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Understanding and Mitigating Annotation Bias in Facial Expression Recognition
16 references·4 citing·32 second hop
Understanding and Mitigating Annotation Bias in Facial Expression Recognition (2021)Understanding and Mitigating Annotation B…A Survey on Bias and Fairness in Machine Learning (2021)A Survey on Bias and Fairness…Deep Facial Expression Recognition: A Survey (2020)Deep Facial Expression Recogn…Mitigating Unwanted Biases with Adversarial Learning (2018)Mitigating Unwanted Biases wi…Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Gender Shades: Intersectional…Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild (2017)Reliable Crowdsourcing and De…Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints (2017)Men Also Like Shopping: Reduc…Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments (2017)Fair Prediction with Disparat…Counterfactual Fairness (2017)Counterfactual FairnessAffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)AffectNet: A Database for Fac…Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings (2016)Man is to Computer Programmer…Equality of Opportunity in Supervised Learning (2016)Equality of Opportunity in Su…Data preprocessing techniques for classification without discrimination (2011)Data preprocessing techniques…Three naive Bayes approaches for discrimination-free classification (2010)Three naive Bayes approaches …Comprehensive database for facial expression analysis (2002)Comprehensive database for fa…Emotion recognition in human-computer interaction (2001)Emotion recognition in human-…Constants across cultures in the face and emotion. (1971)Constants across cultures in …Domain adaptation for bias mitigation in affective computing: use cases for facial emotion recognition and sentiment analysis systems (2025)Domain adaptation for bias mi…From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos (2024)From Static to Dynamic: Adapt…When Conservatives See Red but Liberals Feel Blue: Labeler Characteristics and Variation in Content Annotation (2023)When Conservatives See Red bu…Unlocking the Emotional World of Visual Media: An Overview of the Science, Research, and Impact of Understanding Emotion (2023)Unlocking the Emotional World…The expression of the emotions in man and animals. (1872)The Repertoire of Nonverbal Behavior: Categories, Origins, Usage, and Coding (1969)Patterns of cognitive appraisal in emotion. (1985)What's basic about basic emotions? (1990)Affect, imagery, consciousness, Vol. 1: The positive affects. (1992)On the universality and cultural specificity of emotion recognition: A meta-analysis. (2002)Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research (1975)Emotion And Adaptation (1991)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)Survey on speech emotion recognition: Features, classification schemes, and databases (2010)The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English (2018)Facial Action Coding System (1978)A Multimodal Database for Affect Recognition and Implicit Tagging (2011)Fairness through awareness (2012)Big Data's Disparate Impact (2014)Certifying and Removing Disparate Impact (2015)The role of artificial intelligence in achieving the Sustainable Development Goals (2020)A Coefficient of Agreement for Nominal Scales (1960)Intraclass correlations: Uses in assessing rater reliability. (1979)A circumplex model of affect. (1980)Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism (2018)Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (2020)Semantics derived automatically from language corpora contain human-like biases (2017)Algorithmic Bias in Education (2021)Connecting the dots in trustworthy Artificial Intelligence: From AI principles, ethics, and key requirements to responsible AI systems and regulation (2023)Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies (2023)ChatGPT: A comprehensive review on background, applications, key challenges, bias, ethics, limitations and future scope (2023)Dissecting racial bias in an algorithm used to manage the health of populations (2019)Fairness and Abstraction in Sociotechnical Systems (2019)The Ethics of AI Ethics: An Evaluation of Guidelines (2020)A survey on facial emotion recognition techniques: A state-of-the-art literature review (2021)A systematic review on affective computing: emotion models, databases, and recent advances (2022)
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References

  • 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
  • 1971Constants across cultures in the face and emotion.5,506 cited
  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
  • 2002Comprehensive database for facial expression analysis2,612 cited
  • 2001Emotion recognition in human-computer interaction2,601 cited
  • 2016Equality of Opportunity in Supervised Learning2,535 cited
  • 2017AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild2,335 cited
  • 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
  • 2020Deep Facial Expression Recognition: A Survey1,942 cited
  • 2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
  • 2017Reliable Crowdsourcing and Deep Locality-Preserving Learning for Expression Recognition in the Wild1,467 cited
  • 2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
  • 2011Data preprocessing techniques for classification without discrimination1,304 cited
  • 2017Counterfactual Fairness995 cited
  • 2017Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints

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829 cited
  • 2010Three naive Bayes approaches for discrimination-free classification756 cited
  • Cited by

    • 2023Unlocking the Emotional World of Visual Media: An Overview of the Science, Research, and Impact of Understanding Emotion89 cited
    • 2024From Static to Dynamic: Adapting Landmark-Aware Image Models for Facial Expression Recognition in Videos81 cited
    • 2025Domain adaptation for bias mitigation in affective computing: use cases for facial emotion recognition and sentiment analysis systems24 cited
    • 2023When Conservatives See Red but Liberals Feel Blue: Labeler Characteristics and Variation in Content Annotation3 cited