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A Systematic Literature Review on Optimizing Mask Detection Systems Using Convolutional Neural Networks for Public Health and Safety
COVID-19 pandemic significantly impacted public health and safety globally, necessitating strict implementation of health protocols, including mask usage. Monitoring mask compliance remains challenging, particularly in public spaces. This study conducts a systematic literature review on optimizing mask detection systems using Convolutional Neural Networks (CNN) for public health and safety. CNN demonstrates robust performance in recognizing facial patterns and accurately detecting masks, addressing challenges such as lighting variations, occlusions, and diverse facial orientations. The review highlights advancements in CNN-based architectures, dataset utilization, and real-time implementation strategies. The study utilized a dataset comprising images of individuals with and without masks, split into 80% training and 20% testing data, achieving high accuracy in identifying mask usage. Integration possibilities with access control systems, Computer Vision, and Internet of Things (IoT) technologies are explored for scalable, real-time monitoring. The findings contribute significantly to optimizing health protocol enforcement and mitigating COVID-19 transmission risks in public areas
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a systematic literature review on optimizing mask detection systems using convolutional neural networks for public health and safety covid 19 pandemic significantly impacted public health and safety globally necessitating strict implementation of health protocols including mask usage monitoring mask compliance remains challenging particularly in public spaces this study conducts a systematic literature review on optimizing mask detection systems using convolutional neural networks cnn for public health and safety cnn demonstrates robust performance in recognizing facial patterns and accurately detecting masks addressing challenges such as lighting variations occlusions and diverse facial orientations the review highlights advancements in cnn based architectures dataset utilization and real time implementation strategies the study utilized a dataset comprising images of individuals with and without masks split into 80 training and 20 testing data achieving high accuracy in identifying mask usage integration possibilities with access control systems computer vision and internet of things iot technologies are explored for scalable real time monitoring the findings contribute significantly to optimizing health protocol enforcement and mitigating covid 19 transmission risks in public areas
Jaro Winkler
| Word | TW | HV | Detail |
|---|---|---|---|
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| 24. ua | 109 words | 0.82 | a : 0, systematic : 0, literature : 0.53, review : 0, on : 0, optimizing : 0, mask : 0.58, detection : 0, systems : 0, using : 0.61, convolutional : 0, neural : 0.56, networks : 0, for : 0, public : 0.56, health : 0.56, and : 0, safety : 0.56, covid : 0, 19 : 0, pandemic : 0.54, significantly : 0, impacted : 0.54, globally : 0.54, necessitating : 0, strict : 0, implementation : 0, of : 0, protocols : 0, including : 0, usage : 0.82, monitoring : 0, compliance : 0, remains : 0.55, challenging : 0.53, particularly : 0.53, in : 0, spaces : 0.56, this : 0, study : 0, conducts : 0, cnn : 0, demonstrates : 0, robust : 0, performance : 0, recognizing : 0, facial : 0.56, patterns : 0.54, accurately : 0.57, detecting : 0, masks : 0.57, addressing : 0.53, challenges : 0.53, such : 0.58, as : 0, lighting : 0, variations : 0.53, occlusions : 0.53, diverse : 0, orientations : 0.53, the : 0, highlights : 0, advancements : 0.53, based : 0.57, architectures : 0.53, dataset : 0.55, utilization : 0.58, real : 0.58, time : 0, strategies : 0.53, utilized : 0.59, comprising : 0, images : 0.56, individuals : 0, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0.54, 20 : 0, testing : 0, data : 0.58, achieving : 0.54, high : 0, accuracy : 0.58, identifying : 0, integration : 0, possibilities : 0, access : 0.56, control : 0, computer : 0, vision : 0, internet : 0, things : 0, iot : 0, technologies : 0, are : 0, explored : 0, scalable : 0.54, findings : 0, contribute : 0, to : 0, protocol : 0, enforcement : 0, mitigating : 0.53, transmission : 0.53, risks : 0, areas : 0.57 |
| 25. compatible | 109 words | 0.9 | a : 0.7, systematic : 0.48, literature : 0.42, review : 0.42, on : 0.53, optimizing : 0.53, mask : 0.57, detection : 0.43, systems : 0.33, using : 0.43, convolutional : 0.62, neural : 0.51, networks : 0.32, for : 0.48, public : 0.51, health : 0.51, and : 0.48, safety : 0.51, covid : 0.71, 19 : 0, pandemic : 0.51, significantly : 0.44, impacted : 0.67, globally : 0.55, necessitating : 0.49, strict : 0.43, implementation : 0.57, of : 0.53, protocols : 0.53, including : 0.47, usage : 0.43, monitoring : 0.43, compliance : 0.9, remains : 0.58, challenging : 0.6, particularly : 0.56, in : 0, spaces : 0.43, this : 0.45, study : 0.43, conducts : 0.65, cnn : 0.53, demonstrates : 0.51, robust : 0.51, performance : 0.55, recognizing : 0.52, facial : 0.61, patterns : 0.56, accurately : 0.53, detecting : 0.43, masks : 0.53, addressing : 0.47, challenges : 0.64, such : 0.45, as : 0.53, lighting : 0.48, variations : 0.42, occlusions : 0.42, diverse : 0.41, orientations : 0.49, the : 0, highlights : 0.42, advancements : 0.47, based : 0.43, architectures : 0.49, dataset : 0.58, utilization : 0.36, real : 0.45, time : 0.45, strategies : 0.43, utilized : 0.56, comprising : 0.8, images : 0.51, individuals : 0.41, with : 0.45, without : 0.33, split : 0.52, into : 0.4, 80 : 0, training : 0.48, 20 : 0, testing : 0.5, data : 0.57, achieving : 0.43, high : 0, accuracy : 0.32, identifying : 0.46, integration : 0.41, possibilities : 0.6, access : 0.34, control : 0.73, computer : 0.87, vision : 0.34, internet : 0.48, things : 0.42, iot : 0.62, technologies : 0.56, are : 0.48, explored : 0.45, scalable : 0.71, findings : 0.41, contribute : 0.79, to : 0.53, protocol : 0.55, enforcement : 0.46, mitigating : 0.48, transmission : 0.49, risks : 0, areas : 0.43 |
| 26. content | 109 words | 0.84 | a : 0, systematic : 0.58, literature : 0.58, review : 0.44, on : 0.76, optimizing : 0.58, mask : 0, detection : 0.51, systems : 0.52, using : 0.45, convolutional : 0.79, neural : 0.44, networks : 0.57, for : 0.49, public : 0, health : 0.44, and : 0.49, safety : 0.37, covid : 0.65, 19 : 0, pandemic : 0.51, significantly : 0.55, impacted : 0.51, globally : 0.42, necessitating : 0.57, strict : 0.54, implementation : 0.49, of : 0.55, protocols : 0.5, including : 0.48, usage : 0.45, monitoring : 0.66, compliance : 0.66, remains : 0.43, challenging : 0.61, particularly : 0.32, in : 0.55, spaces : 0.44, this : 0, study : 0.45, conducts : 0.78, cnn : 0.69, demonstrates : 0.58, robust : 0.54, performance : 0.46, recognizing : 0.59, facial : 0.44, patterns : 0.57, accurately : 0.58, detecting : 0.51, masks : 0, addressing : 0.5, challenges : 0.52, such : 0.46, as : 0, lighting : 0.51, variations : 0.5, occlusions : 0.47, diverse : 0.43, orientations : 0.65, the : 0.49, highlights : 0.41, advancements : 0.64, based : 0.45, architectures : 0.63, dataset : 0.62, utilization : 0.49, real : 0, time : 0.46, strategies : 0.47, utilized : 0.51, comprising : 0.66, images : 0.44, individuals : 0.41, with : 0.46, without : 0.52, split : 0.45, into : 0.56, 80 : 0, training : 0.49, 20 : 0, testing : 0.52, data : 0.46, achieving : 0.59, high : 0, accuracy : 0.42, identifying : 0.52, integration : 0.65, possibilities : 0.48, access : 0.54, control : 0.83, computer : 0.75, vision : 0.44, internet : 0.78, things : 0.44, iot : 0.65, technologies : 0.54, are : 0.49, explored : 0.51, scalable : 0.51, findings : 0.51, contribute : 0.84, to : 0.55, protocol : 0.51, enforcement : 0.66, mitigating : 0.47, transmission : 0.32, risks : 0, areas : 0.45 |
| 27. ie | 109 words | 0.78 | a : 0, systematic : 0.53, literature : 0.73, review : 0.56, on : 0, optimizing : 0.53, mask : 0, detection : 0.54, systems : 0, using : 0, convolutional : 0, neural : 0.56, networks : 0.54, for : 0, public : 0, health : 0.56, and : 0, safety : 0.56, covid : 0, 19 : 0, pandemic : 0.54, significantly : 0.53, impacted : 0.59, globally : 0, necessitating : 0.53, strict : 0, implementation : 0.74, of : 0, protocols : 0, including : 0.58, usage : 0, monitoring : 0.53, compliance : 0, remains : 0.55, challenging : 0.53, particularly : 0.53, in : 0.7, spaces : 0, this : 0, study : 0, conducts : 0, cnn : 0, demonstrates : 0.53, robust : 0, performance : 0.53, recognizing : 0.53, facial : 0, patterns : 0.54, accurately : 0, detecting : 0.54, masks : 0, addressing : 0.53, challenges : 0.53, such : 0, as : 0, lighting : 0.54, variations : 0.53, occlusions : 0, diverse : 0.76, orientations : 0.72, the : 0, highlights : 0.53, advancements : 0.53, based : 0, architectures : 0.72, dataset : 0, utilization : 0.53, real : 0.58, time : 0.58, strategies : 0.53, utilized : 0.54, comprising : 0, images : 0.6, individuals : 0.58, with : 0.58, without : 0.55, split : 0, into : 0.63, 80 : 0, training : 0.54, 20 : 0, testing : 0.55, data : 0, achieving : 0.74, high : 0.58, accuracy : 0, identifying : 0.75, integration : 0.75, possibilities : 0.53, access : 0.56, control : 0, computer : 0, vision : 0.56, internet : 0.78, things : 0.56, iot : 0.65, technologies : 0.53, are : 0, explored : 0.54, scalable : 0, findings : 0.54, contribute : 0, to : 0, protocol : 0, enforcement : 0.53, mitigating : 0.53, transmission : 0, risks : 0.57, areas : 0.57 |
