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
| Word | TW | HV | Detail |
|---|---|---|---|
| 1. status | 109 words | 0.82 | a : 0.72, systematic : 0.68, literature : 0.69, review : 0, on : 0, optimizing : 0.42, mask : 0.44, detection : 0.52, systems : 0.68, using : 0.46, convolutional : 0.33, neural : 0.39, networks : 0.53, for : 0, public : 0, health : 0.56, and : 0.5, safety : 0.7, covid : 0, 19 : 0, pandemic : 0.43, significantly : 0.47, impacted : 0.53, globally : 0.43, necessitating : 0.47, strict : 0.73, implementation : 0.41, of : 0, protocols : 0.52, including : 0.43, usage : 0.58, monitoring : 0.42, compliance : 0.42, remains : 0.54, challenging : 0.42, particularly : 0.47, in : 0, spaces : 0.7, this : 0.61, study : 0.76, conducts : 0.51, cnn : 0, demonstrates : 0.5, robust : 0.5, performance : 0, recognizing : 0, facial : 0.44, patterns : 0.64, accurately : 0.49, detecting : 0.52, masks : 0.59, addressing : 0.51, challenges : 0.51, such : 0.52, as : 0.61, lighting : 0.43, variations : 0.49, occlusions : 0.51, diverse : 0.44, orientations : 0.58, the : 0.5, highlights : 0.42, advancements : 0.42, based : 0.41, architectures : 0.57, dataset : 0.53, utilization : 0.51, real : 0.47, time : 0.47, strategies : 0.82, utilized : 0.43, comprising : 0.42, images : 0.56, individuals : 0.42, with : 0.47, without : 0.54, split : 0.62, into : 0.47, 80 : 0, training : 0.53, 20 : 0, testing : 0.53, data : 0.44, achieving : 0.43, high : 0, accuracy : 0.53, identifying : 0.42, integration : 0.59, possibilities : 0.5, access : 0.56, control : 0.44, computer : 0.36, vision : 0.44, internet : 0.43, things : 0.56, iot : 0.5, technologies : 0.42, are : 0.5, explored : 0, scalable : 0.58, findings : 0.43, contribute : 0.51, to : 0.56, protocol : 0.43, enforcement : 0, mitigating : 0.6, transmission : 0.54, risks : 0.58, areas : 0.58 |
| 2. gizi | 109 words | 0.61 | a : 0, systematic : 0, literature : 0.45, review : 0.47, on : 0, optimizing : 0.57, mask : 0, detection : 0.45, systems : 0, using : 0.48, convolutional : 0.44, neural : 0, networks : 0, for : 0, public : 0.47, health : 0, and : 0, safety : 0, covid : 0.48, 19 : 0, pandemic : 0.46, significantly : 0.55, impacted : 0.46, globally : 0.51, necessitating : 0.44, strict : 0.47, implementation : 0.44, of : 0, protocols : 0, including : 0.57, usage : 0, monitoring : 0.57, compliance : 0.45, remains : 0.46, challenging : 0, particularly : 0.44, in : 0.58, spaces : 0, this : 0.5, study : 0, conducts : 0, cnn : 0, demonstrates : 0, robust : 0, performance : 0, recognizing : 0.56, facial : 0.47, patterns : 0, accurately : 0, detecting : 0.45, masks : 0, addressing : 0.45, challenges : 0, such : 0, as : 0, lighting : 0.6, variations : 0.57, occlusions : 0.45, diverse : 0.46, orientations : 0.56, the : 0, highlights : 0.57, advancements : 0, based : 0, architectures : 0.44, dataset : 0, utilization : 0.56, real : 0, time : 0.5, strategies : 0.45, utilized : 0.6, comprising : 0.57, images : 0.47, individuals : 0.56, with : 0.5, without : 0.46, split : 0.48, into : 0.5, 80 : 0, training : 0.58, 20 : 0, testing : 0.46, data : 0, achieving : 0.57, high : 0.5, accuracy : 0, identifying : 0.56, integration : 0.39, possibilities : 0.55, access : 0, control : 0, computer : 0, vision : 0.61, internet : 0.46, things : 0.47, iot : 0.53, technologies : 0, are : 0, explored : 0, scalable : 0, findings : 0.58, contribute : 0.45, to : 0, protocol : 0, enforcement : 0, mitigating : 0.57, transmission : 0.44, risks : 0.48, areas : 0 |
