Latest Research in Affective Multimodal Recognition

96 research papers · 2026 median publication year

Top Research Topics in Affective Multimodal Recognition

Highest-Cited Papers

  1. A dual-domain guided emotion-specialized swin transformer for enhancing speech emotion recognition
  2. Reading User Distress From the Inside: Do a Language Model's Hidden States Track a Person's Distress Better Than the Model's Own Reply Does?
  3. Adaptive learning behavior recognition using multimodal transformer based dynamic modality regulation
  4. Dual-stream audio–visual Transformer fusion for harmful video content detection
  5. Metadata Leakage in Encrypted Voice
  6. Consensus-Guided Shared-Specific Tri-View Learning for Speech Emotion Recognition
  7. Reading Emotions in the Token Space: Discriminative Adaptation of SpeechLLMs for Emotion Recognition
  8. Dynamic adaptive fusion and adversarial alignment model for robust multimodal affective perception in industrial IoT social robots
  9. Multimodal Representation Learning for Winter Ice and Snow Wellness Tourism Experience Evaluation under Deep Learning
  10. "You are an expert annotator": Automatic Best-Worst-Scaling Annotations for Emotion Intensity Modeling
  11. Multimodal Aspect-Level Sentiment Analysis Based on Gated Noise Filtering and Emotion-Relevance Interaction
  12. Emotion Experience, Expression, and Perception: Emotion Analysis on Multimodal Social Media Posts
  13. Divide and Conquer: Mixture-of-Bottleneck Experts in Informative Ordinal Space for Video-based Multimodal Sentiment Analysis
  14. Orthogonal Ensembles and Tested Explanations for Performer-Independent Body-Motion Emotion Recognition
  15. Evaluating early, late, hybrid and meta fusion in multimodal emotion detection with pretrained models
  16. Affect-Prototype Guided Fusion for Open-Vocabulary Incomplete Multi-modal Emotion Recognition
  17. Multimodal transformer and directed relational graph learning for emotion recognition in conversations with potential applications in college student mental health research
  18. ER-EDF: A Psychology-Grounded Emotion Regulation Framework for Speech Empathetic Dialogue Generation in Large Audio-Language Models
  19. Talking to Me or Someone Else? Rethinking Talk-to-Me Detection in Egocentric Videos
  20. QESM: A Quantum-Inspired Network with Dynamic Fusion and Entangled Measurement for multimodal emotion recognition

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L2 Region - - 2026 Sep Q3

Affective Multimodal Recognition

96 papers

Top Topics (10)

Emotion and Mood Recognition27
Computation and Language21
Computer Vision and Pattern Recognition12
Artificial Intelligence10
Multimedia6
Sentiment Analysis and Opinion Mining5
Human-Computer Interaction3
Audio and Speech Processing2
Machine Learning2
Explainable Artificial Intelligence (XAI)1

Top Publications (20)

1.A dual-domain guided emotion-specialized swin transformer for enhancing speech emotion recognition2.Reading User Distress From the Inside: Do a Language Model's Hidden States Track a Person's Distress Better Than the Model's Own Reply Does?3.Adaptive learning behavior recognition using multimodal transformer based dynamic modality regulation4.Dual-stream audio–visual Transformer fusion for harmful video content detection5.Metadata Leakage in Encrypted Voice6.Consensus-Guided Shared-Specific Tri-View Learning for Speech Emotion Recognition7.Reading Emotions in the Token Space: Discriminative Adaptation of SpeechLLMs for Emotion Recognition8.Dynamic adaptive fusion and adversarial alignment model for robust multimodal affective perception in industrial IoT social robots9.Multimodal Representation Learning for Winter Ice and Snow Wellness Tourism Experience Evaluation under Deep Learning10."You are an expert annotator": Automatic Best-Worst-Scaling Annotations for Emotion Intensity Modeling11.Multimodal Aspect-Level Sentiment Analysis Based on Gated Noise Filtering and Emotion-Relevance Interaction12.Emotion Experience, Expression, and Perception: Emotion Analysis on Multimodal Social Media Posts13.Divide and Conquer: Mixture-of-Bottleneck Experts in Informative Ordinal Space for Video-based Multimodal Sentiment Analysis14.Orthogonal Ensembles and Tested Explanations for Performer-Independent Body-Motion Emotion Recognition15.Evaluating early, late, hybrid and meta fusion in multimodal emotion detection with pretrained models16.Affect-Prototype Guided Fusion for Open-Vocabulary Incomplete Multi-modal Emotion Recognition17.Multimodal transformer and directed relational graph learning for emotion recognition in conversations with potential applications in college student mental health research18.ER-EDF: A Psychology-Grounded Emotion Regulation Framework for Speech Empathetic Dialogue Generation in Large Audio-Language Models19.Talking to Me or Someone Else? Rethinking Talk-to-Me Detection in Egocentric Videos20.QESM: A Quantum-Inspired Network with Dynamic Fusion and Entangled Measurement for multimodal emotion recognition

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