| 28. edge | 109 words | 0.63 | a : 0, systematic : 0.45, literature : 0.45, review : 0.61, on : 0, optimizing : 0, mask : 0, detection : 0.58, systems : 0.46, using : 0, convolutional : 0, neural : 0.47, networks : 0.46, for : 0, public : 0, health : 0.47, and : 0.53, safety : 0.47, covid : 0, 19 : 0, pandemic : 0.58, significantly : 0.44, impacted : 0.46, globally : 0.46, necessitating : 0.55, strict : 0, implementation : 0.55, of : 0, protocols : 0, including : 0, usage : 0.63, monitoring : 0, compliance : 0, remains : 0.46, challenging : 0.45, particularly : 0, in : 0, spaces : 0.47, this : 0, study : 0, conducts : 0.46, cnn : 0, demonstrates : 0.39, robust : 0, performance : 0.45, recognizing : 0.56, facial : 0, patterns : 0.46, accurately : 0.45, detecting : 0.58, masks : 0, addressing : 0.4, challenges : 0.45, such : 0, as : 0, lighting : 0.46, variations : 0, occlusions : 0, diverse : 0.6, orientations : 0.44, the : 0.53, highlights : 0.45, advancements : 0.56, based : 0.48, architectures : 0.44, dataset : 0.6, utilization : 0, real : 0.5, time : 0.5, strategies : 0.4, utilized : 0.46, comprising : 0, images : 0.61, individuals : 0.45, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0.46, data : 0.5, achieving : 0.45, high : 0.5, accuracy : 0, identifying : 0.39, integration : 0.56, possibilities : 0, access : 0.47, control : 0, computer : 0.46, vision : 0, internet : 0.58, things : 0.47, iot : 0, technologies : 0.44, are : 0.53, explored : 0.63, scalable : 0, findings : 0.46, contribute : 0, to : 0, protocol : 0, enforcement : 0.6, mitigating : 0.45, transmission : 0, risks : 0, areas : 0.48 |
| 29. name | 109 words | 0.75 | a : 0.75, systematic : 0.4, literature : 0.4, review : 0.47, on : 0.58, optimizing : 0.45, mask : 0.5, detection : 0.45, systems : 0.46, using : 0, convolutional : 0.44, neural : 0.65, networks : 0.63, for : 0, public : 0, health : 0.44, and : 0.56, safety : 0.61, covid : 0, 19 : 0, pandemic : 0.67, significantly : 0.44, impacted : 0.6, globally : 0.46, necessitating : 0.6, strict : 0, implementation : 0.55, of : 0, protocols : 0, including : 0.45, usage : 0.63, monitoring : 0.4, compliance : 0.45, remains : 0.62, challenging : 0.56, particularly : 0.44, in : 0.58, spaces : 0.61, this : 0, study : 0, conducts : 0.46, cnn : 0.53, demonstrates : 0.56, robust : 0, performance : 0.39, recognizing : 0.45, facial : 0.47, patterns : 0.58, accurately : 0.57, detecting : 0.45, masks : 0.48, addressing : 0.57, challenges : 0.57, such : 0, as : 0.58, lighting : 0, variations : 0.45, occlusions : 0, diverse : 0.46, orientations : 0.5, the : 0.53, highlights : 0, advancements : 0.61, based : 0.63, architectures : 0.55, dataset : 0.6, utilization : 0, real : 0.5, time : 0.67, strategies : 0.57, utilized : 0.46, comprising : 0.45, images : 0.64, individuals : 0.45, with : 0, without : 0, split : 0, into : 0.5, 80 : 0, training : 0.46, 20 : 0, testing : 0.46, data : 0.5, achieving : 0.57, high : 0, accuracy : 0.46, identifying : 0.39, integration : 0.56, possibilities : 0, access : 0.61, control : 0.46, computer : 0.58, vision : 0, internet : 0.58, things : 0, iot : 0, technologies : 0.39, are : 0.72, explored : 0.46, scalable : 0.46, findings : 0.46, contribute : 0.45, to : 0, protocol : 0, enforcement : 0.39, mitigating : 0.4, transmission : 0.56, risks : 0, areas : 0.63 |
| 30. viewport | 109 words | 0.7 | a : 0, systematic : 0.32, literature : 0.63, review : 0.6, on : 0, optimizing : 0.32, mask : 0, detection : 0.46, systems : 0.42, using : 0.44, convolutional : 0.42, neural : 0.53, networks : 0.67, for : 0, public : 0.43, health : 0.53, and : 0, safety : 0.53, covid : 0.55, 19 : 0, pandemic : 0.42, significantly : 0.47, impacted : 0.58, globally : 0.42, necessitating : 0.42, strict : 0.53, implementation : 0.51, of : 0, protocols : 0.41, including : 0.41, usage : 0.44, monitoring : 0.47, compliance : 0.45, remains : 0.35, challenging : 0.41, particularly : 0.44, in : 0.54, spaces : 0.36, this : 0.46, study : 0, conducts : 0.42, cnn : 0, demonstrates : 0.53, robust : 0.43, performance : 0.45, recognizing : 0.48, facial : 0.43, patterns : 0.5, accurately : 0.48, detecting : 0.49, masks : 0, addressing : 0.32, challenges : 0.41, such : 0, as : 0, lighting : 0.5, variations : 0.62, occlusions : 0.41, diverse : 0.61, orientations : 0.55, the : 0.49, highlights : 0.48, advancements : 0.54, based : 0.44, architectures : 0.44, dataset : 0.51, utilization : 0.44, real : 0.46, time : 0.58, strategies : 0.39, utilized : 0.42, comprising : 0.51, images : 0.53, individuals : 0.31, with : 0.42, without : 0.61, split : 0.55, into : 0.58, 80 : 0, training : 0.42, 20 : 0, testing : 0.35, data : 0, achieving : 0.49, high : 0.46, accuracy : 0.42, identifying : 0.55, integration : 0.59, possibilities : 0.48, access : 0.43, control : 0.35, computer : 0.47, vision : 0.7, internet : 0.67, things : 0.43, iot : 0.49, technologies : 0.47, are : 0.49, explored : 0.67, scalable : 0, findings : 0.42, contribute : 0.51, to : 0, protocol : 0.42, enforcement : 0.62, mitigating : 0.48, transmission : 0.38, risks : 0.44, areas : 0.44 |
| 31. width | 109 words | 0.95 | a : 0, systematic : 0.43, literature : 0.53, review : 0.46, on : 0, optimizing : 0.37, mask : 0, detection : 0.54, systems : 0.45, using : 0.47, convolutional : 0.43, neural : 0, networks : 0.38, for : 0, public : 0, health : 0.58, and : 0.51, safety : 0.46, covid : 0, 19 : 0, pandemic : 0.44, significantly : 0.43, impacted : 0.55, globally : 0, necessitating : 0.52, strict : 0.41, implementation : 0.51, of : 0, protocols : 0.44, including : 0.54, usage : 0, monitoring : 0.53, compliance : 0.43, remains : 0, challenging : 0.43, particularly : 0.36, in : 0.57, spaces : 0, this : 0.48, study : 0.47, conducts : 0.55, cnn : 0, demonstrates : 0.52, robust : 0.46, performance : 0, recognizing : 0, facial : 0.46, patterns : 0.44, accurately : 0.43, detecting : 0.54, masks : 0, addressing : 0.43, challenges : 0.43, such : 0.48, as : 0, lighting : 0.55, variations : 0.53, occlusions : 0, diverse : 0.4, orientations : 0.52, the : 0, highlights : 0.37, advancements : 0.43, based : 0, architectures : 0.44, dataset : 0.56, utilization : 0.36, real : 0, time : 0.48, strategies : 0.43, utilized : 0.38, comprising : 0.43, images : 0.46, individuals : 0.53, with : 0.95, without : 0.83, split : 0.47, into : 0.63, 80 : 0, training : 0.38, 20 : 0, testing : 0.45, data : 0.48, achieving : 0.37, high : 0.63, accuracy : 0, identifying : 0.62, integration : 0.53, possibilities : 0.43, access : 0, control : 0.45, computer : 0.44, vision : 0.46, internet : 0.55, things : 0.46, iot : 0.69, technologies : 0.52, are : 0, explored : 0, scalable : 0, findings : 0.55, contribute : 0.37, to : 0, protocol : 0.44, enforcement : 0, mitigating : 0.53, transmission : 0.36, risks : 0.47, areas : 0 |
| 32. device | 109 words | 0.8 | a : 0, systematic : 0.42, literature : 0.49, review : 0.78, on : 0, optimizing : 0.42, mask : 0, detection : 0.78, systems : 0.44, using : 0.46, convolutional : 0.41, neural : 0.44, networks : 0.43, for : 0, public : 0.56, health : 0.44, and : 0.5, safety : 0.44, covid : 0.58, 19 : 0, pandemic : 0.72, significantly : 0.5, impacted : 0.63, globally : 0, necessitating : 0.53, strict : 0.56, implementation : 0.46, of : 0, protocols : 0.43, including : 0.52, usage : 0.46, monitoring : 0.42, compliance : 0.49, remains : 0.54, challenging : 0.34, particularly : 0.5, in : 0, spaces : 0.56, this : 0.47, study : 0, conducts : 0.53, cnn : 0, demonstrates : 0.67, robust : 0, performance : 0.42, recognizing : 0.48, facial : 0.39, patterns : 0.43, accurately : 0.51, detecting : 0.78, masks : 0, addressing : 0.6, challenges : 0.49, such : 0.47, as : 0, lighting : 0.43, variations : 0.51, occlusions : 0.34, diverse : 0.8, orientations : 0.33, the : 0.5, highlights : 0.42, advancements : 0.65, based : 0.46, architectures : 0.47, dataset : 0.59, utilization : 0.42, real : 0.47, time : 0.44, strategies : 0.6, utilized : 0.53, comprising : 0.34, images : 0.44, individuals : 0.42, with : 0.47, without : 0.44, split : 0.46, into : 0, 80 : 0, training : 0.43, 20 : 0, testing : 0.54, data : 0.52, achieving : 0.54, high : 0.47, accuracy : 0.43, identifying : 0.42, integration : 0.34, possibilities : 0.41, access : 0.39, control : 0, computer : 0.43, vision : 0.56, internet : 0.51, things : 0.44, iot : 0, technologies : 0.58, are : 0.5, explored : 0.53, scalable : 0.53, findings : 0.36, contribute : 0.49, to : 0, protocol : 0.43, enforcement : 0.59, mitigating : 0.42, transmission : 0.42, risks : 0.46, areas : 0.46 |
