0.46, loss : 0.5, function : 0.51, results : 0.46, showed : 0.47, accuracy : 0.46, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.46, processing : 0.4, time : 0.5, 64 : 0, seconds : 0.46, per : 0.53, image : 0, maximum : 0.46, 78 : 0, demonstrating : 0.49, s : 0, efficiency : 0.45, real : 0, applications : 0, k : 0, fold : 0.73, technique : 0, also : 0, employed : 0.42, ensure : 0.47, generalization : 0.44, ability : 0, new : 0, demonstrated : 0.5, that : 0, effective : 0.45, offering : 0.6, accurate : 0.46, fast : 0.55, scalable : 0, solution : 0.46, automating : 0.57, grading : 0.46, sector : 0, reducing : 0.46, human : 0.48, errors : 0.44, improving : 0.58, operational : 0.56 |
| 97. method | 157 words | 1 | classification : 0, of : 0, capsicum : 0, varieties : 0.52, using : 0, color : 0.46, analysis : 0, with : 0.61, convolutional : 0.33, neural : 0.44, network : 0.64, paprika : 0, annuum : 0, l : 0, is : 0, a : 0, high : 0.47, value : 0, horticultural : 0.41, commodity : 0.5, widely : 0.44, consumed : 0.53, for : 0, its : 0.5, nutritional : 0.51, content : 0.44, and : 0, vibrant : 0, variations : 0.51, in : 0, the : 0.67, agricultural : 0.42, industry : 0.36, classifying : 0, based : 0.58, on : 0, crucial : 0, ensuring : 0.43, product : 0.54, quality : 0, optimizing : 0.49, sorting : 0.44, processes : 0.35, this : 0.61, study : 0.58, developed : 0.61, an : 0, automated : 0.61, system : 0.44, three : 0.53, main : 0.52, mdash : 0.62, red : 0.5, green : 0.46, yellow : 0.56, cnn : 0, method : 1, dataset : 0.44, consisted : 0.52, 1 : 0, 820 : 0, images : 0.44, sourced : 0.44, from : 0.47, kaggle : 0, data : 0.47, split : 0.46, into : 0.61, 60 : 0, training : 0.43, 40 : 0, validation : 0.43, preprocessing : 0.5, steps : 0.41, included : 0.43, resizing : 0.43, normalizing : 0.34, pixel : 0.46, values : 0, to : 0.56, range : 0, augmentation : 0.58, techniques : 0.49, such : 0.47, as : 0, rotation : 0.36, flipping : 0, brightness : 0.34, adjustments : 0.34, enhance : 0.54, diversity : 0.43, reduce : 0.44, risk : 0, overfitting : 0.42, model : 0.62, was : 0, designed : 0.53, key : 0.5, layers : 0.44, including : 0.43, pooling : 0.44, fully : 0, connected : 0.5, optimized : 0.52, adam : 0, algorithm : 0.43, categorical : 0.48, cross : 0.46, entropy : 0.64, loss : 0, function : 0.53, results : 0.44, showed : 0.67, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.37, average : 0.44, processing : 0.34, time : 0.58, 64 : 0, seconds : 0.64, per : 0.5, image : 0.46, maximum : 0.49, 78 : 0, demonstrating : 0.64, s : 0, efficiency : 0.42, real : 0.47, applications : 0.5, k : 0, fold : 0.47, technique : 0.5, also : 0.47, employed : 0.64, ensure : 0.44, generalization : 0.41, ability : 0, new : 0.5, demonstrated : 0.65, that : 0.61, effective : 0.52, offering : 0.43, accurate : 0, fast : 0.47, scalable : 0, solution : 0.36, automating : 0.43, grading : 0.44, sector : 0.67, reducing : 0.53, human : 0.46, errors : 0.56, improving : 0.52, operational : 0.42 |