| 3. mahsiswa | 109 words | 0.81 | a : 0.71, systematic : 0.51, literature : 0.32, review : 0.53, on : 0, optimizing : 0.32, mask : 0.77, detection : 0.41, systems : 0.51, using : 0.55, convolutional : 0.47, neural : 0.43, networks : 0.33, for : 0, public : 0.43, health : 0.36, and : 0.49, safety : 0.36, covid : 0.44, 19 : 0, pandemic : 0.5, significantly : 0.54, impacted : 0.5, globally : 0.42, necessitating : 0.52, strict : 0.53, implementation : 0.42, of : 0, protocols : 0.41, including : 0.41, usage : 0.38, monitoring : 0.54, compliance : 0.56, remains : 0.61, challenging : 0.44, particularly : 0.54, in : 0, spaces : 0.51, this : 0.6, study : 0.44, conducts : 0.42, cnn : 0, demonstrates : 0.54, robust : 0.43, performance : 0.41, recognizing : 0.41, facial : 0.63, patterns : 0.5, accurately : 0.48, detecting : 0.41, masks : 0.81, addressing : 0.55, challenges : 0.45, such : 0.42, as : 0.75, lighting : 0.33, variations : 0.55, occlusions : 0.56, diverse : 0.35, orientations : 0.31, the : 0.49, highlights : 0.56, advancements : 0.47, based : 0.55, architectures : 0.54, dataset : 0.51, utilization : 0.48, real : 0.46, time : 0.42, strategies : 0.55, utilized : 0.42, comprising : 0.45, images : 0.63, individuals : 0.48, with : 0.42, without : 0.35, split : 0.55, into : 0, 80 : 0, training : 0.5, 20 : 0, testing : 0.51, data : 0.46, achieving : 0.57, high : 0.58, accuracy : 0.5, identifying : 0.41, integration : 0.48, possibilities : 0.42, access : 0.63, control : 0, computer : 0.42, vision : 0.36, internet : 0, things : 0.51, iot : 0, technologies : 0.47, are : 0.49, explored : 0, scalable : 0.47, findings : 0.5, contribute : 0.41, to : 0, protocol : 0, enforcement : 0, mitigating : 0.5, transmission : 0.58, risks : 0.55, areas : 0.55 |
| 4. program | 109 words | 0.77 | a : 0, systematic : 0.33, literature : 0.47, review : 0.44, on : 0.55, optimizing : 0.47, mask : 0, detection : 0, systems : 0.43, using : 0.45, convolutional : 0.41, neural : 0.54, networks : 0.51, for : 0.48, public : 0.49, health : 0, and : 0, safety : 0, covid : 0.45, 19 : 0, pandemic : 0.56, significantly : 0.48, impacted : 0.51, globally : 0.49, necessitating : 0.41, strict : 0.44, implementation : 0.38, of : 0.55, protocols : 0.71, including : 0, usage : 0.45, monitoring : 0.5, compliance : 0.49, remains : 0.52, challenging : 0.32, particularly : 0.6, in : 0, spaces : 0.44, this : 0, study : 0, conducts : 0.42, cnn : 0, demonstrates : 0.47, robust : 0.54, performance : 0.77, recognizing : 0.57, facial : 0.44, patterns : 0.56, accurately : 0.5, detecting : 0, masks : 0, addressing : 0.41, challenges : 0.33, such : 0, as : 0, lighting : 0.42, variations : 0.33, occlusions : 0.41, diverse : 0.43, orientations : 0.45, the : 0, highlights : 0.41, advancements : 0.48, based : 0, architectures : 0.31, dataset : 0.43, utilization : 0.41, real : 0.46, time : 0, strategies : 0.47, utilized : 0, comprising : 0.49, images : 0.44, individuals : 0.41, with : 0, without : 0.43, split : 0.45, into : 0.46, 80 : 0, training : 0.51, 20 : 0, testing : 0, data : 0.46, achieving : 0, high : 0.46, accuracy : 0.51, identifying : 0, integration : 0.46, possibilities : 0.53, access : 0, control : 0.52, computer : 0.49, vision : 0.44, internet : 0.42, things : 0.44, iot : 0.49, technologies : 0.48, are : 0.49, explored : 0.6, scalable : 0.42, findings : 0.42, contribute : 0.33, to : 0.55, protocol : 0.72, enforcement : 0.46, mitigating : 0.5, transmission : 0.56, risks : 0.45, areas : 0.56 |