| 33. initial | 109 words | 0.84 | a : 0, systematic : 0.47, literature : 0.58, review : 0.44, on : 0.55, optimizing : 0.57, mask : 0, detection : 0.5, systems : 0.43, using : 0.56, convolutional : 0.5, neural : 0.64, networks : 0.51, for : 0, public : 0.44, health : 0.44, and : 0.49, safety : 0.44, covid : 0.45, 19 : 0, pandemic : 0.51, significantly : 0.77, impacted : 0.54, globally : 0.51, necessitating : 0.63, strict : 0.37, implementation : 0.6, of : 0, protocols : 0.5, including : 0.67, usage : 0, monitoring : 0.57, compliance : 0.41, remains : 0.36, challenging : 0.4, particularly : 0.55, in : 0.81, spaces : 0, this : 0.46, study : 0.45, conducts : 0.51, cnn : 0.49, demonstrates : 0.56, robust : 0.44, performance : 0.41, recognizing : 0.57, facial : 0.64, patterns : 0.42, accurately : 0.47, detecting : 0.5, masks : 0, addressing : 0.41, challenges : 0.5, such : 0, as : 0, lighting : 0.49, variations : 0.57, occlusions : 0.33, diverse : 0.43, orientations : 0.64, the : 0, highlights : 0.47, advancements : 0.32, based : 0, architectures : 0.39, dataset : 0.52, utilization : 0.72, real : 0, time : 0.46, strategies : 0.47, utilized : 0.57, comprising : 0.5, images : 0.49, individuals : 0.84, with : 0.6, without : 0.52, split : 0.56, into : 0.78, 80 : 0, training : 0.65, 20 : 0, testing : 0.36, data : 0.6, achieving : 0.5, high : 0.46, accuracy : 0.42, identifying : 0.69, integration : 0.73, possibilities : 0.54, access : 0, control : 0.62, computer : 0.42, vision : 0.54, internet : 0.68, things : 0.54, iot : 0.69, technologies : 0.47, are : 0, explored : 0.42, scalable : 0.51, findings : 0.6, contribute : 0.47, to : 0, protocol : 0.51, enforcement : 0.41, mitigating : 0.6, transmission : 0.58, risks : 0.45, areas : 0.45 |
| 34. scale | 109 words | 0.93 | a : 0, systematic : 0.57, literature : 0.47, review : 0.46, on : 0, optimizing : 0, mask : 0.48, detection : 0.37, systems : 0.61, using : 0.47, convolutional : 0.52, neural : 0.58, networks : 0.44, for : 0, public : 0.46, health : 0.58, and : 0, safety : 0.73, covid : 0.47, 19 : 0, pandemic : 0.55, significantly : 0.48, impacted : 0.55, globally : 0.38, necessitating : 0.5, strict : 0.51, implementation : 0.51, of : 0, protocols : 0, including : 0.54, usage : 0.73, monitoring : 0, compliance : 0.52, remains : 0.45, challenging : 0.72, particularly : 0.51, in : 0, spaces : 0.77, this : 0, study : 0.52, conducts : 0.44, cnn : 0.51, demonstrates : 0.36, robust : 0, performance : 0.43, recognizing : 0.36, facial : 0.59, patterns : 0.55, accurately : 0.52, detecting : 0.37, masks : 0.47, addressing : 0.53, challenges : 0.73, such : 0.67, as : 0.57, lighting : 0.44, variations : 0.43, occlusions : 0.53, diverse : 0.45, orientations : 0.36, the : 0, highlights : 0.43, advancements : 0.51, based : 0.6, architectures : 0.5, dataset : 0.56, utilization : 0.36, real : 0.63, time : 0.48, strategies : 0.67, utilized : 0.55, comprising : 0.43, images : 0.58, individuals : 0, with : 0, without : 0, split : 0.64, into : 0, 80 : 0, training : 0.44, 20 : 0, testing : 0.45, data : 0.48, achieving : 0.53, high : 0, accuracy : 0.38, identifying : 0.43, integration : 0.36, possibilities : 0.52, access : 0.59, control : 0.45, computer : 0.55, vision : 0.46, internet : 0.44, things : 0, iot : 0, technologies : 0.45, are : 0, explored : 0.55, scalable : 0.93, findings : 0, contribute : 0.43, to : 0, protocol : 0, enforcement : 0.36, mitigating : 0.43, transmission : 0.36, risks : 0, areas : 0.47 |
| 35. 1 | 109 words | 0.85 | a : 0, systematic : 0, literature : 0, review : 0, on : 0, optimizing : 0, mask : 0, detection : 0, systems : 0, using : 0, convolutional : 0, neural : 0, networks : 0, for : 0, public : 0, health : 0, and : 0, safety : 0, covid : 0, 19 : 0.85, pandemic : 0, significantly : 0, impacted : 0, globally : 0, necessitating : 0, strict : 0, implementation : 0, of : 0, protocols : 0, including : 0, usage : 0, monitoring : 0, compliance : 0, remains : 0, challenging : 0, particularly : 0, in : 0, spaces : 0, this : 0, study : 0, conducts : 0, cnn : 0, demonstrates : 0, robust : 0, performance : 0, recognizing : 0, facial : 0, patterns : 0, accurately : 0, detecting : 0, masks : 0, addressing : 0, challenges : 0, such : 0, as : 0, lighting : 0, variations : 0, occlusions : 0, diverse : 0, orientations : 0, the : 0, highlights : 0, advancements : 0, based : 0, architectures : 0, dataset : 0, utilization : 0, real : 0, time : 0, strategies : 0, utilized : 0, comprising : 0, images : 0, individuals : 0, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0, data : 0, achieving : 0, high : 0, accuracy : 0, identifying : 0, integration : 0, possibilities : 0, access : 0, control : 0, computer : 0, vision : 0, internet : 0, things : 0, iot : 0, technologies : 0, are : 0, explored : 0, scalable : 0, findings : 0, contribute : 0, to : 0, protocol : 0, enforcement : 0, mitigating : 0, transmission : 0, risks : 0, areas : 0 |
| 36. shrink | 109 words | 0.7 | a : 0, systematic : 0.48, literature : 0.34, review : 0.56, on : 0, optimizing : 0.51, mask : 0.61, detection : 0.43, systems : 0.49, using : 0.7, convolutional : 0.33, neural : 0.44, networks : 0.53, for : 0.5, public : 0.44, health : 0.44, and : 0, safety : 0.5, covid : 0.46, 19 : 0, pandemic : 0.36, significantly : 0.62, impacted : 0.43, globally : 0, necessitating : 0.41, strict : 0.7, implementation : 0.49, of : 0, protocols : 0.43, including : 0.52, usage : 0.46, monitoring : 0.49, compliance : 0.51, remains : 0.64, challenging : 0.51, particularly : 0.5, in : 0, spaces : 0.5, this : 0.61, study : 0.51, conducts : 0.43, cnn : 0.5, demonstrates : 0.42, robust : 0.44, performance : 0.51, recognizing : 0.48, facial : 0.44, patterns : 0.53, accurately : 0.42, detecting : 0.52, masks : 0.58, addressing : 0.6, challenges : 0.51, such : 0.65, as : 0.56, lighting : 0.51, variations : 0.6, occlusions : 0.51, diverse : 0.37, orientations : 0.58, the : 0.5, highlights : 0.51, advancements : 0.42, based : 0.46, architectures : 0.47, dataset : 0, utilization : 0.42, real : 0.47, time : 0.47, strategies : 0.64, utilized : 0.43, comprising : 0.6, images : 0, individuals : 0.51, with : 0.44, without : 0.37, split : 0.62, into : 0, 80 : 0, training : 0.63, 20 : 0, testing : 0.64, data : 0, achieving : 0.61, high : 0.61, accuracy : 0.43, identifying : 0.51, integration : 0.42, possibilities : 0.5, access : 0, control : 0.37, computer : 0, vision : 0.56, internet : 0.46, things : 0.67, iot : 0, technologies : 0.5, are : 0.5, explored : 0.43, scalable : 0.49, findings : 0.53, contribute : 0.43, to : 0, protocol : 0.43, enforcement : 0.34, mitigating : 0.51, transmission : 0.5, risks : 0.7, areas : 0.46 |
| 37. to | 109 words | 1 | a : 0, systematic : 0.53, literature : 0.53, review : 0, on : 0, optimizing : 0.57, mask : 0, detection : 0.54, systems : 0, using : 0, convolutional : 0.53, neural : 0, networks : 0.75, for : 0.61, public : 0, health : 0, and : 0, safety : 0, covid : 0.57, 19 : 0, pandemic : 0, significantly : 0, impacted : 0, globally : 0.54, necessitating : 0, strict : 0.56, implementation : 0, of : 0, protocols : 0.57, including : 0, usage : 0, monitoring : 0.57, compliance : 0.53, remains : 0, challenging : 0, particularly : 0.53, in : 0, spaces : 0, this : 0.63, study : 0.57, conducts : 0.54, cnn : 0, demonstrates : 0.53, robust : 0.56, performance : 0.53, recognizing : 0.53, facial : 0, patterns : 0.54, accurately : 0, detecting : 0.54, masks : 0, addressing : 0, challenges : 0, such : 0, as : 0, lighting : 0, variations : 0, occlusions : 0.53, diverse : 0, orientations : 0.56, the : 0.65, highlights : 0, advancements : 0, based : 0, architectures : 0.53, dataset : 0.55, utilization : 0.53, real : 0, time : 0.63, strategies : 0.53, utilized : 0.54, comprising : 0.53, images : 0, individuals : 0, with : 0, without : 0.55, split : 0, into : 0, 80 : 0, training : 0.59, 20 : 0, testing : 0.59, data : 0, achieving : 0, high : 0, accuracy : 0, identifying : 0.53, integration : 0.53, possibilities : 0.53, access : 0, control : 0.55, computer : 0.54, vision : 0, internet : 0.54, things : 0.6, iot : 0.61, technologies : 0.75, are : 0, explored : 0.54, scalable : 0, findings : 0, contribute : 0.57, to : 1, protocol : 0.58, enforcement : 0.53, mitigating : 0.53, transmission : 0.58, risks : 0, areas : 0 |
