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Multimodal Emotion Recognition via Convolutional Neural Networks: Comparison of different strategies on two multimodal datasets
16 references·1 citing·54 second hopsampled
Multimodal Emotion Recognition via Convolutional Neural Networks: Comparison of different strategies on two multimodal datasets (2023)Multimodal Emotion Recognition via Convol…A systematic survey on multimodal emotion recognition using learning algorithms (2023)A systematic survey on multim…Deep learning based multimodal emotion recognition using model-level fusion of audio–visual modalities (2022)Deep learning based multimoda…Multimodal Emotion Recognition on RAVDESS Dataset Using Transfer Learning (2021)Multimodal Emotion Recognitio…A survey on facial emotion recognition techniques: A state-of-the-art literature review (2021)A survey on facial emotion re…Learning Affective Video Features for Facial Expression Recognition via Hybrid Deep Learning (2019)Learning Affective Video Feat…A snapshot research and implementation of multimodal information fusion for data-driven emotion recognition (2019)A snapshot research and imple…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)The Ryerson Audio-Visual Data…AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild (2017)AffectNet: A Database for Fac…A review of affective computing: From unimodal analysis to multimodal fusion (2017)A review of affective computi…BAUM-1: A Spontaneous Audio-Visual Face Database of Affective and Mental States (2016)BAUM-1: A Spontaneous Audio-V…A Dynamic Appearance Descriptor Approach to Facial Actions Temporal Modeling (2013)A Dynamic Appearance Descript…Factors in the recognition of vocally expressed emotions: A comparison of four languages (2009)Factors in the recognition of…Authentic facial expression analysis (2006)Authentic facial expression a…Independence and bipolarity in the structure of current affect. (1998)Independence and bipolarity i…Emotion elicitation using films (1995)Emotion elicitation using fil…A circumplex model of affect. (1980)A circumplex model of affect.Comparing the effectiveness of LLM-Powered coaching with human coaching and GPT conversation (2025)Comparing the effectiveness o…The Repertoire of Nonverbal Behavior: Categories, Origins, Usage, and Coding (1969)Constants across cultures in the face and emotion. (1971)An argument for basic emotions (1992)Recognizing Emotions in a Foreign Language (2009)In the eye of the beholder? Universality and cultural specificity in the expression and perception of emotion (2011)Current Emotion Research in the Language Sciences (2012)Emotional Intelligence (1990)Comprehensive database for facial expression analysis (2002)Real Time Face Detection and Facial Expression Recognition: Development and Applications to Human Computer Interaction. (2003)Modeling of operators' emotion and task performance in a virtual driving environment (2011)Theory of Mind and Empathic Explanations of Machiavellianism (2013)A survey of emotion recognition methods with emphasis on E-Learning environments (2019)Significance tests and goodness of fit in the analysis of covariance structures. (1980)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Comparative fit indexes in structural models. (1990)Are Emotions Natural Kinds? (2006)Solving the Emotion Paradox: Categorization and the Experience of Emotion (2006)What Makes Online Content Viral? (2011)The Principles of Psychology (1891)Hedges: A Study in Meaning Criteria and the Logic of Fuzzy Concepts (1975)The robust beauty of improper linear models in decision making. 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(1872)IEMOCAP: interactive emotional dyadic motion capture database (2008)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2019)Artificial intelligence for sustainability: Challenges, opportunities, and a research agenda (2020)Emotion recognition using multi-modal data and machine learning techniques: A tutorial and review (2020)A Coefficient of Agreement for Nominal Scales (1960)Intraclass correlations: Uses in assessing rater reliability. (1979)Occlusion Aware Facial Expression Recognition Using CNN With Attention Mechanism (2018)Deep Facial Expression Recognition: A Survey (2020)Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (2020)The Measurement of Observer Agreement for Categorical Data (1977)A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research (2016)Speech emotion recognition with deep convolutional neural networks (2020)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Enhancements in Immediate Speech Emotion Detection: Harnessing Prosodic and Spectral Characteristics (2024)Fuzzy sets (1965)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression (2010)A study on computer vision for facial emotion recognition (2023)Deep learning-based multimodal emotion recognition from audio, visual, and text modalities: A systematic review of recent advancements and future prospects (2023)Emotion recognition from unimodal to multimodal analysis: A review (2023)Emotion knowledge: Further exploration of a prototype approach. (1987)What's basic about basic emotions? (1990)A review of multimodal emotion recognition from datasets, preprocessing, features, and fusion methods (2023)Multimodal emotion recognition using cross modal audio-video fusion with attention and deep metric learning (2023)Multimodal Emotion Recognition with Deep Learning: Advancements, challenges, and future directions (2023)
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References

  • 1980A circumplex model of affect.16,320 cited
  • 2017AffectNet: A Database for Facial Expression, Valence, and Arousal Computing in the Wild2,335 cited
  • 1995Emotion elicitation using films2,179 cited
  • 2018The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English1,898 cited
  • 2017A review of affective computing: From unimodal analysis to multimodal fusion1,640 cited
  • 1998Independence and bipolarity in the structure of current affect.1,396 cited
  • 2009Factors in the recognition of vocally expressed emotions: A comparison of four languages377 cited
  • 2021A survey on facial emotion recognition techniques: A state-of-the-art literature review350 cited
  • 2006Authentic facial expression analysis257 cited
  • 2022Deep learning based multimodal emotion recognition using model-level fusion of audio–visual modalities238 cited
  • 2019A snapshot research and implementation of multimodal information fusion for data-driven emotion recognition220 cited
  • 2016BAUM-1: A Spontaneous Audio-Visual Face Database of Affective and Mental States216 cited
  • 2023A systematic survey on multimodal emotion recognition using learning algorithms178 cited
  • 2021Multimodal Emotion Recognition on RAVDESS Dataset Using Transfer Learning

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161 cited
  • 2019Learning Affective Video Features for Facial Expression Recognition via Hybrid Deep Learning149 cited
  • 2013A Dynamic Appearance Descriptor Approach to Facial Actions Temporal Modeling147 cited
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