| 5. studi | 109 words | 0.92 | a : 0, systematic : 0.67, literature : 0.37, review : 0.46, on : 0, optimizing : 0.53, mask : 0, detection : 0.53, systems : 0.61, using : 0.47, convolutional : 0.52, neural : 0.46, networks : 0.44, for : 0, public : 0.58, health : 0, and : 0.51, safety : 0.51, covid : 0.43, 19 : 0, pandemic : 0.55, significantly : 0.57, impacted : 0, globally : 0, necessitating : 0.52, strict : 0.76, implementation : 0.42, of : 0, protocols : 0.44, including : 0.64, usage : 0.47, monitoring : 0.37, compliance : 0.43, remains : 0.45, challenging : 0.43, particularly : 0.51, in : 0, spaces : 0.51, this : 0.48, study : 0.92, conducts : 0.38, cnn : 0, demonstrates : 0.45, robust : 0.46, performance : 0, recognizing : 0.43, facial : 0.46, patterns : 0.44, accurately : 0.43, detecting : 0.53, masks : 0, addressing : 0.53, challenges : 0, such : 0.67, as : 0.57, lighting : 0.38, variations : 0.37, occlusions : 0.53, diverse : 0, orientations : 0.36, the : 0.51, highlights : 0.43, advancements : 0.43, based : 0.47, architectures : 0.35, dataset : 0.45, utilization : 0.51, real : 0, time : 0.48, strategies : 0.71, utilized : 0.55, comprising : 0.43, images : 0, individuals : 0.36, with : 0.48, without : 0.45, split : 0.64, into : 0.48, 80 : 0, training : 0.55, 20 : 0, testing : 0.57, data : 0.48, achieving : 0.44, high : 0, accuracy : 0.44, identifying : 0.51, integration : 0.36, possibilities : 0.52, access : 0, control : 0.45, computer : 0.44, vision : 0.58, internet : 0.44, things : 0.58, iot : 0.51, technologies : 0.52, are : 0, explored : 0, scalable : 0.5, findings : 0.38, contribute : 0.53, to : 0.57, protocol : 0.44, enforcement : 0, mitigating : 0.37, transmission : 0.51, risks : 0, areas : 0 |
| 6. penndidikan | 109 words | 0.66 | a : 0, systematic : 0.41, literature : 0.41, review : 0.51, on : 0.53, optimizing : 0.59, mask : 0, detection : 0.52, systems : 0.41, using : 0.36, convolutional : 0.47, neural : 0.34, networks : 0.44, for : 0, public : 0.55, health : 0.42, and : 0.62, safety : 0.42, covid : 0.36, 19 : 0, pandemic : 0.63, significantly : 0.55, impacted : 0.48, globally : 0, necessitating : 0.56, strict : 0.42, implementation : 0.57, of : 0, protocols : 0.46, including : 0.48, usage : 0.43, monitoring : 0.59, compliance : 0.46, remains : 0.46, challenging : 0.58, particularly : 0.56, in : 0.53, spaces : 0.51, this : 0.45, study : 0.43, conducts : 0.48, cnn : 0.62, demonstrates : 0.44, robust : 0, performance : 0.66, recognizing : 0.64, facial : 0.42, patterns : 0.59, accurately : 0.4, detecting : 0.44, masks : 0, addressing : 0.55, challenges : 0.46, such : 0, as : 0, lighting : 0.44, variations : 0.52, occlusions : 0.46, diverse : 0.4, orientations : 0.54, the : 0.47, highlights : 0.46, advancements : 0.48, based : 0.53, architectures : 0.28, dataset : 0.32, utilization : 0.58, real : 0.45, time : 0.39, strategies : 0.46, utilized : 0.44, comprising : 0.59, images : 0.42, individuals : 0.64, with : 0.45, without : 0.41, split : 0.53, into : 0.45, 80 : 0, training : 0.54, 20 : 0, testing : 0.46, data : 0.45, achieving : 0.48, high : 0.45, accuracy : 0.41, identifying : 0.61, integration : 0.5, possibilities : 0.55, access : 0.42, control : 0.41, computer : 0.41, vision : 0.48, internet : 0.44, things : 0.34, iot : 0, technologies : 0.51, are : 0.47, explored : 0.44, scalable : 0, findings : 0.63, contribute : 0.46, to : 0, protocol : 0.46, enforcement : 0.52, mitigating : 0.59, transmission : 0.57, risks : 0.43, areas : 0.43 |