| 38. fit | 109 words | 0.72 | a : 0, systematic : 0.48, literature : 0.62, review : 0.5, on : 0, optimizing : 0.46, mask : 0, detection : 0.48, systems : 0.49, using : 0.51, convolutional : 0.47, neural : 0, networks : 0.49, for : 0.6, public : 0, health : 0.5, and : 0, safety : 0.67, covid : 0, 19 : 0, pandemic : 0, significantly : 0.44, impacted : 0.64, globally : 0, necessitating : 0.61, strict : 0.5, implementation : 0.6, of : 0, protocols : 0.48, including : 0.48, usage : 0, monitoring : 0.62, compliance : 0.48, remains : 0, challenging : 0, particularly : 0.44, in : 0, spaces : 0, this : 0.53, study : 0.51, conducts : 0, cnn : 0, demonstrates : 0.47, robust : 0, performance : 0.47, recognizing : 0, facial : 0.7, patterns : 0.49, accurately : 0.48, detecting : 0.48, masks : 0, addressing : 0, challenges : 0, such : 0, as : 0, lighting : 0.64, variations : 0.62, occlusions : 0, diverse : 0.49, orientations : 0.61, the : 0, highlights : 0.48, advancements : 0, based : 0, architectures : 0.61, dataset : 0.49, utilization : 0.45, real : 0, time : 0.53, strategies : 0.48, utilized : 0.47, comprising : 0.48, images : 0.5, individuals : 0.47, with : 0.72, without : 0.65, split : 0, into : 0.72, 80 : 0, training : 0.47, 20 : 0, testing : 0.49, data : 0.53, achieving : 0.48, high : 0.53, accuracy : 0, identifying : 0.62, integration : 0.62, possibilities : 0.47, access : 0, control : 0.49, computer : 0.49, vision : 0.5, internet : 0.64, things : 0.5, iot : 0.56, technologies : 0.47, are : 0, explored : 0, scalable : 0, findings : 0.71, contribute : 0.46, to : 0, protocol : 0.49, enforcement : 0.47, mitigating : 0.62, transmission : 0.44, risks : 0.51, areas : 0 |
| 39. title | 109 words | 0.83 | a : 0, systematic : 0.53, literature : 0.73, review : 0.58, on : 0, optimizing : 0.53, mask : 0, detection : 0.53, systems : 0.56, using : 0.47, convolutional : 0.35, neural : 0.46, networks : 0.38, for : 0, public : 0.46, health : 0.41, and : 0, safety : 0.41, covid : 0, 19 : 0, pandemic : 0.44, significantly : 0.43, impacted : 0.66, globally : 0.44, necessitating : 0.44, strict : 0.58, implementation : 0.57, of : 0, protocols : 0.44, including : 0.54, usage : 0.47, monitoring : 0.37, compliance : 0.37, remains : 0, challenging : 0.53, particularly : 0.62, in : 0.57, spaces : 0.46, this : 0.67, study : 0.47, conducts : 0, cnn : 0, demonstrates : 0.36, robust : 0, performance : 0.43, recognizing : 0.43, facial : 0.58, patterns : 0.66, accurately : 0.53, detecting : 0.53, masks : 0, addressing : 0.43, challenges : 0.53, such : 0, as : 0, lighting : 0.49, variations : 0.53, occlusions : 0.43, diverse : 0.56, orientations : 0.59, the : 0.56, highlights : 0.53, advancements : 0.43, based : 0.47, architectures : 0.5, dataset : 0.56, utilization : 0.62, real : 0.48, time : 0.83, strategies : 0.63, utilized : 0.77, comprising : 0.43, images : 0.58, individuals : 0.43, with : 0.63, without : 0.4, split : 0.47, into : 0.63, 80 : 0, training : 0.6, 20 : 0, testing : 0.61, data : 0.48, achieving : 0.54, high : 0.48, accuracy : 0, identifying : 0.46, integration : 0.51, possibilities : 0.52, access : 0.46, control : 0.45, computer : 0.55, vision : 0.46, internet : 0.55, things : 0.62, iot : 0.69, technologies : 0.55, are : 0, explored : 0.55, scalable : 0.55, findings : 0.44, contribute : 0.53, to : 0.61, protocol : 0.44, enforcement : 0.43, mitigating : 0.52, transmission : 0.57, risks : 0.47, areas : 0 |
| 40. home | 109 words | 0.72 | a : 0, systematic : 0.4, literature : 0.45, review : 0.47, on : 0.58, optimizing : 0.57, mask : 0, detection : 0.45, systems : 0.46, using : 0, convolutional : 0.44, neural : 0.47, networks : 0.42, for : 0.53, public : 0, health : 0.65, and : 0, safety : 0.47, covid : 0.48, 19 : 0, pandemic : 0.42, significantly : 0, impacted : 0.58, globally : 0.46, necessitating : 0.44, strict : 0, implementation : 0.55, of : 0.58, protocols : 0.45, including : 0, usage : 0.48, monitoring : 0.4, compliance : 0.57, remains : 0.43, challenging : 0.56, particularly : 0, in : 0, spaces : 0.47, this : 0.5, study : 0, conducts : 0.46, cnn : 0, demonstrates : 0.56, robust : 0.47, performance : 0.51, recognizing : 0.39, facial : 0, patterns : 0.46, accurately : 0.45, detecting : 0.45, masks : 0, addressing : 0.45, challenges : 0.57, such : 0, as : 0, lighting : 0.46, variations : 0, occlusions : 0.45, diverse : 0.46, orientations : 0.56, the : 0.72, highlights : 0.51, advancements : 0.39, based : 0.48, architectures : 0.55, dataset : 0.46, utilization : 0, real : 0, time : 0.67, strategies : 0.45, utilized : 0.46, comprising : 0.57, images : 0.61, individuals : 0, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0.46, data : 0, achieving : 0.57, high : 0.55, accuracy : 0, identifying : 0.45, integration : 0.45, possibilities : 0.44, access : 0.47, control : 0.46, computer : 0.71, vision : 0, internet : 0.46, things : 0.47, iot : 0.53, technologies : 0.5, are : 0.53, explored : 0.42, scalable : 0, findings : 0, contribute : 0.45, to : 0.58, protocol : 0.46, enforcement : 0.39, mitigating : 0.45, transmission : 0.44, risks : 0, areas : 0.48 |
| 41. identitas | 109 words | 0.84 | a : 0, systematic : 0.55, literature : 0.55, review : 0.35, on : 0.54, optimizing : 0.43, mask : 0, detection : 0.64, systems : 0.48, using : 0.54, convolutional : 0.58, neural : 0.5, networks : 0.56, for : 0, public : 0.43, health : 0.52, and : 0.46, safety : 0.52, covid : 0.54, 19 : 0, pandemic : 0.52, significantly : 0.58, impacted : 0.54, globally : 0.41, necessitating : 0.68, strict : 0.5, implementation : 0.74, of : 0, protocols : 0.48, including : 0.6, usage : 0.44, monitoring : 0.53, compliance : 0.38, remains : 0.59, challenging : 0.54, particularly : 0.42, in : 0.77, spaces : 0.52, this : 0.45, study : 0.37, conducts : 0.56, cnn : 0.48, demonstrates : 0.74, robust : 0.43, performance : 0.47, recognizing : 0.54, facial : 0.52, patterns : 0.59, accurately : 0.31, detecting : 0.64, masks : 0, addressing : 0.53, challenges : 0.54, such : 0, as : 0, lighting : 0.52, variations : 0.59, occlusions : 0.31, diverse : 0.59, orientations : 0.81, the : 0.48, highlights : 0.53, advancements : 0.64, based : 0.37, architectures : 0.58, dataset : 0.59, utilization : 0.54, real : 0.45, time : 0.57, strategies : 0.62, utilized : 0.46, comprising : 0.47, images : 0.65, individuals : 0.71, with : 0.57, without : 0.59, split : 0.54, into : 0.72, 80 : 0, training : 0.57, 20 : 0, testing : 0.55, data : 0.57, achieving : 0.56, high : 0.45, accuracy : 0.41, identifying : 0.84, integration : 0.72, possibilities : 0.46, access : 0.52, control : 0.5, computer : 0.41, vision : 0.5, internet : 0.66, things : 0.61, iot : 0.67, technologies : 0.56, are : 0.48, explored : 0.41, scalable : 0.41, findings : 0.66, contribute : 0.61, to : 0, protocol : 0.41, enforcement : 0.54, mitigating : 0.62, transmission : 0.49, risks : 0.44, areas : 0.44 |
| 42. judul | 109 words | 0.6 | a : 0, systematic : 0, literature : 0.37, review : 0, on : 0, optimizing : 0, mask : 0, detection : 0.44, systems : 0, using : 0.47, convolutional : 0.35, neural : 0.58, networks : 0, for : 0, public : 0.58, health : 0.46, and : 0.51, safety : 0, covid : 0, 19 : 0, pandemic : 0.44, significantly : 0, impacted : 0, globally : 0.44, necessitating : 0, strict : 0, implementation : 0.42, of : 0, protocols : 0.44, including : 0.48, usage : 0.47, monitoring : 0, compliance : 0.43, remains : 0, challenging : 0.43, particularly : 0.52, in : 0, spaces : 0, this : 0, study : 0.6, conducts : 0.38, cnn : 0, demonstrates : 0.43, robust : 0.46, performance : 0, recognizing : 0, facial : 0.46, patterns : 0, accurately : 0.53, detecting : 0.44, masks : 0, addressing : 0.43, challenges : 0.43, such : 0.48, as : 0, lighting : 0, variations : 0, occlusions : 0.37, diverse : 0.45, orientations : 0, the : 0, highlights : 0.43, advancements : 0.43, based : 0, architectures : 0, dataset : 0.45, utilization : 0.53, real : 0.48, time : 0, strategies : 0, utilized : 0.55, comprising : 0, images : 0, individuals : 0.53, with : 0, without : 0.45, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0, data : 0, achieving : 0, high : 0, accuracy : 0.44, identifying : 0.43, integration : 0, possibilities : 0.43, access : 0, control : 0.45, computer : 0.44, vision : 0, internet : 0, things : 0, iot : 0, technologies : 0.43, are : 0, explored : 0.44, scalable : 0.44, findings : 0.44, contribute : 0.43, to : 0, protocol : 0.44, enforcement : 0, mitigating : 0, transmission : 0, risks : 0, areas : 0 |
