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Joint Multi-Scale Multimodal Transformer for Emotion Using Consumer Devices
16 references·0 citing·45 second hop
Joint Multi-Scale Multimodal Transformer for Emotion Using Consumer Devices (2025)Joint Multi-Scale Multimodal Transformer …MSER: Multimodal speech emotion recognition using cross-attention with deep fusion (2023)MSER: Multimodal speech emoti…GraphMFT: A graph network based multimodal fusion technique for emotion recognition in conversation (2023)GraphMFT: A graph network bas…Decoupled Multimodal Distilling for Emotion Recognition (2023)Decoupled Multimodal Distilli…Leveraging recent advances in deep learning for audio-Visual emotion recognition (2021)Leveraging recent advances in…DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations (2021)DialogueCRN: Contextual Reaso…Affective Image Content Analysis: Two Decades Review and New Perspectives (2021)Affective Image Content Analy…Multimodal Transformer Fusion for Continuous Emotion Recognition (2020)Multimodal Transformer Fusion…COSMIC: COmmonSense knowledge for eMotion Identification in Conversations (2020)COSMIC: COmmonSense knowledge…MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2019)MELD: A Multimodal Multi-Part…DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation (2019)DialogueGCN: A Graph Convolut…End-to-End Multimodal Emotion Recognition Using Deep Neural Networks (2017)End-to-End Multimodal Emotion…Training deep networks for facial expression recognition with crowd-sourced label distribution (2016)Training deep networks for fa…LSTM-Modeling of continuous emotions in an audiovisual affect recognition framework (2012)LSTM-Modeling of continuous e…IEMOCAP: interactive emotional dyadic motion capture database (2008)IEMOCAP: interactive emotiona…Affective multimodal human-computer interaction (2005)Affective multimodal human-co…An argument for basic emotions (1992)An argument for basic emotionsThe expression of the emotions in man and animals. (1872)Nebraska Symposium on Motivation: 1955 (1957)Emotion And Adaptation (1991)The Emerging Field of Emotion Regulation: An Integrative Review (1998)Well-being : the foundations of hedonic psychology (1999)Handbook of Positive Psychology (2001)Emotion recognition in human-computer interaction (2001)Hidden Markov model-based speech emotion recognition (2003)The World of Emotions is not Two-Dimensional (2007)Deep Learning for Human Affect Recognition: Insights and New Developments (2019)Facial Expression Recognition: A Survey (2019)Wearable-Based Affect Recognition—A Review (2019)Coefficient Alpha and the Internal Structure of Tests (1951)The Hidden Dimension (1973)Affective Computing (1997)Speech emotion recognition using deep 1D & 2D CNN LSTM networks (2018)Facial Action Coding System (1978)CREMA-D: Crowd-Sourced Emotional Multimodal Actors Dataset (2014)What you Feel, Is what you like Influence of Message Appeals on Customer Engagement on Instagram (2019)Region Attention Networks for Pose and Occlusion Robust Facial Expression Recognition (2020)Suppressing Uncertainties for Large-Scale Facial Expression Recognition (2020)A Concordance Correlation Coefficient to Evaluate Reproducibility (1989)Vocal communication of emotion: A review of research paradigms (2003)The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing (2015)Speech Emotion Recognition Using Deep Learning Techniques: A Review (2019)Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers (2019)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Measuring emotion: The self-assessment manikin and the semantic differential (1994)A review of affective computing: From unimodal analysis to multimodal fusion (2017)RoBERTa: A Robustly Optimized BERT Pretraining Approach (2019)M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation (2022)A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations (2023)Emotion recognition from unimodal to multimodal analysis: A review (2023)Cognitive, social, and physiological determinants of emotional state. (1962)Dual-Processing Accounts of Reasoning, Judgment, and Social Cognition (2007)COGMEN: COntextualized GNN based Multimodal Emotion recognitioN (2022)GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition (2023)COVAREP — A collaborative voice analysis repository for speech technologies (2014)Disentangled Representation Learning for Multimodal Emotion Recognition (2022)A Survey of Deep Learning-Based Multimodal Emotion Recognition: Speech, Text, and Face (2023)A Review of Key Technologies for Emotion Analysis Using Multimodal Information (2024)FrameERC: Framelet Transform Based Multimodal Graph Neural Networks for Emotion Recognition in Conversation (2025)CTNet: Conversational Transformer Network for Emotion Recognition (2021)MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in Conversation (2021)MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations (2022)
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References

  • 1992An argument for basic emotions10,426 cited
  • 2008IEMOCAP: interactive emotional dyadic motion capture database3,864 cited
  • 2019MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations1,413 cited
  • 2016Training deep networks for facial expression recognition with crowd-sourced label distribution925 cited
  • 2019DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation763 cited
  • 2017End-to-End Multimodal Emotion Recognition Using Deep Neural Networks749 cited
  • 2020COSMIC: COmmonSense knowledge for eMotion Identification in Conversations389 cited
  • 2012LSTM-Modeling of continuous emotions in an audiovisual affect recognition framework288 cited
  • 2021DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations257 cited
  • 2023Decoupled Multimodal Distilling for Emotion Recognition245 cited
  • 2021Leveraging recent advances in deep learning for audio-Visual emotion recognition238 cited
  • 2005Affective multimodal human-computer interaction235 cited
  • 2021Affective Image Content Analysis: Two Decades Review and New Perspectives199 cited
  • 2020Multimodal Transformer Fusion for Continuous Emotion Recognition187 cited
  • 2023

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MSER: Multimodal speech emotion recognition using cross-attention with deep fusion
162 cited
  • 2023GraphMFT: A graph network based multimodal fusion technique for emotion recognition in conversation117 cited
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