| 7. jasmani | 109 words | 0.76 | a : 0.71, systematic : 0.66, literature : 0.41, review : 0, on : 0, optimizing : 0.41, mask : 0.6, detection : 0.34, systems : 0.52, using : 0.56, convolutional : 0.48, neural : 0.44, networks : 0, for : 0, public : 0.44, health : 0.44, and : 0.49, safety : 0.37, covid : 0, 19 : 0, pandemic : 0.61, significantly : 0.54, impacted : 0.35, globally : 0.42, necessitating : 0.46, strict : 0.44, implementation : 0.49, of : 0, protocols : 0, including : 0.34, usage : 0.4, monitoring : 0.58, compliance : 0.53, remains : 0.55, challenging : 0.57, particularly : 0.45, in : 0, spaces : 0.37, this : 0.46, study : 0.45, conducts : 0.42, cnn : 0, demonstrates : 0.47, robust : 0.44, performance : 0.57, recognizing : 0.49, facial : 0.54, patterns : 0.51, accurately : 0.5, detecting : 0.34, masks : 0.56, addressing : 0.57, challenges : 0.5, such : 0.46, as : 0.76, lighting : 0.35, variations : 0.53, occlusions : 0.47, diverse : 0, orientations : 0.45, the : 0, highlights : 0.41, advancements : 0.51, based : 0.56, architectures : 0.48, dataset : 0.51, utilization : 0.32, real : 0.46, time : 0.46, strategies : 0.47, utilized : 0.42, comprising : 0.49, images : 0.37, individuals : 0.4, with : 0, without : 0, split : 0.45, into : 0, 80 : 0, training : 0.49, 20 : 0, testing : 0.51, data : 0.6, achieving : 0.48, high : 0, accuracy : 0.51, identifying : 0.49, integration : 0.46, possibilities : 0.48, access : 0.54, control : 0, computer : 0.42, vision : 0.54, internet : 0.42, things : 0.44, iot : 0, technologies : 0.48, are : 0.49, explored : 0, scalable : 0.49, findings : 0.51, contribute : 0.5, to : 0, protocol : 0, enforcement : 0.32, mitigating : 0.49, transmission : 0.61, risks : 0.45, areas : 0.57 |
| 8. kesehatan | 109 words | 0.67 | a : 0, systematic : 0.45, literature : 0.38, review : 0.52, on : 0, optimizing : 0.47, mask : 0.41, detection : 0.63, systems : 0.42, using : 0.44, convolutional : 0.41, neural : 0.52, networks : 0.41, for : 0, public : 0, health : 0.58, and : 0, safety : 0.5, covid : 0, 19 : 0, pandemic : 0.41, significantly : 0.46, impacted : 0.4, globally : 0.41, necessitating : 0.6, strict : 0.52, implementation : 0.57, of : 0, protocols : 0.41, including : 0.41, usage : 0.48, monitoring : 0.47, compliance : 0.47, remains : 0.59, challenging : 0.48, particularly : 0.53, in : 0, spaces : 0.44, this : 0.41, study : 0.44, conducts : 0.41, cnn : 0, demonstrates : 0.56, robust : 0.52, performance : 0.54, recognizing : 0.47, facial : 0.43, patterns : 0.46, accurately : 0.38, detecting : 0.63, masks : 0.37, addressing : 0.54, challenges : 0.49, such : 0.57, as : 0.54, lighting : 0.57, variations : 0.53, occlusions : 0.47, diverse : 0.59, orientations : 0.51, the : 0.46, highlights : 0.47, advancements : 0.56, based : 0.37, architectures : 0.46, dataset : 0.55, utilization : 0.54, real : 0.57, time : 0.45, strategies : 0.45, utilized : 0.41, comprising : 0.47, images : 0.44, individuals : 0.4, with : 0.45, without : 0.5, split : 0.54, into : 0, 80 : 0, training : 0.49, 20 : 0, testing : 0.67, data : 0.45, achieving : 0.44, high : 0.45, accuracy : 0.41, identifying : 0.54, integration : 0.48, possibilities : 0.46, access : 0.52, control : 0.42, computer : 0.32, vision : 0.52, internet : 0.52, things : 0.35, iot : 0, technologies : 0.53, are : 0.48, explored : 0.49, scalable : 0.57, findings : 0.41, contribute : 0.4, to : 0, protocol : 0.41, enforcement : 0.52, mitigating : 0.43, transmission : 0.36, risks : 0.37, areas : 0.53 |