| 43. description | 109 words | 0.81 | a : 0, systematic : 0.42, literature : 0.46, review : 0.48, on : 0, optimizing : 0.52, mask : 0.45, detection : 0.81, systems : 0.4, using : 0.53, convolutional : 0.55, neural : 0.51, networks : 0.48, for : 0.47, public : 0.34, health : 0.51, and : 0.47, safety : 0.48, covid : 0.46, 19 : 0, pandemic : 0.54, significantly : 0.56, impacted : 0.44, globally : 0, necessitating : 0.68, strict : 0.66, implementation : 0.55, of : 0, protocols : 0.48, including : 0.54, usage : 0.36, monitoring : 0.58, compliance : 0.5, remains : 0.48, challenging : 0.41, particularly : 0.44, in : 0, spaces : 0.42, this : 0.39, study : 0.36, conducts : 0.44, cnn : 0.47, demonstrates : 0.65, robust : 0.48, performance : 0.52, recognizing : 0.61, facial : 0.51, patterns : 0.5, accurately : 0.52, detecting : 0.75, masks : 0.43, addressing : 0.63, challenges : 0.41, such : 0.56, as : 0.53, lighting : 0.62, variations : 0.72, occlusions : 0.58, diverse : 0.66, orientations : 0.67, the : 0.47, highlights : 0.41, advancements : 0.49, based : 0.51, architectures : 0.48, dataset : 0.61, utilization : 0.57, real : 0.39, time : 0.39, strategies : 0.48, utilized : 0.48, comprising : 0.71, images : 0.51, individuals : 0.52, with : 0.45, without : 0.49, split : 0.62, into : 0, 80 : 0, training : 0.62, 20 : 0, testing : 0.56, data : 0.5, achieving : 0.57, high : 0.45, accuracy : 0.48, identifying : 0.64, integration : 0.64, possibilities : 0.47, access : 0.42, control : 0.56, computer : 0.5, vision : 0.34, internet : 0.55, things : 0.34, iot : 0, technologies : 0.48, are : 0.45, explored : 0.44, scalable : 0.48, findings : 0.44, contribute : 0.46, to : 0, protocol : 0.5, enforcement : 0.5, mitigating : 0.59, transmission : 0.63, risks : 0.46, areas : 0.46 |
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| 80. components | 109 words | 0.84 | a : 0, systematic : 0.42, literature : 0.47, review : 0.42, on : 0.73, optimizing : 0.52, mask : 0.45, detection : 0.52, systems : 0.47, using : 0.43, convolutional : 0.66, neural : 0, networks : 0.48, for : 0.48, public : 0.42, health : 0.42, and : 0.48, safety : 0.51, covid : 0.63, 19 : 0, pandemic : 0.47, significantly : 0.51, impacted : 0.54, globally : 0.41, necessitating : 0.55, strict : 0.51, implementation : 0.57, of : 0.53, protocols : 0.53, including : 0.43, usage : 0.43, monitoring : 0.57, compliance : 0.84, remains : 0.58, challenging : 0.55, particularly : 0.35, in : 0.53, spaces : 0.61, this : 0, study : 0, conducts : 0.77, cnn : 0.66, demonstrates : 0.56, robust : 0.51, performance : 0.55, recognizing : 0.59, facial : 0.42, patterns : 0.55, accurately : 0.42, detecting : 0.45, masks : 0.43, addressing : 0.37, challenges : 0.57, such : 0.45, as : 0, lighting : 0.32, variations : 0.48, occlusions : 0.5, diverse : 0.5, orientations : 0.67, the : 0.48, highlights : 0.47, advancements : 0.67, based : 0.43, architectures : 0.49, dataset : 0.5, utilization : 0.29, real : 0, time : 0.57, strategies : 0.42, utilized : 0.41, comprising : 0.81, images : 0.6, individuals : 0.46, with : 0, without : 0.5, split : 0.53, into : 0.4, 80 : 0, training : 0.48, 20 : 0, testing : 0.41, data : 0, achieving : 0.43, high : 0, accuracy : 0.41, identifying : 0.42, integration : 0.5, possibilities : 0.49, access : 0.6, control : 0.66, computer : 0.84, vision : 0.51, internet : 0.63, things : 0.51, iot : 0.48, technologies : 0.56, are : 0.48, explored : 0.45, scalable : 0.48, findings : 0.56, contribute : 0.68, to : 0.53, protocol : 0.45, enforcement : 0.58, mitigating : 0.42, transmission : 0.41, risks : 0, areas : 0.43 |
| 81. colors | 109 words | 0.75 | a : 0, systematic : 0.42, literature : 0.51, review : 0, on : 0.56, optimizing : 0.42, mask : 0, detection : 0, systems : 0.44, using : 0, convolutional : 0.66, neural : 0.44, networks : 0.63, for : 0.67, public : 0.44, health : 0.44, and : 0, safety : 0, covid : 0.66, 19 : 0, pandemic : 0, significantly : 0.41, impacted : 0, globally : 0.36, necessitating : 0.5, strict : 0.44, implementation : 0.41, of : 0.56, protocols : 0.62, including : 0.52, usage : 0, monitoring : 0.6, compliance : 0.68, remains : 0.44, challenging : 0.55, particularly : 0.42, in : 0, spaces : 0.44, this : 0.47, study : 0, conducts : 0.7, cnn : 0.55, demonstrates : 0.47, robust : 0.56, performance : 0.34, recognizing : 0.42, facial : 0.44, patterns : 0.53, accurately : 0.51, detecting : 0, masks : 0.46, addressing : 0.51, challenges : 0.64, such : 0.47, as : 0, lighting : 0.43, variations : 0.49, occlusions : 0.64, diverse : 0.54, orientations : 0.5, the : 0, highlights : 0.51, advancements : 0.42, based : 0, architectures : 0.33, dataset : 0.44, utilization : 0.42, real : 0.47, time : 0, strategies : 0.51, utilized : 0.43, comprising : 0.75, images : 0.44, individuals : 0, with : 0, without : 0.44, split : 0.46, into : 0.47, 80 : 0, training : 0.43, 20 : 0, testing : 0, data : 0, achieving : 0.43, high : 0, accuracy : 0.53, identifying : 0, integration : 0.42, possibilities : 0.47, access : 0.56, control : 0.73, computer : 0.7, vision : 0.44, internet : 0.43, things : 0.44, iot : 0.5, technologies : 0.67, are : 0, explored : 0.51, scalable : 0.53, findings : 0.43, contribute : 0.68, to : 0.56, protocol : 0.51, enforcement : 0.51, mitigating : 0, transmission : 0.5, risks : 0.46, areas : 0.46 |
| 82. body | 109 words | 0.63 | a : 0, systematic : 0.45, literature : 0, review : 0, on : 0.58, optimizing : 0.45, mask : 0, detection : 0.45, systems : 0.46, using : 0, convolutional : 0.44, neural : 0, networks : 0.46, for : 0.53, public : 0.47, health : 0, and : 0.53, safety : 0.47, covid : 0.48, 19 : 0, pandemic : 0.46, significantly : 0, impacted : 0, globally : 0.42, necessitating : 0, strict : 0, implementation : 0, of : 0.58, protocols : 0.45, including : 0.45, usage : 0, monitoring : 0.45, compliance : 0.45, remains : 0, challenging : 0, particularly : 0, in : 0, spaces : 0, this : 0, study : 0.63, conducts : 0.58, cnn : 0, demonstrates : 0.39, robust : 0.44, performance : 0.45, recognizing : 0.45, facial : 0, patterns : 0, accurately : 0, detecting : 0.45, masks : 0, addressing : 0.45, challenges : 0, such : 0, as : 0, lighting : 0, variations : 0, occlusions : 0.45, diverse : 0.46, orientations : 0.44, the : 0, highlights : 0, advancements : 0.44, based : 0.54, architectures : 0, dataset : 0.46, utilization : 0, real : 0, time : 0, strategies : 0, utilized : 0, comprising : 0.45, images : 0, individuals : 0.45, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0, data : 0, achieving : 0, high : 0, accuracy : 0, identifying : 0.56, integration : 0, possibilities : 0.38, access : 0, control : 0.46, computer : 0.46, vision : 0, internet : 0, things : 0, iot : 0.53, technologies : 0.44, are : 0, explored : 0.46, scalable : 0, findings : 0.46, contribute : 0.45, to : 0.58, protocol : 0.46, enforcement : 0.45, mitigating : 0, transmission : 0, risks : 0, areas : 0 |
| 83. class | 109 words | 0.74 | a : 0, systematic : 0.52, literature : 0.53, review : 0, on : 0, optimizing : 0, mask : 0.63, detection : 0, systems : 0.56, using : 0, convolutional : 0.57, neural : 0.46, networks : 0.44, for : 0, public : 0.46, health : 0.41, and : 0, safety : 0.46, covid : 0.52, 19 : 0, pandemic : 0.44, significantly : 0.43, impacted : 0.44, globally : 0.55, necessitating : 0.61, strict : 0, implementation : 0.42, of : 0, protocols : 0, including : 0.54, usage : 0.47, monitoring : 0, compliance : 0.67, remains : 0.56, challenging : 0.56, particularly : 0.36, in : 0, spaces : 0.58, this : 0.48, study : 0, conducts : 0.6, cnn : 0.56, demonstrates : 0.43, robust : 0.46, performance : 0, recognizing : 0.43, facial : 0.41, patterns : 0.55, accurately : 0.37, detecting : 0, masks : 0.73, addressing : 0.63, challenges : 0.57, such : 0, as : 0, lighting : 0.44, variations : 0.43, occlusions : 0.63, diverse : 0.45, orientations : 0.43, the : 0, highlights : 0.43, advancements : 0.36, based : 0.6, architectures : 0.35, dataset : 0.56, utilization : 0.53, real : 0.48, time : 0, strategies : 0.37, utilized : 0.44, comprising : 0.58, images : 0.58, individuals : 0, with : 0, without : 0, split : 0.47, into : 0, 80 : 0, training : 0.44, 20 : 0, testing : 0.45, data : 0.48, achieving : 0.37, high : 0, accuracy : 0.38, identifying : 0, integration : 0.43, possibilities : 0.52, access : 0.74, control : 0.5, computer : 0.5, vision : 0.46, internet : 0, things : 0.46, iot : 0, technologies : 0.52, are : 0, explored : 0.44, scalable : 0.64, findings : 0.44, contribute : 0.49, to : 0, protocol : 0, enforcement : 0, mitigating : 0.43, transmission : 0.62, risks : 0.6, areas : 0.6 |
