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A Survey of Deep Learning-Based Multimodal Emotion Recognition: Speech, Text, and Face
16 references·3 citing·39 second hop
A Survey of Deep Learning-Based Multimodal Emotion Recognition: Speech, Text, and Face (2023)A Survey of Deep Learning-Based Multimoda…Deep Facial Expression Recognition: A Survey (2020)Deep Facial Expression Recogn…MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2019)MELD: A Multimodal Multi-Part…A review of affective computing: From unimodal analysis to multimodal fusion (2017)A review of affective computi…A Review and Meta-Analysis of Multimodal Affect Detection Systems (2015)A Review and Meta-Analysis of…COVAREP — A collaborative voice analysis repository for speech technologies (2014)COVAREP — A collaborative voi…The first facial expression recognition and analysis challenge (2011)The first facial expression r…The computer expression recognition toolbox (CERT) (2011)The computer expression recog…Continuous Prediction of Spontaneous Affect from Multiple Cues and Modalities in Valence-Arousal Space (2011)Continuous Prediction of Spon…Survey on speech emotion recognition: Features, classification schemes, and databases (2010)Survey on speech emotion reco…Automatic speech emotion recognition using modulation spectral features (2010)Automatic speech emotion reco…OpenEAR — Introducing the munich open-source emotion and affect recognition toolkit (2009)OpenEAR — Introducing the mun…IEMOCAP: interactive emotional dyadic motion capture database (2008)IEMOCAP: interactive emotiona…Vocal communication of emotion: A review of research paradigms (2003)Vocal communication of emotio…Speech emotion recognition using hidden Markov models (2003)Speech emotion recognition us…Emotion recognition by speech signals (2003)Emotion recognition by speech…Toward the simulation of emotion in synthetic speech: A review of the literature on human vocal emotion (1993)Toward the simulation of emot…A Comprehensive Review of Multimodal Emotion Recognition: Techniques, Challenges, and Future Directions (2025)A Comprehensive Review of Mul…Multimodal emotion recognition: A comprehensive review, trends, and challenges (2024)Multimodal emotion recognitio…A systematic review of trimodal affective computing approaches: Text, audio, and visual integration in emotion recognition and sentiment analysis (2024)A systematic review of trimod…The expression of the emotions in man and animals. 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(1980)Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (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)Measuring emotion: The self-assessment manikin and the semantic differential (1994)DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation (2019)COSMIC: COmmonSense knowledge for eMotion Identification in Conversations (2020)EMOTION (1999)Designing Sociable Robots (2002)A survey of socially interactive robots (2003)AVEC 2016 (2016)AVEC 2017 (2017)Deep learning-based multimodal emotion recognition from audio, visual, and text modalities: A systematic review of recent advancements and future prospects (2023)
this work references cited by second hop

References

  • 2008IEMOCAP: interactive emotional dyadic motion capture database3,864 cited
  • 2010Survey on speech emotion recognition: Features, classification schemes, and databases2,076 cited
  • 2003Vocal communication of emotion: A review of research paradigms2,039 cited
  • 2020Deep Facial Expression Recognition: A Survey1,942 cited
  • 2017A review of affective computing: From unimodal analysis to multimodal fusion1,640 cited
  • 2019MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations1,413 cited
  • 1993Toward the simulation of emotion in synthetic speech: A review of the literature on human vocal emotion1,097 cited
  • 2003Speech emotion recognition using hidden Markov models920 cited
  • 2014COVAREP — A collaborative voice analysis repository for speech technologies685 cited
  • 2015A Review and Meta-Analysis of Multimodal Affect Detection Systems631 cited
  • 2011The computer expression recognition toolbox (CERT)552 cited
  • 2011Continuous Prediction of Spontaneous Affect from Multiple Cues and Modalities in Valence-Arousal Space450 cited
  • 2009OpenEAR — Introducing the munich open-source emotion and affect recognition toolkit418 cited
  • 2010Automatic speech emotion recognition using modulation spectral features389 cited

Only edges whose both ends are imported exist here. Widen the year window, or show the whole map. Back to the work

2011
The first facial expression recognition and analysis challenge
385 cited
  • 2003Emotion recognition by speech signals366 cited
  • Cited by

    • 2025A Comprehensive Review of Multimodal Emotion Recognition: Techniques, Challenges, and Future Directions114 cited
    • 2024A systematic review of trimodal affective computing approaches: Text, audio, and visual integration in emotion recognition and sentiment analysis81 cited
    • 2024Multimodal emotion recognition: A comprehensive review, trends, and challenges59 cited