| 98. post | 157 words | 0.73 | classification : 0.44, of : 0.58, capsicum : 0.58, varieties : 0.45, using : 0.48, color : 0.48, analysis : 0.46, with : 0.5, convolutional : 0.55, neural : 0, network : 0.46, paprika : 0.52, annuum : 0, l : 0, is : 0.58, a : 0, high : 0, value : 0, horticultural : 0.55, commodity : 0.45, widely : 0, consumed : 0.58, for : 0.53, its : 0.53, nutritional : 0.45, content : 0.6, and : 0, vibrant : 0, variations : 0.45, in : 0, the : 0, agricultural : 0.44, industry : 0.58, classifying : 0.45, based : 0.48, on : 0.58, crucial : 0, ensuring : 0.46, product : 0.64, quality : 0.46, optimizing : 0.57, sorting : 0.62, processes : 0.72, this : 0.5, study : 0, developed : 0, an : 0, automated : 0.41, system : 0.61, three : 0, main : 0, mdash : 0.48, red : 0, green : 0, yellow : 0, cnn : 0, method : 0.47, dataset : 0.43, consisted : 0.69, 1 : 0, 820 : 0, images : 0, sourced : 0.43, from : 0.5, kaggle : 0, data : 0.5, split : 0.63, into : 0.5, 60 : 0, training : 0.46, 40 : 0, validation : 0.45, preprocessing : 0.6, steps : 0, included : 0, resizing : 0.46, normalizing : 0.45, pixel : 0.54, values : 0, to : 0.58, range : 0, augmentation : 0.44, techniques : 0.45, such : 0, as : 0.58, rotation : 0.58, flipping : 0.46, brightness : 0.45, adjustments : 0.56, enhance : 0, diversity : 0.45, reduce : 0, risk : 0.5, overfitting : 0.56, model : 0.48, was : 0.53, designed : 0.46, key : 0, layers : 0, including : 0, pooling : 0.68, fully : 0, connected : 0.57, optimized : 0.58, adam : 0, algorithm : 0.57, categorical : 0.39, cross : 0.63, entropy : 0.46, loss : 0.67, function : 0.46, results : 0.6, showed : 0.44, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.6, average : 0, processing : 0.71, time : 0, 64 : 0, seconds : 0.43, per : 0.58, image : 0, maximum : 0, 78 : 0, demonstrating : 0.66, s : 0, efficiency : 0, real : 0, applications : 0.56, k : 0, fold : 0.5, technique : 0.45, also : 0.5, employed : 0.58, ensure : 0.47, generalization : 0, ability : 0.46, new : 0, demonstrated : 0.67, that : 0.5, effective : 0.45, offering : 0.46, accurate : 0.46, fast : 0.67, scalable : 0.46, solution : 0.6, automating : 0.4, grading : 0, sector : 0.61, reducing : 0, human : 0, errors : 0.47, improving : 0.57, operational : 0.56 |
| 99. action | 157 words | 0.78 | classification : 0.46, of : 0, capsicum : 0.51, varieties : 0.5, using : 0.58, color : 0.58, analysis : 0.58, with : 0.44, convolutional : 0.61, neural : 0, network : 0.54, paprika : 0.54, annuum : 0.5, l : 0, is : 0, a : 0.75, high : 0.47, value : 0.46, horticultural : 0.57, commodity : 0.5, widely : 0.44, consumed : 0.63, for : 0, its : 0.5, nutritional : 0.68, content : 0.64, and : 0.55, vibrant : 0.54, variations : 0.71, in : 0, the : 0.5, agricultural : 0.59, industry : 0.36, classifying : 0.59, based : 0.46, on : 0, crucial : 0.54, ensuring : 0.53, product : 0.44, quality : 0.54, optimizing : 0.56, sorting : 0.64, processes : 0.35, this : 0.61, study : 0.46, developed : 0.43, an : 0.6, automated : 0.65, system : 0.44, three : 0.46, main : 0.75, mdash : 0.46, red : 0, green : 0.46, yellow : 0.44, cnn : 0.5, method : 0.56, dataset : 0.54, consisted : 