| 84. boxed | 109 words | 0.76 | a : 0, systematic : 0.43, literature : 0.43, review : 0.46, on : 0.57, optimizing : 0.43, mask : 0, detection : 0.44, systems : 0.45, using : 0, convolutional : 0.43, neural : 0.46, networks : 0.38, for : 0.51, public : 0.46, health : 0.46, and : 0, safety : 0.46, covid : 0.6, 19 : 0, pandemic : 0.38, significantly : 0, impacted : 0.55, globally : 0.38, necessitating : 0.43, strict : 0, implementation : 0.42, of : 0.57, protocols : 0.44, including : 0.44, usage : 0.47, monitoring : 0.43, compliance : 0.43, remains : 0.45, challenging : 0.43, particularly : 0, in : 0, spaces : 0.46, this : 0, study : 0.47, conducts : 0.55, cnn : 0, demonstrates : 0.51, robust : 0.41, performance : 0.36, recognizing : 0.36, facial : 0, patterns : 0.44, accurately : 0.43, detecting : 0.44, masks : 0, addressing : 0.37, challenges : 0.43, such : 0, as : 0, lighting : 0, variations : 0, occlusions : 0.43, diverse : 0.45, orientations : 0.52, the : 0.51, highlights : 0, advancements : 0.36, based : 0.76, architectures : 0.43, dataset : 0.45, utilization : 0, real : 0, time : 0.48, strategies : 0.43, utilized : 0.55, comprising : 0.43, images : 0.46, individuals : 0.43, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0.45, data : 0, achieving : 0.44, high : 0, accuracy : 0, identifying : 0.36, integration : 0.43, possibilities : 0.35, access : 0.46, control : 0.45, computer : 0.55, vision : 0, internet : 0.44, things : 0, iot : 0.51, technologies : 0.36, are : 0.51, explored : 0.68, scalable : 0, findings : 0.44, contribute : 0.43, to : 0.57, protocol : 0.44, enforcement : 0.36, mitigating : 0, transmission : 0, risks : 0, areas : 0.47 |
| 85. bg | 109 words | 0.61 | a : 0, systematic : 0, literature : 0, review : 0, on : 0, optimizing : 0, mask : 0, detection : 0, systems : 0, using : 0, convolutional : 0, neural : 0, networks : 0, for : 0, public : 0.56, health : 0, and : 0, safety : 0, covid : 0, 19 : 0, pandemic : 0, significantly : 0.53, impacted : 0, globally : 0.58, necessitating : 0, strict : 0, implementation : 0, of : 0, protocols : 0, including : 0, usage : 0, monitoring : 0, compliance : 0, remains : 0, challenging : 0, particularly : 0, in : 0, spaces : 0, this : 0, study : 0, conducts : 0, cnn : 0, demonstrates : 0, robust : 0.56, performance : 0, recognizing : 0.53, facial : 0, patterns : 0, accurately : 0, detecting : 0, masks : 0, addressing : 0, challenges : 0, such : 0, as : 0, lighting : 0.54, variations : 0, occlusions : 0, diverse : 0, orientations : 0, the : 0, highlights : 0.53, advancements : 0, based : 0.61, architectures : 0, dataset : 0, utilization : 0, real : 0, time : 0, strategies : 0, utilized : 0, comprising : 0, images : 0.56, individuals : 0, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0, 20 : 0, testing : 0, data : 0, achieving : 0, high : 0.58, accuracy : 0, identifying : 0, integration : 0.53, possibilities : 0.53, access : 0, control : 0, computer : 0, vision : 0, internet : 0, things : 0, iot : 0, technologies : 0, are : 0, explored : 0, scalable : 0, findings : 0, contribute : 0, to : 0, protocol : 0, enforcement : 0, mitigating : 0.53, transmission : 0, risks : 0, areas : 0 |
| 86. this | 109 words | 1 | a : 0, systematic : 0.4, literature : 0.4, review : 0.47, on : 0, optimizing : 0.57, mask : 0.5, detection : 0.45, systems : 0.46, using : 0.48, convolutional : 0, neural : 0, networks : 0.46, for : 0, public : 0.47, health : 0.47, and : 0, safety : 0, covid : 0.48, 19 : 0, pandemic : 0, significantly : 0.38, impacted : 0.46, globally : 0, necessitating : 0.38, strict : 0.61, implementation : 0.44, of : 0, protocols : 0.45, including : 0.45, usage : 0, monitoring : 0.4, compliance : 0.45, remains : 0.46, challenging : 0.45, particularly : 0.56, in : 0, spaces : 0.47, this : 1, study : 0.48, conducts : 0, cnn : 0, demonstrates : 0.44, robust : 0.47, performance : 0, recognizing : 0.45, facial : 0.47, patterns : 0.46, accurately : 0, detecting : 0.45, masks : 0.48, addressing : 0.45, challenges : 0.45, such : 0, as : 0, lighting : 0.42, variations : 0.45, occlusions : 0.4, diverse : 0.6, orientations : 0.39, the : 0.78, highlights : 0.57, advancements : 0, based : 0.48, architectures : 0.49, dataset : 0.6, utilization : 0.56, real : 0, time : 0.7, strategies : 0.4, utilized : 0.58, comprising : 0.57, images : 0.61, individuals : 0.45, with : 0.5, without : 0.56, split : 0.48, into : 0, 80 : 0, training : 0.63, 20 : 0, testing : 0.65, data : 0, achieving : 0.57, high : 0.67, accuracy : 0, identifying : 0.39, integration : 0.39, possibilities : 0.38, access : 0.47, control : 0, computer : 0, vision : 0.61, internet : 0.42, things : 0.92, iot : 0, technologies : 0.6, are : 0, explored : 0, scalable : 0.46, findings : 0.46, contribute : 0.57, to : 0.63, protocol : 0.46, enforcement : 0, mitigating : 0.4, transmission : 0.6, risks : 0.63, areas : 0.48 |
| 87. load | 109 words | 0.71 | a : 0, systematic : 0.45, literature : 0.61, review : 0, on : 0.58, optimizing : 0.45, mask : 0.5, detection : 0.45, systems : 0, using : 0, convolutional : 0.38, neural : 0.47, networks : 0.46, for : 0.53, public : 0, health : 0.47, and : 0.53, safety : 0.47, covid : 0.63, 19 : 0, pandemic : 0.58, significantly : 0, impacted : 0.46, globally : 0.71, necessitating : 0, strict : 0, implementation : 0.44, of : 0.58, protocols : 0.45, including : 0.57, usage : 0.48, monitoring : 0.45, compliance : 0.57, remains : 0.46, challenging : 0.39, particularly : 0.44, in : 0, spaces : 0.47, this : 0, study : 0.48, conducts : 0.58, cnn : 0, demonstrates : 0.39, robust : 0.47, performance : 0.45, recognizing : 0.45, facial : 0.47, patterns : 0.46, accurately : 0.45, detecting : 0.45, masks : 0.48, addressing : 0.57, challenges : 0.4, such : 0, as : 0, lighting : 0.51, variations : 0.45, occlusions : 0.4, diverse : 0, orientations : 0.56, the : 0, highlights : 0.45, advancements : 0.56, based : 0.63, architectures : 0.44, dataset : 0.46, utilization : 0.56, real : 0.5, time : 0, strategies : 0.45, utilized : 0.46, comprising : 0.45, images : 0.47, individuals : 0.45, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0.46, 20 : 0, testing : 0, data : 0.5, achieving : 0.45, high : 0, accuracy : 0.46, identifying : 0.45, integration : 0.45, possibilities : 0.44, access : 0.47, control : 0.46, computer : 0.46, vision : 0, internet : 0, things : 0, iot : 0.53, technologies : 0.44, are : 0, explored : 0.58, scalable : 0.42, findings : 0.46, contribute : 0.45, to : 0.58, protocol : 0.46, enforcement : 0.45, mitigating : 0.45, transmission : 0.44, risks : 0, areas : 0.48 |
| 88. view | 109 words | 0.76 | a : 0, systematic : 0.45, literature : 0.57, review : 0.76, on : 0, optimizing : 0.45, mask : 0, detection : 0.45, systems : 0.46, using : 0.48, convolutional : 0.44, neural : 0.47, networks : 0.58, for : 0, public : 0, health : 0.47, and : 0, safety : 0.47, covid : 0, 19 : 0, pandemic : 0.46, significantly : 0.44, impacted : 0.46, globally : 0, necessitating : 0.38, strict : 0.47, implementation : 0.55, of : 0, protocols : 0, including : 0.45, usage : 0, monitoring : 0.45, compliance : 0.45, remains : 0.46, challenging : 0.45, particularly : 0.44, in : 0.58, spaces : 0.47, this : 0.5, study : 0, conducts : 0, cnn : 0, demonstrates : 0.44, robust : 0, performance : 0.45, recognizing : 0.45, facial : 0.47, patterns : 0.46, accurately : 0, detecting : 0.45, masks : 0, addressing : 0.45, challenges : 0.45, such : 0, as : 0, lighting : 0.46, variations : 0.61, occlusions : 0, diverse : 0.62, orientations : 0.56, the : 0.53, highlights : 0.45, advancements : 0.56, based : 0.48, architectures : 0.55, dataset : 0, utilization : 0.45, real : 0.5, time : 0.67, strategies : 0.45, utilized : 0.46, comprising : 0.45, images : 0.61, individuals : 0.39, with : 0.5, without : 0.46, split : 0, into : 0.5, 80 : 0, training : 0.46, 20 : 0, testing : 0.46, data : 0, achieving : 0.57, high : 0.5, accuracy : 0, identifying : 0.56, integration : 0.56, possibilities : 0.44, access : 0.47, control : 0, computer : 0, vision : 0.69, internet : 0.58, things : 0.47, iot : 0.53, technologies : 0.44, are : 0.53, explored : 0.46, scalable : 0, findings : 0.46, contribute : 0.45, to : 0, protocol : 0, enforcement : 0.45, mitigating : 0.45, transmission : 0.44, risks : 0.48, areas : 0.48 |
| 89. inc | 109 words | 0.91 | a : 0, systematic : 0, literature : 0.48, review : 0, on : 0.61, optimizing : 0.48, mask : 0, detection : 0.48, systems : 0, using : 0, convolutional : 0.44, neural : 0.5, networks : 0.49, for : 0, public : 0, health : 0, and : 0.56, safety : 0, covid : 0, 19 : 0, pandemic : 0.49, significantly : 0.74, impacted : 0.67, globally : 0, necessitating : 0.61, strict : 0.5, implementation : 0.64, of : 0, protocols : 0.48, including : 0.84, usage : 0, monitoring : 0.46, compliance : 0.48, remains : 0, challenging : 0.47, particularly : 0.61, in : 0.91, spaces : 0.5, this : 0, study : 0, conducts : 0.47, cnn : 0.56, demonstrates : 0.47, robust : 0, performance : 0, recognizing : 0.45, facial : 0.5, patterns : 0, accurately : 0.48, detecting : 0.48, masks : 0, addressing : 0, challenges : 0.48, such : 0.53, as : 0, lighting : 0.49, variations : 0.48, occlusions : 0.48, diverse : 0.49, orientations : 0.61, the : 0, highlights : 0.48, advancements : 0.61, based : 0, architectures : 0.44, dataset : 0, utilization : 0.47, real : 0, time : 0.53, strategies : 0, utilized : 0.49, comprising : 0.48, images : 0.55, individuals : 0.69, with : 0.53, without : 0.49, split : 0, into : 0.78, 80 : 0, training : 0.64, 20 : 0, testing : 0, data : 0, achieving : 0.46, high : 0.53, accuracy : 0.49, identifying : 0.65, integration : 0.69, possibilities : 0.47, access : 0.5, control : 0.48, computer : 0.49, vision : 0.5, internet : 0.71, things : 0.67, iot : 0.6, technologies : 0.44, are : 0, explored : 0, scalable : 0.49, findings : 0.64, contribute : 0.46, to : 0, protocol : 0.49, enforcement : 0.62, mitigating : 0.48, transmission : 0.47, risks : 0.51, areas : 0 |