| 9. rekreasi | 109 words | 0.77 | a : 0, systematic : 0.51, literature : 0.45, review : 0.7, on : 0, optimizing : 0.41, mask : 0.46, detection : 0.57, systems : 0.51, using : 0, convolutional : 0.4, neural : 0.51, networks : 0.58, for : 0.49, public : 0.43, health : 0.53, and : 0, safety : 0.43, covid : 0, 19 : 0, pandemic : 0.5, significantly : 0.3, impacted : 0.33, globally : 0.42, necessitating : 0.57, strict : 0.43, implementation : 0.6, of : 0, protocols : 0.49, including : 0.41, usage : 0.38, monitoring : 0.32, compliance : 0.32, remains : 0.77, challenging : 0.44, particularly : 0.43, in : 0, spaces : 0.51, this : 0.46, study : 0, conducts : 0.42, cnn : 0, demonstrates : 0.49, robust : 0.58, performance : 0.54, recognizing : 0.64, facial : 0.43, patterns : 0.58, accurately : 0.45, detecting : 0.57, masks : 0.55, addressing : 0.63, challenges : 0.55, such : 0, as : 0, lighting : 0.42, variations : 0.47, occlusions : 0.48, diverse : 0.61, orientations : 0.55, the : 0.49, highlights : 0.32, advancements : 0.53, based : 0.44, architectures : 0.44, dataset : 0.43, utilization : 0.31, real : 0.77, time : 0.46, strategies : 0.67, utilized : 0.33, comprising : 0.45, images : 0.51, individuals : 0.38, with : 0, without : 0, split : 0, into : 0, 80 : 0, training : 0.58, 20 : 0, testing : 0.51, data : 0.46, achieving : 0.49, high : 0, accuracy : 0.5, identifying : 0.48, integration : 0.62, possibilities : 0.47, access : 0.53, control : 0.42, computer : 0.42, vision : 0, internet : 0.58, things : 0.43, iot : 0, technologies : 0.43, are : 0.64, explored : 0.58, scalable : 0.33, findings : 0.33, contribute : 0.48, to : 0, protocol : 0.42, enforcement : 0.44, mitigating : 0.32, transmission : 0.61, risks : 0.69, areas : 0.77 |
| 10. universitas | 109 words | 0.72 | a : 0, systematic : 0.52, literature : 0.58, review : 0.48, on : 0.53, optimizing : 0.46, mask : 0.45, detection : 0.37, systems : 0.46, using : 0.56, convolutional : 0.55, neural : 0.55, networks : 0.62, for : 0.47, public : 0.51, health : 0.51, and : 0.47, safety : 0.51, covid : 0.36, 19 : 0, pandemic : 0.44, significantly : 0.48, impacted : 0.44, globally : 0, necessitating : 0.72, strict : 0.48, implementation : 0.49, of : 0, protocols : 0.47, including : 0.52, usage : 0.57, monitoring : 0.55, compliance : 0.46, remains : 0.56, challenging : 0.45, particularly : 0.44, in : 0.56, spaces : 0.51, this : 0.56, study : 0.43, conducts : 0.45, cnn : 0.47, demonstrates : 0.62, robust : 0.59, performance : 0.52, recognizing : 0.45, facial : 0.42, patterns : 0.55, accurately : 0.55, detecting : 0.37, masks : 0.43, addressing : 0.52, challenges : 0.46, such : 0.45, as : 0, lighting : 0.44, variations : 0.58, occlusions : 0.5, diverse : 0.72, orientations : 0.67, the : 0.47, highlights : 0.46, advancements : 0.49, based : 0.36, architectures : 0.48, dataset : 0.46, utilization : 0.61, real : 0.45, time : 0.56, strategies : 0.52, utilized : 0.58, comprising : 0.5, images : 0.59, individuals : 0.53, with : 0.45, without : 0.49, split : 0.53, into : 0.39, 80 : 0, training : 0.54, 20 : 0, testing : 0.48, data : 0, achieving : 0.52, high : 0.45, accuracy : 0.55, identifying : 0.47, integration : 0.66, possibilities : 0.55, access : 0.51, control : 0.49, computer : 0.5, vision : 0.63, internet : 0.63, things : 0.48, iot : 0.47, technologies : 0.4, are : 0.45, explored : 0.48, scalable : 0.41, findings : 0.45, contribute : 0.5, to : 0, protocol : 0.41, enforcement : 0.49, mitigating : 0.5, transmission : 0.52, risks : 0.53, areas : 0.51 |