0.58, 1 : 0, 820 : 0, images : 0.44, sourced : 0, from : 0.47, kaggle : 0.44, data : 0.61, split : 0.41, into : 0.61, 60 : 0, training : 0.64, 40 : 0, validation : 0.71, preprocessing : 0.33, steps : 0.46, included : 0.36, resizing : 0.53, normalizing : 0.55, pixel : 0.46, values : 0.44, to : 0.56, range : 0.46, augmentation : 0.52, techniques : 0.52, such : 0.47, as : 0.6, rotation : 0.72, flipping : 0.53, brightness : 0.49, adjustments : 0.63, enhance : 0.44, diversity : 0.43, reduce : 0, risk : 0.47, overfitting : 0.59, model : 0, was : 0.5, designed : 0.53, key : 0, layers : 0.44, including : 0.5, pooling : 0.53, fully : 0, connected : 0.61, optimized : 0.52, adam : 0.52, algorithm : 0.55, categorical : 0.63, cross : 0.58, entropy : 0.54, loss : 0, function : 0.65, results : 0, showed : 0.44, accuracy : 0.62, 99 : 0, 9 : 0, 92 : 0, testing : 0.64, average : 0.49, processing : 0.56, time : 0.61, 64 : 0, seconds : 0.64, per : 0, image : 0.46, maximum : 0.54, 78 : 0, demonstrating : 0.41, s : 0, efficiency : 0.49, real : 0.47, applications : 0.78, k : 0, fold : 0, technique : 0.54, also : 0.65, employed : 0.43, ensure : 0, generalization : 0.4, ability : 0.59, new : 0, demonstrated : 0.42, that : 0.44, effective : 0.61, offering : 0.53, accurate : 0.62, fast : 0.61, scalable : 0.36, solution : 0.6, automating : 0.74, grading : 0.64, sector : 0.67, reducing : 0.63, human : 0.46, errors : 0.44, improving : 0.61, operational : 0.63 |
| 100. card | 157 words | 0.75 | classification : 0.59, of : 0, capsicum : 0.67, varieties : 0.57, using : 0, color : 0.54, analysis : 0.46, with : 0, convolutional : 0.5, neural : 0.47, network : 0, paprika : 0.6, annuum : 0.47, l : 0, is : 0, a : 0.75, high : 0, value : 0.48, horticultural : 0.38, commodity : 0.62, widely : 0.47, consumed : 0.51, for : 0.53, its : 0, nutritional : 0.45, content : 0.52, and : 0.72, vibrant : 0.46, variations : 0.57, in : 0, the : 0, agricultural : 0.5, industry : 0.46, classifying : 0.6, based : 0.63, on : 0, crucial : 0.64, ensuring : 0.46, product : 0.6, quality : 0.46, optimizing : 0, sorting : 0.46, processes : 0.41, this : 0, study : 0.48, developed : 0.45, an : 0.58, automated : 0.45, system : 0, three : 0.48, main : 0.5, mdash : 0.48, red : 0.53, green : 0.48, yellow : 0, cnn : 0.58, method : 0.47, dataset : 0.46, consisted : 0.51, 1 : 0, 820 : 0, images : 0.47, sourced : 0.46, from : 0.5, kaggle : 0.47, data : 0.5, split : 0, into : 0, 60 : 0, training : 0.42, 40 : 0, validation : 0.57, preprocessing : 0.44, steps : 0, included : 0.58, resizing : 0.46, normalizing : 0.39, pixel : 0, values : 0.47, to : 0, range : 0.48, augmentation : 0.44, techniques : 0.45, such : 0, as : 0.58, rotation : 0.42, flipping : 0, brightness : 0.45, adjustments : 0.56, enhance : 0.46, diversity : 0.41, reduce : 0.61, risk : 0, overfitting : 0.45, model : 0.48, was : 0.53, designed : 0.46, key : 0, layers : 0.61, including : 0.57, pooling : 0, fully : 0, connected : 0.51, optimized : 0, adam : 0.5, algorithm : 0.57, categorical : 0.74, cross : 0.67, entropy : 0.46, loss : 0, function : 