| 90. nav | 109 words | 0.63 | a : 0, systematic : 0, literature : 0.48, review : 0.5, on : 0, optimizing : 0, mask : 0.53, detection : 0, systems : 0, using : 0, convolutional : 0.61, neural : 0.55, networks : 0.54, for : 0, public : 0, health : 0.5, and : 0, safety : 0.5, covid : 0.51, 19 : 0, pandemic : 0.47, significantly : 0.47, impacted : 0.49, globally : 0.49, necessitating : 0.52, strict : 0, implementation : 0, of : 0, protocols : 0, including : 0.48, usage : 0.51, monitoring : 0.48, compliance : 0, remains : 0.49, challenging : 0.47, particularly : 0.47, in : 0, spaces : 0.5, this : 0, study : 0, conducts : 0.49, cnn : 0, demonstrates : 0.47, robust : 0, performance : 0, recognizing : 0, facial : 0.5, patterns : 0.49, accurately : 0.48, detecting : 0, masks : 0.51, addressing : 0.48, challenges : 0.48, such : 0, as : 0, lighting : 0, variations : 0.46, occlusions : 0, diverse : 0.49, orientations : 0.61, the : 0, highlights : 0, advancements : 0.58, based : 0.51, architectures : 0.47, dataset : 0.49, utilization : 0, real : 0.53, time : 0, strategies : 0.48, utilized : 0, comprising : 0, images : 0.5, individuals : 0.62, with : 0, without : 0, split : 0, into : 0.53, 80 : 0, training : 0.49, 20 : 0, testing : 0, data : 0.53, achieving : 0.63, high : 0, accuracy : 0.49, identifying : 0.47, integration : 0.47, possibilities : 0, access : 0.5, control : 0.49, computer : 0, vision : 0.5, internet : 0.49, things : 0, iot : 0, technologies : 0.47, are : 0, explored : 0, scalable : 0.49, findings : 0.49, contribute : 0.48, to : 0, protocol : 0, enforcement : 0.47, mitigating : 0.48, transmission : 0.44, risks : 0, areas : 0.51 |
| 91. echo | 109 words | 0.78 | a : 0, systematic : 0.45, literature : 0.45, review : 0.47, on : 0, optimizing : 0.45, mask : 0, detection : 0.57, systems : 0, using : 0, convolutional : 0.55, neural : 0.47, networks : 0.58, for : 0, public : 0, health : 0.44, and : 0, safety : 0, covid : 0.48, 19 : 0, pandemic : 0, significantly : 0, impacted : 0.46, globally : 0.46, necessitating : 0.55, strict : 0, implementation : 0.44, of : 0, protocols : 0.45, including : 0.45, usage : 0, monitoring : 0.45, compliance : 0.57, remains : 0.46, challenging : 0.56, particularly : 0.44, in : 0, spaces : 0.47, this : 0.5, study : 0, conducts : 0.58, cnn : 0.53, demonstrates : 0.56, robust : 0.47, performance : 0.56, recognizing : 0.67, facial : 0.47, patterns : 0, accurately : 0.45, detecting : 0.57, masks : 0, addressing : 0.45, challenges : 0.57, such : 0.67, as : 0, lighting : 0.46, variations : 0.45, occlusions : 0.4, diverse : 0, orientations : 0.39, the : 0.53, highlights : 0.45, advancements : 0.44, based : 0, architectures : 0.55, dataset : 0, utilization : 0, real : 0.5, time : 0, strategies : 0, utilized : 0, comprising : 0.57, images : 0, individuals : 0, with : 0.5, without : 0.6, split : 0, into : 0.5, 80 : 0, training : 0, 20 : 0, testing : 0.46, data : 0, achieving : 0.57, high : 0.5, accuracy : 0.46, identifying : 0.45, integration : 0.45, possibilities : 0.44, access : 0.47, control : 0.6, computer : 0.58, vision : 0.47, internet : 0.46, things : 0.47, iot : 0, technologies : 0.78, are : 0, explored : 0.63, scalable : 0.46, findings : 0, contribute : 0.57, to : 0, protocol : 0.46, enforcement : 0.61, mitigating : 0, transmission : 0, risks : 0, areas : 0 |
| 92. session | 109 words | 0.75 | a : 0, systematic : 0.62, literature : 0.33, review : 0.54, on : 0, optimizing : 0.5, mask : 0.46, detection : 0.67, systems : 0.57, using : 0.56, convolutional : 0.39, neural : 0.44, networks : 0.51, for : 0, public : 0.44, health : 0.44, and : 0, safety : 0.59, covid : 0.45, 19 : 0, pandemic : 0.51, significantly : 0.6, impacted : 0, globally : 0.42, necessitating : 0.63, strict : 0.59, implementation : 0.44, of : 0, protocols : 0.42, including : 0.5, usage : 0.45, monitoring : 0.41, compliance : 0.47, remains : 0.62, challenging : 0.46, particularly : 0.41, in : 0, spaces : 0.59, this : 0.43, study : 0.5, conducts : 0, cnn : 0, demonstrates : 0.47, robust : 0.44, performance : 0.57, recognizing : 0.52, facial : 0.44, patterns : 0.51, accurately : 0, detecting : 0.59, masks : 0.56, addressing : 0.74, challenges : 0.5, such : 0.52, as : 0.55, lighting : 0.51, variations : 0.58, occlusions : 0.66, diverse : 0.52, orientations : 0.55, the : 0.49, highlights : 0.41, advancements : 0.32, based : 0.56, architectures : 0.31, dataset : 0.43, utilization : 0.57, real : 0.46, time : 0.46, strategies : 0.62, utilized : 0.42, comprising : 0.57, images : 0.44, individuals : 0.41, with : 0, without : 0.43, split : 0.61, into : 0.46, 80 : 0, training : 0.51, 20 : 0, testing : 0.63, data : 0, achieving : 0.48, high : 0, accuracy : 0, identifying : 0.46, integration : 0.56, possibilities : 0.5, access : 0.64, control : 0.43, computer : 0, vision : 0.75, internet : 0.51, things : 0.37, iot : 0, technologies : 0.55, are : 0.49, explored : 0.51, scalable : 0.48, findings : 0.51, contribute : 0.41, to : 0, protocol : 0.42, enforcement : 0.57, mitigating : 0.5, transmission : 0.65, risks : 0.56, areas : 0.56 |
| 93. flashdata | 109 words | 0.74 | a : 0.7, systematic : 0.38, literature : 0.54, review : 0, on : 0, optimizing : 0, mask : 0.57, detection : 0.41, systems : 0.42, using : 0.44, convolutional : 0.41, neural : 0.43, networks : 0, for : 0.53, public : 0.43, health : 0.54, and : 0.63, safety : 0.62, covid : 0.44, 19 : 0, pandemic : 0.49, significantly : 0.5, impacted : 0.46, globally : 0.49, necessitating : 0.41, strict : 0.52, implementation : 0.4, of : 0.54, protocols : 0, including : 0.48, usage : 0.37, monitoring : 0.4, compliance : 0.47, remains : 0.5, challenging : 0.42, particularly : 0.42, in : 0, spaces : 0.35, this : 0.41, study : 0.54, conducts : 0.49, cnn : 0, demonstrates : 0.43, robust : 0.52, performance : 0.47, recognizing : 0, facial : 0.65, patterns : 0.41, accurately : 0.54, detecting : 0.41, masks : 0.54, addressing : 0.43, challenges : 0.43, such : 0.57, as : 0.74, lighting : 0.57, variations : 0.54, occlusions : 0.47, diverse : 0.42, orientations : 0.3, the : 0.48, highlights : 0.43, advancements : 0.59, based : 0.64, architectures : 0.52, dataset : 0.59, utilization : 0.54, real : 0.41, time : 0, strategies : 0.43, utilized : 0.49, comprising : 0.4, images : 0.52, individuals : 0.47, with : 0.45, without : 0.5, split : 0.53, into : 0, 80 : 0, training : 0.41, 20 : 0, testing : 0.42, data : 0.57, achieving : 0.48, high : 0.45, accuracy : 0.49, identifying : 0.47, integration : 0.47, possibilities : 0.46, access : 0.52, control : 0, computer : 0.41, vision : 0.43, internet : 0.41, things : 0.35, iot : 0, technologies : 0.3, are : 0.48, explored : 0.49, scalable : 0.56, findings : 0.54, contribute : 0.4, to : 0, protocol : 0, enforcement : 0.47, mitigating : 0.47, transmission : 0.46, risks : 0.44, areas : 0.53 |
| 94. pesen | 109 words | 0.7 | a : 0, systematic : 0.37, literature : 0.43, review : 0.58, on : 0, optimizing : 0.53, mask : 0.48, detection : 0.54, systems : 0.56, using : 0.6, convolutional : 0.43, neural : 0.46, networks : 0.44, for : 0, public : 0.51, health : 0.46, and : 0, safety : 0.41, covid : 0, 19 : 0, pandemic : 0.59, significantly : 0.52, impacted : 0.55, globally : 0, necessitating : 0.58, strict : 0.46, implementation : 0.7, of : 0, protocols : 0.49, including : 0.44, usage : 0.6, monitoring : 0.43, compliance : 0.53, remains : 0.56, challenging : 0.53, particularly : 0.49, in : 0, spaces : 0.59, this : 0.48, study : 0, conducts : 0.44, cnn : 0, demonstrates : 0.51, robust : 0.46, performance : 0.7, recognizing : 0.53, facial : 0, patterns : 0.69, accurately : 0.43, detecting : 0.64, masks : 0.47, addressing : 0.63, challenges : 0.53, such : 0, as : 0.57, lighting : 0.44, variations : 0.43, occlusions : 0.53, diverse : 0.45, orientations : 0.52, the : 0.51, highlights : 0, advancements : 0.51, based : 0.6, architectures : 0.43, dataset : 0.56, utilization : 0, real : 0.48, time : 0.48, strategies : 0.37, utilized : 0.44, comprising : 0.63, images : 0.46, individuals : 0.43, with : 0, without : 0, split : 0.47, into : 0, 80 : 0, training : 0.44, 20 : 0, testing : 0.68, data : 0, achieving : 0.54, high : 0, accuracy : 0, identifying : 0.53, integration : 0.36, possibilities : 0.57, access : 0.58, control : 0.45, computer : 0.55, vision : 0.58, internet : 0.55, things : 0.46, iot : 0, technologies : 0.52, are : 0.51, explored : 0.55, scalable : 0.44, findings : 0.44, contribute : 0.43, to : 0, protocol : 0.5, enforcement : 0.51, mitigating : 0.43, transmission : 0.36, risks : 0.47, areas : 0.47 |