| 11. rokania | 109 words | 0.68 | a : 0, systematic : 0.5, literature : 0.41, review : 0.59, on : 0.55, optimizing : 0.47, mask : 0.43, detection : 0.42, systems : 0, using : 0.45, convolutional : 0.63, neural : 0.44, networks : 0.42, for : 0.48, public : 0.44, health : 0.44, and : 0, safety : 0.44, covid : 0.56, 19 : 0, pandemic : 0.6, significantly : 0.44, impacted : 0.42, globally : 0.51, necessitating : 0.39, strict : 0.54, implementation : 0.44, of : 0.55, protocols : 0.5, including : 0.5, usage : 0.45, monitoring : 0.58, compliance : 0.53, remains : 0.67, challenging : 0.57, particularly : 0.55, in : 0, spaces : 0.44, this : 0, study : 0, conducts : 0.51, cnn : 0.49, demonstrates : 0.45, robust : 0.63, performance : 0.65, recognizing : 0.68, facial : 0.64, patterns : 0.51, accurately : 0.47, detecting : 0.34, masks : 0.4, addressing : 0.49, challenges : 0.5, such : 0, as : 0, lighting : 0.35, variations : 0.57, occlusions : 0.47, diverse : 0, orientations : 0.58, the : 0, highlights : 0.41, advancements : 0.45, based : 0.45, architectures : 0.44, dataset : 0.43, utilization : 0.32, real : 0.64, time : 0, strategies : 0.58, utilized : 0.42, comprising : 0.49, images : 0.44, individuals : 0.57, with : 0, without : 0, split : 0.45, into : 0.46, 80 : 0, training : 0.61, 20 : 0, testing : 0.36, data : 0.46, achieving : 0.48, high : 0, accuracy : 0.51, identifying : 0.49, integration : 0.46, possibilities : 0.48, access : 0, control : 0.52, computer : 0.42, vision : 0.37, internet : 0.42, things : 0.44, iot : 0.49, technologies : 0.45, are : 0.49, explored : 0.42, scalable : 0.51, findings : 0.51, contribute : 0.53, to : 0.55, protocol : 0.51, enforcement : 0.46, mitigating : 0.41, transmission : 0.63, risks : 0.61, areas : 0.56 |
| 12. semester | 109 words | 0.68 | a : 0, systematic : 0.62, literature : 0.47, review : 0.53, on : 0, optimizing : 0.32, mask : 0.42, detection : 0.46, systems : 0.68, using : 0.44, convolutional : 0.4, neural : 0.43, networks : 0.54, for : 0, public : 0, health : 0.53, and : 0, safety : 0.66, covid : 0, 19 : 0, pandemic : 0.5, significantly : 0.52, impacted : 0.47, globally : 0, necessitating : 0.6, strict : 0.58, implementation : 0.51, of : 0, protocols : 0.41, including : 0, usage : 0.55, monitoring : 0.56, compliance : 0.48, remains : 0.6, challenging : 0.41, particularly : 0.31, in : 0, spaces : 0.66, this : 0.46, study : 0.5, conducts : 0.33, cnn : 0, demonstrates : 0.61, robust : 0.53, performance : 0.5, recognizing : 0.41, facial : 0, patterns : 0.5, accurately : 0.45, detecting : 0.46, masks : 0.55, addressing : 0.39, challenges : 0.48, such : 0.51, as : 0.54, lighting : 0.42, variations : 0.41, occlusions : 0.41, diverse : 0.61, orientations : 0.47, the : 0.49, highlights : 0.41, advancements : 0.61, based : 0.55, architectures : 0.44, dataset : 0.49, utilization : 0.41, real : 0.46, time : 0.42, strategies : 0.6, utilized : 0.42, comprising : 0.45, images : 0.51, individuals : 0, with : 0.46, without : 0.42, split : 0.6, into : 0.46, 80 : 0, training : 0, 20 : 0, testing : 0.49, data : 0.46, achieving : 0.41, high : 0, accuracy : 0.42, identifying : 0.48, integration : 0.44, possibilities : 0.6, access : 0.53, control : 0.51, computer : 0.58, vision : 0.43, internet : 0.54, things : 0.43, iot : 0.49, technologies : 0.43, are : 0.49, explored : 0.47, scalable : 0.55, findings : 0.42, contribute : 0.45, to : 0, protocol : 0.42, enforcement : 0.54, mitigating : 0.48, transmission : 0.44, risks : 0.55, areas : 0.55 |