0.46, results : 0.46, showed : 0.47, accuracy : 0.6, 99 : 0, 9 : 0, 92 : 0, testing : 0, average : 0.6, processing : 0.4, time : 0, 64 : 0, seconds : 0.6, per : 0.53, image : 0.48, maximum : 0.46, 78 : 0, demonstrating : 0.38, s : 0, efficiency : 0.45, real : 0.5, applications : 0.39, k : 0, fold : 0.5, technique : 0.45, also : 0.5, employed : 0, ensure : 0.47, generalization : 0.38, ability : 0.46, new : 0, demonstrated : 0.39, that : 0.5, effective : 0, offering : 0.46, accurate : 0.6, fast : 0.5, scalable : 0.58, solution : 0, automating : 0.45, grading : 0.62, sector : 0.47, reducing : 0.58, human : 0, errors : 0.47, improving : 0.45, operational : 0.39 |
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| 103. input | 157 words | 0.84 | classification : 0.51, of : 0, capsicum : 0.55, varieties : 0.54, using : 0, color : 0, analysis : 0.44, with : 0.48, convolutional : 0.61, neural : 0.58, network : 0.56, paprika : 0.45, annuum : 0.58, l : 0, is : 0.61, a : 0, high : 0.48, value : 0.47, horticultural : 0.44, commodity : 0.44, widely : 0.46, consumed : 0.55, for : 0, its : 0.56, nutritional : 0.55, content : 0.56, and : 0.51, vibrant : 0.56, variations : 0.53, in : 0.84, the : 0, agricultural : 0.62, industry : 0.81, classifying : 0, based : 0, on : 0.57, crucial : 0.45, ensuring : 0.55, product : 0.68, quality : 0.56, optimizing : 0.47, sorting : 0.45, processes : 0.44, this : 0, study : 0.47, developed : 0, an : 0.57, automated : 0.54, system : 0.46, three : 0, main : 0, mdash : 0, red : 0, green : 0, yellow : 0, cnn : 0.51, method : 0.46, dataset : 0.45, consisted : 0.54, 1 : 0, 820 : 0, images : 0.51, sourced : 0.45, from : 0, kaggle : 0, data : 0, split : 0.6, into : 0.71, 60 : 0, training : 0.55, 40 : 0, validation : 0.53, preprocessing : 0.43, steps : 0.47, included : 0.73, resizing : 0.44, normalizing : 0.43, pixel : 0.47, values : 0.46, to : 0, range : 0.47, augmentation : 0.51, techniques : 0.47, such : 0, as : 0, rotation : 0.44, flipping : 0.55, brightness : 0.53, adjustments : 0.53, enhance : 0.45, diversity : 0.54, reduce : 0.46, risk : 0.48, overfitting : 0.43, model : 0, was : 0, designed : 0.44, key : 0, layers : 0, including : 0.72, pooling : 0.45, fully : 0, connected : 0.54, optimized : 0.48, adam : 0, algorithm : 0.44, categorical : 0.43, cross : 0, entropy : 0.56, loss : 0, function : 0.55, results : 0.56, showed : 0, accuracy : 0.44, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0, processing : 0.43, time : 0.48, 64 : 0, seconds : 0, per : 0, image : 0.52, maximum : 0.45, 78 : 0, demonstrating : 0.52, s : 0, efficiency : 0.43, real : 0, applications : 0.51, k : 0, fold : 0, technique : 0.44, also : 0, employed : 0.44, ensure : 0.58, generalization : 0.51, ability : 0.56, new : 0.51, demonstrated : 0.52, that : 0.48, effective : 0.44, offering : 0, accurate : 0.55, fast : 0.48, scalable : 0, solution : 0.55, automating : 0.53, grading : 0, sector : 0.46, reducing : 0.44, human : 0, errors : 0, improving : 0.59, operational : 0.53 |