| 95. unset | 109 words | 0.76 | a : 0, systematic : 0.52, literature : 0.37, review : 0.46, on : 0.57, optimizing : 0.43, mask : 0.48, detection : 0.54, systems : 0.57, using : 0.64, convolutional : 0.52, neural : 0.53, networks : 0.66, for : 0, public : 0.46, health : 0.58, and : 0.51, safety : 0.7, covid : 0, 19 : 0, pandemic : 0.55, significantly : 0.35, impacted : 0.38, globally : 0, necessitating : 0.62, strict : 0.58, implementation : 0.49, of : 0, protocols : 0.44, including : 0.44, usage : 0.76, monitoring : 0.53, compliance : 0, remains : 0.45, challenging : 0.43, particularly : 0.43, in : 0.57, spaces : 0.58, this : 0.48, study : 0, conducts : 0.55, cnn : 0.51, demonstrates : 0.59, robust : 0.58, performance : 0.43, recognizing : 0.36, facial : 0, patterns : 0.38, accurately : 0.52, detecting : 0.54, masks : 0.47, addressing : 0.37, challenges : 0.43, such : 0.48, as : 0.57, lighting : 0.44, variations : 0.43, occlusions : 0.53, diverse : 0.45, orientations : 0.51, the : 0.51, highlights : 0.43, advancements : 0.52, based : 0.6, architectures : 0.35, dataset : 0.51, utilization : 0.57, real : 0, time : 0.48, strategies : 0.52, utilized : 0.59, comprising : 0.43, images : 0.46, individuals : 0.43, with : 0, without : 0.45, split : 0.47, into : 0.48, 80 : 0, training : 0.44, 20 : 0, testing : 0.57, data : 0, achieving : 0.44, high : 0, accuracy : 0.44, identifying : 0.51, integration : 0.51, possibilities : 0.52, access : 0.41, control : 0.56, computer : 0.38, vision : 0.46, internet : 0.55, things : 0.46, iot : 0, technologies : 0.51, are : 0.51, explored : 0.44, scalable : 0.44, findings : 0.44, contribute : 0.53, to : 0, protocol : 0.44, enforcement : 0.36, mitigating : 0.43, transmission : 0.45, risks : 0.47, areas : 0.47 |
| 96. form | 109 words | 0.94 | a : 0, systematic : 0.45, literature : 0.45, review : 0.47, on : 0.58, optimizing : 0.57, mask : 0, detection : 0, systems : 0.46, using : 0, convolutional : 0.44, neural : 0.47, networks : 0.58, for : 0.94, public : 0, health : 0, and : 0, safety : 0.47, covid : 0.48, 19 : 0, pandemic : 0.46, significantly : 0.44, impacted : 0.46, globally : 0.46, necessitating : 0, strict : 0.47, implementation : 0.44, of : 0.67, protocols : 0.41, including : 0, usage : 0, monitoring : 0.52, compliance : 0.57, remains : 0.6, challenging : 0, particularly : 0.44, in : 0, spaces : 0, this : 0, study : 0, conducts : 0.46, cnn : 0, demonstrates : 0.5, robust : 0.44, performance : 0.66, recognizing : 0.39, facial : 0.52, patterns : 0.46, accurately : 0.45, detecting : 0, masks : 0, addressing : 0.45, challenges : 0, such : 0, as : 0, lighting : 0, variations : 0.45, occlusions : 0.45, diverse : 0.46, orientations : 0.56, the : 0, highlights : 0, advancements : 0.44, based : 0, architectures : 0.44, dataset : 0, utilization : 0, real : 0, time : 0.5, strategies : 0.45, utilized : 0, comprising : 0.57, images : 0.47, individuals : 0, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0.46, 20 : 0, testing : 0, data : 0, achieving : 0, high : 0, accuracy : 0.46, identifying : 0, integration : 0.45, possibilities : 0.44, access : 0, control : 0.6, computer : 0.58, vision : 0, internet : 0.46, things : 0, iot : 0.53, technologies : 0.44, are : 0.53, explored : 0.58, scalable : 0, findings : 0.51, contribute : 0.57, to : 0.58, protocol : 0.42, enforcement : 0.79, mitigating : 0.45, transmission : 0.56, risks : 0, areas : 0.48 |
| 97. method | 109 words | 0.67 | a : 0, systematic : 0.34, literature : 0.34, review : 0.44, on : 0, optimizing : 0.49, mask : 0.52, detection : 0.61, systems : 0.44, using : 0, convolutional : 0.33, neural : 0.44, networks : 0.63, for : 0, public : 0, health : 0.67, and : 0, safety : 0.56, covid : 0.46, 19 : 0, pandemic : 0.36, significantly : 0, impacted : 0.63, globally : 0.43, necessitating : 0.5, strict : 0.44, implementation : 0.57, of : 0, protocols : 0.35, including : 0.43, usage : 0, monitoring : 0.54, compliance : 0.34, remains : 0.37, challenging : 0.34, particularly : 0.42, in : 0, spaces : 0, this : 0.61, study : 0.58, conducts : 0.53, cnn : 0, demonstrates : 0.65, robust : 0, performance : 0.51, recognizing : 0.51, facial : 0, patterns : 0.36, accurately : 0.42, detecting : 0.52, masks : 0.51, addressing : 0.34, challenges : 0.34, such : 0.47, as : 0, lighting : 0.36, variations : 0.51, occlusions : 0.42, diverse : 0.44, orientations : 0.42, the : 0.67, highlights : 0.42, advancements : 0.33, based : 0.58, architectures : 0.47, dataset : 0.44, utilization : 0.42, real : 0.47, time : 0.58, strategies : 0.34, utilized : 0.53, comprising : 0.34, images : 0.44, individuals : 0.42, with : 0.61, without : 0.64, split : 0.46, into : 0.61, 80 : 0, training : 0.43, 20 : 0, testing : 0.37, data : 0.47, achieving : 0.35, high : 0.47, accuracy : 0, identifying : 0.42, integration : 0.34, possibilities : 0.41, access : 0.44, control : 0.54, computer : 0.46, vision : 0.44, internet : 0.36, things : 0.56, iot : 0.5, technologies : 0.58, are : 0.5, explored : 0.63, scalable : 0, findings : 0.43, contribute : 0.34, to : 0.56, protocol : 0.36, enforcement : 0.51, mitigating : 0.56, transmission : 0.33, risks : 0, areas : 0.46 |
| 98. post | 109 words | 0.76 | a : 0, systematic : 0.57, literature : 0.45, review : 0, on : 0.58, optimizing : 0.57, mask : 0.5, detection : 0.45, systems : 0.6, using : 0.48, convolutional : 0.55, neural : 0, networks : 0.42, for : 0.53, public : 0.52, health : 0.47, and : 0, safety : 0.61, covid : 0.48, 19 : 0, pandemic : 0.51, significantly : 0.44, impacted : 0.58, globally : 0.46, necessitating : 0.55, strict : 0.61, implementation : 0.55, of : 0.58, protocols : 0.72, including : 0, usage : 0.48, monitoring : 0.57, compliance : 0.4, remains : 0, challenging : 0, particularly : 0.6, in : 0, spaces : 0.44, this : 0.5, study : 0, conducts : 0.58, cnn : 0, demonstrates : 0.67, robust : 0.75, performance : 0.6, recognizing : 0.45, facial : 0, patterns : 0.63, accurately : 0.45, detecting : 0.45, masks : 0.48, addressing : 0.45, challenges : 0, such : 0, as : 0.58, lighting : 0.46, variations : 0.45, occlusions : 0.57, diverse : 0, orientations : 0.56, the : 0, highlights : 0, advancements : 0, based : 0.48, architectures : 0.44, dataset : 0.43, utilization : 0.45, real : 0, time : 0, strategies : 0.57, utilized : 0.46, comprising : 0.57, images : 0, individuals : 0, with : 0.5, without : 0.46, split : 0.63, into : 0.5, 80 : 0, training : 0.46, 20 : 0, testing : 0.6, data : 0.5, achieving : 0, high : 0, accuracy : 0, identifying : 0.45, integration : 0.45, possibilities : 0.76, access : 0.47, control : 0.6, computer : 0.6, vision : 0.47, internet : 0.46, things : 0, iot : 0.72, technologies : 0.39, are : 0, explored : 0.58, scalable : 0.46, findings : 0, contribute : 0.57, to : 0.58, protocol : 0.74, enforcement : 0.45, mitigating : 0.45, transmission : 0.39, risks : 0.48, areas : 0 |
| 99. action | 109 words | 0.76 | a : 0.75, systematic : 0.42, literature : 0.34, review : 0.44, on : 0, optimizing : 0.56, mask : 0.47, detection : 0.73, systems : 0.44, using : 0.58, convolutional : 0.61, neural : 0, networks : 0.53, for : 0, public : 0.44, health : 0.56, and : 0.55, safety : 0.56, covid : 0.58, 19 : 0, pandemic : 0.51, significantly : 0.5, impacted : 0.56, globally : 0.43, necessitating : 0.53, strict : 0.56, implementation : 0.4, of : 0, protocols : 0.35, including : 0.5, usage : 0.46, monitoring : 0.52, compliance : 0.61, remains : 0.54, challenging : 0.48, particularly : 0.54, in : 0, spaces : 0.56, this : 0.61, study : 0.46, conducts : 0.63, cnn : 0.5, demonstrates : 0.42, robust : 0, performance : 0.51, recognizing : 0.55, facial : 0.67, patterns : 0.63, accurately : 0.68, detecting : 0.62, masks : 0.46, addressing : 0.64, challenges : 0.49, such : 0.47, as : 0.6, lighting : 0.51, variations : 0.71, occlusions : 0.56, diverse : 0.44, orientations : 0.54, the : 0.5, highlights : 0.42, advancements : 0.52, based : 0.46, architectures : 0.62, dataset : 0.54, utilization : 0.51, real : 0.47, time : 0.61, strategies : 0.49, utilized : 0.53, comprising : 0.61, images : 0.44, individuals : 0.51, with : 0.44, without : 0.53, split : 0.41, into : 0.61, 80 : 0, training : 0.64, 20 : 0, testing : 0.64, data : 0.61, achieving : 0.76, high : 0.47, accuracy : 0.62, identifying : 0.42, integration : 0.42, possibilities : 0.33, access : 0.64, control : 0.64, computer : 0.51, vision : 0.67, internet : 0.51, things : 0.67, iot : 0.5, technologies : 0.5, are : 0.55, explored : 0.43, scalable : 0.36, findings : 0.53, contribute : 0.64, to : 0.56, protocol : 0.36, enforcement : 0.48, mitigating : 0.49, transmission : 0.5, risks : 0.46, areas : 0.51 |
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Average Result
75.71%
0.75706097788065