| 13. pendek | 109 words | 0.67 | a : 0, systematic : 0.42, literature : 0.42, review : 0.56, on : 0.56, optimizing : 0.42, mask : 0.47, detection : 0.5, systems : 0.44, using : 0.46, convolutional : 0.41, neural : 0.39, networks : 0.51, for : 0, public : 0.5, health : 0.44, and : 0.67, safety : 0.44, covid : 0.46, 19 : 0, pandemic : 0.64, significantly : 0.41, impacted : 0.53, globally : 0, necessitating : 0.47, strict : 0, implementation : 0.57, of : 0, protocols : 0.48, including : 0.52, usage : 0.46, monitoring : 0.42, compliance : 0.42, remains : 0.44, challenging : 0.51, particularly : 0.48, in : 0.56, spaces : 0.56, this : 0, study : 0.46, conducts : 0.53, cnn : 0.5, demonstrates : 0.42, robust : 0, performance : 0.6, recognizing : 0.51, facial : 0, patterns : 0.58, accurately : 0.42, detecting : 0.5, masks : 0.46, addressing : 0.34, challenges : 0.6, such : 0, as : 0, lighting : 0, variations : 0, occlusions : 0, diverse : 0.54, orientations : 0.5, the : 0.5, highlights : 0, advancements : 0.58, based : 0.58, architectures : 0.41, dataset : 0.44, utilization : 0, real : 0.47, time : 0.47, strategies : 0.51, utilized : 0.43, comprising : 0.42, images : 0.44, individuals : 0.51, with : 0, without : 0, split : 0.46, into : 0.47, 80 : 0, training : 0.43, 20 : 0, testing : 0.44, data : 0, achieving : 0.43, high : 0, accuracy : 0, identifying : 0.42, integration : 0.34, possibilities : 0.47, access : 0.44, control : 0.44, computer : 0.53, vision : 0, internet : 0.51, things : 0.44, iot : 0, technologies : 0.5, are : 0.5, explored : 0.51, scalable : 0.43, findings : 0.53, contribute : 0.42, to : 0, protocol : 0.49, enforcement : 0.59, mitigating : 0, transmission : 0.42, risks : 0.46, areas : 0.46 |
| 14. tahun | 109 words | 0.73 | a : 0.73, systematic : 0.43, literature : 0.63, review : 0, on : 0, optimizing : 0.53, mask : 0.48, detection : 0.44, systems : 0, using : 0.47, convolutional : 0.35, neural : 0.46, networks : 0.44, for : 0, public : 0.46, health : 0.41, and : 0.51, safety : 0.46, covid : 0, 19 : 0, pandemic : 0.55, significantly : 0.43, impacted : 0.44, globally : 0.44, necessitating : 0.43, strict : 0.46, implementation : 0.42, of : 0, protocols : 0.44, including : 0.37, usage : 0.47, monitoring : 0.37, compliance : 0.43, remains : 0.56, challenging : 0.51, particularly : 0.51, in : 0, spaces : 0.46, this : 0.67, study : 0.6, conducts : 0.38, cnn : 0, demonstrates : 0.43, robust : 0.46, performance : 0.43, recognizing : 0.43, facial : 0.46, patterns : 0.55, accurately : 0.53, detecting : 0.54, masks : 0.47, addressing : 0.53, challenges : 0.52, such : 0.48, as : 0.57, lighting : 0.55, variations : 0.53, occlusions : 0.53, diverse : 0, orientations : 0.45, the : 0.72, highlights : 0.43, advancements : 0.52, based : 0.47, architectures : 0.44, dataset : 0.4, utilization : 0.36, real : 0.48, time : 0.54, strategies : 0.53, utilized : 0.38, comprising : 0.43, images : 0.46, individuals : 0.36, with : 0.48, without : 0.68, split : 0, into : 0, 80 : 0, training : 0.69, 20 : 0, testing : 0.61, data : 0.48, achieving : 0.64, high : 0.48, accuracy : 0.55, identifying : 0.36, integration : 0.36, possibilities : 0, access : 0.46, control : 0.45, computer : 0.44, vision : 0.46, internet : 0.38, things : 0.73, iot : 0, technologies : 0.66, are : 0.51, explored : 0, scalable : 0.44, findings : 0.44, contribute : 0.47, to : 0.61, protocol : 0.44, enforcement : 0.43, mitigating : 0.63, transmission : 0.66, risks : 0, areas : 0.47 |