| 104. control | 157 words | 0.83 | classification : 0.53, of : 0.55, capsicum : 0.48, varieties : 0.34, using : 0.45, color : 0.77, analysis : 0.51, with : 0.46, convolutional : 0.78, neural : 0.64, network : 0.63, paprika : 0.43, annuum : 0.44, l : 0, is : 0, a : 0, high : 0, value : 0, horticultural : 0.6, commodity : 0.67, widely : 0.44, consumed : 0.72, for : 0.65, its : 0.49, nutritional : 0.72, content : 0.83, and : 0.49, vibrant : 0.43, variations : 0.47, in : 0.55, the : 0, agricultural : 0.47, industry : 0.6, classifying : 0.47, based : 0, on : 0.76, crucial : 0.57, ensuring : 0.51, product : 0.43, quality : 0.43, optimizing : 0.5, sorting : 0.51, processes : 0.48, this : 0, study : 0.45, developed : 0.34, an : 0.55, automated : 0.34, system : 0.44, three : 0.45, main : 0.46, mdash : 0, red : 0, green : 0.45, yellow : 0.44, cnn : 0.69, method : 0.54, dataset : 0.43, consisted : 0.77, 1 : 0, 820 : 0, images : 0, sourced : 0.52, from : 0.46, kaggle : 0.44, data : 0.46, split : 0.45, into : 0.56, 60 : 0, training : 0.43, 40 : 0, validation : 0.41, preprocessing : 0.31, steps : 0.45, included : 0.49, resizing : 0, normalizing : 0.56, pixel : 0.45, values : 0, to : 0.55, range : 0.45, augmentation : 0.56, techniques : 0.41, such : 0.46, as : 0, rotation : 0.6, flipping : 0, brightness : 0.47, adjustments : 0.41, enhance : 0.43, diversity : 0.42, reduce : 0, risk : 0, overfitting : 0.46, model : 0.56, was : 0, designed : 0.42, key : 0, layers : 0.44, including : 0.48, pooling : 0.43, fully : 0, connected : 0.77, optimized : 0.5, adam : 0, algorithm : 0.48, categorical : 0.69, cross : 0.61, entropy : 0.71, loss : 0.46, function : 0.61, results : 0.36, showed : 0.44, accuracy : 0.51, 99 : 0, 9 : 0, 92 : 0, testing : 0.43, average : 0.43, processing : 0.47, time : 0, 64 : 0, seconds : 0.62, per : 0.49, image : 0, maximum : 0, 78 : 0, demonstrating : 0.63, s : 0, efficiency : 0.41, real : 0, applications : 0.47, k : 0, fold : 0.46, technique : 0.42, also : 0.46, employed : 0.35, ensure : 0.54, generalization : 0.55, ability : 0.43, new : 0.49, demonstrated : 0.63, that : 0.46, effective : 0.42, offering : 0.51, accurate : 0.49, fast : 0.46, scalable : 0.51, solution : 0.6, automating : 0.33, grading : 0, sector : 0.66, reducing : 0, human : 0.45, errors : 0.37, improving : 0.34, operational : 0.66 |
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| 120. float | 157 words | 0.73 | classification : 0.57, of : 0.57, capsicum : 0.44, varieties : 0.54, using : 0, color : 0.43, analysis : 0.38, with : 0, convolutional : 0.5, neural : 0.46, network : 0.4, paprika : 0.45, annuum : 0, l : 0.73, is : 0, a : 0, high : 0, value : 0.47, horticultural : 0.52, commodity : 0.54, widely : 0, consumed : 0.44, for : 0.72, its : 0, nutritional : 0.43, content : 0.56, and : 0, vibrant : 0.56, variations : 0.53, in : 0, the : 0, agricultural : 0.51, industry : 0.44, classifying : 0.53, based : 0, on : 0, crucial : 0.45, ensuring : 0, product : 0.56, quality : 0.57, optimizing : 0.53, sorting : 0.56, processes : 0.44, this : 0, study : 0, developed : 0.54, an : 0, automated : 0.48, system : 0.46, three : 0, main : 0, mdash : 0.47, red : 0, green : 0, yellow : 0.58, cnn : 0, method : 0.41, dataset : 0.56, consisted : 0.54, 1 : 0, 820 : 0, images : 0.46, sourced : 0.45, from : 0.67, kaggle : 0.46, data : 0.48, split : 0.6, into : 0.48, 60 : 0, training : 0.44, 40 : 0, validation : 0.52, preprocessing : 0.43, steps : 0, included : 0.44, resizing : 0, normalizing : 0.46, pixel : 0, values : 0.41, to : 0.57, range : 0, augmentation : 0.52, techniques : 0.43, such : 0, as : 0, rotation : 0.55, flipping : 0.64, brightness : 0.43, adjustments : 0.53, enhance : 0.45, diversity : 0.44, reduce : 0, risk : 0, overfitting : 0.51, model : 0.47, was : 0, designed : 0, key : 0, layers : 0.58, including : 0.44, pooling : 0.4, fully : 0.64, connected : 0.54, optimized : 0.54, adam : 0.48, algorithm : 0.62, categorical : 0.46, cross : 0.47, entropy : 0.4, loss : 0.63, function : 0.6, results : 0.45, showed : 0.46, accuracy : 0.44, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0.45, processing : 0.43, time : 0, 64 : 0, seconds : 0.45, per : 0, image : 0.47, maximum : 0.45, 78 : 0, demonstrating : 0.5, s : 0, efficiency : 0.43, real : 0.48, applications : 0.51, k : 0, fold : 0.71, technique : 0, also : 0.63, employed : 0.55, ensure : 0, generalization : 0.49, ability : 0.56, new : 0, demonstrated : 0.51, that : 0.63, effective : 0.54, offering : 0.38, accurate : 0.55, fast : 0.67, scalable : 0.38, solution : 0.55, automating : 0.47, grading : 0.45, sector : 0.41, reducing : 0, human : 0.47, errors : 0.46, improving : 0.44, operational : 0.62 |
| 121. right | 157 words | 0.83 | classification : 0.51, of : 0, capsicum : 0.44, varieties : 0.64, using : 0.47, color : 0, analysis : 0, with : 0.63, convolutional : 0.43, neural : 0, network : 0.45, paprika : 0, annuum : 0, l : 0, is : 0.57, a : 0, high : 0.78, value : 0, horticultural : 0.54, commodity : 0.44, widely : 0.46, consumed : 0, for : 0, its : 0.51, nutritional : 0.46, content : 0.45, and : 0, vibrant : 0.56, variations : 0.63, in : 0.57, the : 0, agricultural : 0.59, industry : 0.55, classifying : 0.43, based : 0, on : 0, crucial : 0.45, ensuring : 0, product : 0.56, quality : 0.45, optimizing : 0.37, sorting : 0.56, processes : 0.44, this : 0.48, study : 0, developed : 0, an : 0, automated : 0.44, system : 0.46, three : 0, main : 0.48, mdash : 0.47, red : 0.56, green : 0.47, yellow : 0, cnn : 0, method : 0.41, dataset : 0.45, consisted : 0.54, 1 : 0, 820 : 0, images : 0.58, sourced : 0, from : 0.48, kaggle : 0.46, data : 0, split : 0.47, into : 0.48, 60 : 0, training : 0.55, 40 : 0, validation : 0.53, preprocessing : 0.43, steps : 0, included : 0.44, resizing : 0.6, normalizing : 0.43, pixel : 0.47, values : 0, to : 0, range : 0.64, augmentation : 0.52, techniques : 0.52, such : 0.48, as : 0, rotation : 0.6, flipping : 0.44, brightness : 0.83, adjustments : 0.43, enhance : 0.45, diversity : 0.54, reduce : 0.51, risk : 0.71, overfitting : 0.62, model : 0, was : 0, designed : 0.55, key : 0, layers : 0, including : 0.44, pooling : 0, fully : 0, connected : 0.44, optimized : 0.37, adam : 0, algorithm : 0.54, categorical : 0.36, cross : 0.47, entropy : 0.45, loss : 0, function : 0.44, results : 0.61, showed : 0.46, accuracy : 0, 99 : 0, 9 : 0, 92 : 0, testing : 0.45, average : 0, processing : 0.43, time : 0.48, 64 : 0, seconds : 0, per : 0, image : 0.6, maximum : 0.45, 78 : 0, demonstrating : 0.43, s : 0, efficiency : 0.43, real : 0.54, applications : 0.52, k : 0, fold : 0, technique : 0.44, also : 0, employed : 0, ensure : 0, generalization : 0.57, ability : 0.56, new : 0, demonstrated : 0.43, that : 0.48, effective : 0.44, offering : 0, accurate : 0.44, fast : 0.48, scalable : 0, solution : 0.44, automating : 0.43, grading : 0.4, sector : 0.46, reducing : 0.5, human : 0, errors : 0.46, improving : 0.37, operational : 0.53 |
| 122. footer | 157 words | 0.73 | classification : 0.41, of : 0.61, capsicum : 0, varieties : 0.5, using : 0, color : 0.7, analysis : 0, with : 0.47, convolutional : 0.58, neural : 0.44, network : 0.53, paprika : 0.44, annuum : 0, l : 0, is : 0, a : 0, high : 0, value : 0.46, horticultural : 0.47, commodity : 0.52, widely : 0.44, consumed : 0.53, for : 0.73, its : 0.5, nutritional : 0.51, content : 0.64, and : 0, vibrant : 0.44, variations : 0.34, in : 0, the : 0.5, agricultural : 0.33, industry : 0.53, classifying : 0, based : 0.46, on : 0.56, crucial : 0, ensuring : 0.43, product : 0.44, quality : 0.44, optimizing : 0.51, sorting : 0.54, processes : 0.52, this : 0, study : 0.46, developed : 0.35, an : 0, automated : 0.5, system : 0.56, three : 0.46, main : 0, mdash : 0, red : 0, green : 0.46, yellow : 0.44, cnn : 0, method : 0.39, dataset : 0.54, consisted : 0.61, 1 : 0, 820 : 0, images : 0.44, sourced : 0.53, from : 0.65, kaggle : 0.44, data : 0.47, split : 0.46, into : 0.44, 60 : 0, training : 0.43, 40 : 0, validation : 0.42, preprocessing : 0.47, steps : 0.58, included : 0.43, resizing : 0.43, normalizing : 0.51, pixel : 0.46, values : 0.44, to : 0.56, range : 0.46, augmentation : 0.33, techniques : 0.51, such : 0, as : 0, rotation : 0.53, flipping : 0.49, brightness : 0.43, adjustments : 0.51, enhance : 0.44, diversity : 0.52, reduce : 0.44, risk : 0, overfitting : 0.6, model : 0.58, was : 0, designed : 0.43, key : 0, layers : 0.56, including : 0, pooling : 0.54, fully : 0.51, connected : 0.5, optimized : 0.61, adam : 0, algorithm : 0.5, categorical : 0.55, cross : 0.46, entropy : 0.48, loss : 0.47, function : 0.58, results : 0.44, showed : 0.56, accuracy : 0.43, 99 : 0, 9 : 0, 92 : 0, testing : 0.44, average : 0.54, processing : 0.43, time : 0.47, 64 : 0, seconds : 0.44, per : 0, image : 0.46, maximum : 0, 78 : 0, demonstrating : 0.53, s : 0, efficiency : 0.34, real : 0, applications : 0.42, k : 0, fold : 0.69, technique : 0.52, also : 0.47, employed : 0.53, ensure : 0.39, generalization : 0.49, ability : 0.44, new : 0, demonstrated : 0.54, that : 0.47, effective : 0.5, offering : 0.64, accurate : 0.46, fast : 0.65, scalable : 0.43, solution : 0.53, automating : 0.34, grading : 0, sector : 0.56, reducing : 0.43, human : 0, errors : 0.56, improving : 0.35, operational : 0.55 |
Average Result
78.09%
0.78085906731399