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A Survey of AI-Based Facial Emotion Recognition: Features, ML & DL Techniques, Age-Wise Datasets and Future Directions
16 references·5 citing·37 second hop
A Survey of AI-Based Facial Emotion Recognition: Features, ML & DL Techniques, Age-Wise Datasets and Future Directions (2021)A Survey of AI-Based Facial Emotion Recog…Human Emotion Recognition: Review of Sensors and Methods (2020)Human Emotion Recognition: Re…Deep Facial Expression Recognition: A Survey (2020)Deep Facial Expression Recogn…Facial Expression Recognition with Inconsistently Annotated Datasets (2018)Facial Expression Recognition…Facial Expression Analysis under Partial Occlusion (2018)Facial Expression Analysis un…Facial expression recognition via learning deep sparse autoencoders (2017)Facial expression recognition…Automatic Analysis of Facial Actions: A Survey (2017)Automatic Analysis of Facial …AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)AffectNet: A Database for Fac…Going deeper in facial expression recognition using deep neural networks (2016)Going deeper in facial expres…Recurrent Neural Networks for Emotion Recognition in Video (2015)Recurrent Neural Networks for…Image based Static Facial Expression Recognition with Multiple Deep Network Learning (2015)Image based Static Facial Exp…Deeply Learning Deformable Facial Action Parts Model for Dynamic Expression Analysis (2015)Deeply Learning Deformable Fa…Automatic facial expression recognition using features of salient facial patches (2014)Automatic facial expression r…The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)The Extended Cohn-Kanade Data…Cross-cultural recognition of basic emotions through nonverbal emotional vocalizations (2010)Cross-cultural recognition of…A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)A Survey of Affect Recognitio…Inference of attitudes from nonverbal communication in two channels. (1967)Inference of attitudes from n…Application Status, Challenges, and Development Prospects of Smart Technologies in Home-Based Elder Care (2025)Application Status, Challenge…Text-Mining and Video Analytics of COVID-19 Narratives Shared by Patients on YouTube (2024)Text-Mining and Video Analyti…Exploring contactless techniques in multimodal emotion recognition: insights into diverse applications, challenges, solutions, and prospects (2024)Exploring contactless techniq…Facial emotion recognition and music recommendation system using CNN-based deep learning techniques (2023)Facial emotion recognition an…A Survey on Physiological Signal-Based Emotion Recognition (2022)A Survey on Physiological Sig…Facial expression recognition from video sequences: temporal and static modeling (2003)Recognizing Facial Expression: Machine Learning and Application to Spontaneous Behavior (2005)Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)A survey on facial emotion recognition techniques: A state-of-the-art literature review (2021)Learning Deep Global Multi-Scale and Local Attention Features for Facial Expression Recognition in the Wild (2021)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)The Measurement of Meaning (1957)Statistical principles in experimental design. 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(1988)Affective Computing (1997)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Facial Action Coding System (1978)Web-Based Database for Facial Expression Analysis (2005)A Brief Review of Facial Emotion Recognition Based on Visual Information (2018)Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism (2018)Reliable Crowdsourcing and Deep Locality-Preserving Learning for Unconstrained Facial Expression Recognition (2018)A Coefficient of Agreement for Nominal Scales (1960)Intraclass correlations: Uses in assessing rater reliability. (1979)A circumplex model of affect. (1980)Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (2020)The expression of the emotions in man and animals. (1872)Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild (2017)FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for Expression Recognition (2017)Identity-Aware Convolutional Neural Network for Facial Expression Recognition (2017)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Social physics (2022)
this work references cited by second hop

References

  • 2010The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression4,299 cited
  • 2008A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions2,797 cited
  • 2017AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild2,335 cited
  • 2020Deep Facial Expression Recognition: A Survey1,942 cited
  • 2018Facial Expression Analysis under Partial Occlusion1,282 cited
  • 2016Going deeper in facial expression recognition using deep neural networks1,117 cited
  • 1967Inference of attitudes from nonverbal communication in two channels.951 cited
  • 2010Cross-cultural recognition of basic emotions through nonverbal emotional vocalizations790 cited
  • 2015Image based Static Facial Expression Recognition with Multiple Deep Network Learning602 cited
  • 2014Automatic facial expression recognition using features of salient facial patches601 cited
  • 2020Human Emotion Recognition: Review of Sensors and Methods586 cited
  • 2017Facial expression recognition via learning deep sparse autoencoders489 cited
  • 2015Recurrent Neural Networks for Emotion Recognition in Video386 cited
  • 2018Facial Expression Recognition with Inconsistently Annotated Datasets355 cited

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2017
Automatic Analysis of Facial Actions: A Survey
353 cited
  • 2015Deeply Learning Deformable Facial Action Parts Model for Dynamic Expression Analysis336 cited
  • Cited by

    • 2022A Survey on Physiological Signal-Based Emotion Recognition96 cited
    • 2023Facial emotion recognition and music recommendation system using CNN-based deep learning techniques92 cited
    • 2024Exploring contactless techniques in multimodal emotion recognition: insights into diverse applications, challenges, solutions, and prospects56 cited
    • 2025Application Status, Challenges, and Development Prospects of Smart Technologies in Home-Based Elder Care24 cited
    • 2024Text-Mining and Video Analytics of COVID-19 Narratives Shared by Patients on YouTube11 cited