| 15. akademik | 109 words | 0.75 | a : 0.74, systematic : 0.51, literature : 0.32, review : 0.53, on : 0, optimizing : 0.32, mask : 0.58, detection : 0.57, systems : 0.51, using : 0, convolutional : 0.4, neural : 0.36, networks : 0.5, for : 0, public : 0.43, health : 0.36, and : 0.67, safety : 0.53, covid : 0.38, 19 : 0, pandemic : 0.75, significantly : 0.4, impacted : 0.5, globally : 0.42, necessitating : 0.47, strict : 0.43, implementation : 0.42, of : 0, protocols : 0, including : 0.49, usage : 0.55, monitoring : 0.41, compliance : 0.39, remains : 0.57, challenging : 0.55, particularly : 0.47, in : 0, spaces : 0.53, this : 0, study : 0.44, conducts : 0.42, cnn : 0, demonstrates : 0.54, robust : 0, performance : 0.48, recognizing : 0.48, facial : 0.51, patterns : 0.5, accurately : 0.6, detecting : 0.57, masks : 0.55, addressing : 0.67, challenges : 0.48, such : 0, as : 0.59, lighting : 0.42, variations : 0.45, occlusions : 0.41, diverse : 0.51, orientations : 0.43, the : 0.49, highlights : 0.41, advancements : 0.65, based : 0.55, architectures : 0.48, dataset : 0.61, utilization : 0.31, real : 0.42, time : 0.42, strategies : 0.56, utilized : 0.33, comprising : 0.48, images : 0.53, individuals : 0.48, with : 0, without : 0, split : 0.44, into : 0, 80 : 0, training : 0.5, 20 : 0, testing : 0.51, data : 0.6, achieving : 0.51, high : 0, accuracy : 0.55, identifying : 0.55, integration : 0.44, possibilities : 0.4, access : 0.58, control : 0, computer : 0.33, vision : 0.43, internet : 0.42, things : 0, iot : 0, technologies : 0.47, are : 0.67, explored : 0.42, scalable : 0.58, findings : 0.5, contribute : 0.41, to : 0, protocol : 0, enforcement : 0.48, mitigating : 0.32, transmission : 0.54, risks : 0.44, areas : 0.59 |
| 16. 2023 | 109 words | 0.87 | 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, 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 : 0.58, training : 0, 20 : 0.87, 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 |
| 17. 2024 | 109 words | 0.87 | 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, 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 : 0.58, training : 0, 20 : 0.87, 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 |
| 18. subtitlestatus | 109 words | 0.69 | a : 0, systematic : 0.63, literature : 0.57, review : 0.33, on : 0, optimizing : 0.45, mask : 0.44, detection : 0.45, systems : 0.54, using : 0.49, convolutional : 0.45, neural : 0.48, networks : 0.42, for : 0, public : 0.57, health : 0.46, and : 0, safety : 0.51, covid : 0.42, 19 : 0, pandemic : 0.3, significantly : 0.53, impacted : 0.42, globally : 0.42, necessitating : 0.51, strict : 0.69, implementation : 0.45, of : 0, protocols : 0.52, including : 0.35, usage : 0.49, monitoring : 0.28, compliance : 0.4, remains : 0.44, challenging : 0.33, particularly : 0.49, in : 0.52, spaces : 0.61, this : 0.49, study : 0.54, conducts : 0.53, cnn : 0, demonstrates : 0.5, robust : 0.57, performance : 0.44, recognizing : 0.27, facial : 0.46, patterns : 0.6, accurately : 0.52, detecting : 0.45, masks : 0.51, addressing : 0.4, challenges : 0.5, such : 0.64, as : 0.52, lighting : 0.42, variations : 0.4, occlusions : 0.52, diverse : 0.38, orientations : 0.5, the : 0.6, highlights : 0.44, advancements : 0.38, based : 0.49, architectures : 0.46, dataset : 0.45, utilization : 0.57, real : 0.38, time : 0.65, strategies : 0.63, utilized : 0.66, comprising : 0.28, images : 0.4, individuals : 0.44, with : 0.38, without : 0.54, split : 0.65, into : 0.38, 80 : 0, training : 0.46, 20 : 0, testing : 0.56, data : 0.44, achieving : 0.46, high : 0.44, accuracy : 0.46, identifying : 0.33, integration : 0.44, possibilities : 0.62, access : 0.46, control : 0.48, computer : 0.53, vision : 0.33, internet : 0.43, things : 0.4, iot : 0.44, technologies : 0.52, are : 0.47, explored : 0.46, scalable : 0.57, findings : 0.46, contribute : 0.57, to : 0.52, protocol : 0.46, enforcement : 0.27, mitigating : 0.4, transmission : 0.52, risks : 0.49, areas : 0.35 |