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Multimodal Emotion Recognition 벤치마크

Multimodal Emotion Recognition on MELD

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Weighted F1

61.77 63.01 64.24 65.47 66.71 2023-04 2026-09 Audio + Text (Stage III) — 65.8 (2023-04-14) Audio + Text (Stage III) — 65.8 (2023-04-14) Joyful — 61.77 (2023-11-18) Joyful — 61.77 (2023-11-18) GraphSmile — 66.71 (2024-07-31) GraphSmile — 66.71 (2024-07-31) Audio + Text (Stage III) — 65.8 (2023-04-14) GraphSmile — 66.71 (2024-07-31)
RankModel Weighted F1Accuracy PaperCodeYear
1 GraphSmile 66.7167.70 Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition lijfrank-open/GraphSmile 2024
2 Audio + Text (Stage III) 65.8– HCAM -- Hierarchical Cross Attention Model for Multi-modal Emotion Recognition 2023
3 Joyful 61.7762.53 Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition wykstc/MERC-main 2023
4 GraphSmile 66.7167.70 Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition lijfrank-open/GraphSmile 2024
5 Audio + Text (Stage III) 65.8– HCAM -- Hierarchical Cross Attention Model for Multi-modal Emotion Recognition 2023
6 Joyful 61.7762.53 Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition wykstc/MERC-main 2023
7 Quality-Controlled Multimodal Emotion Re 자동 추출 –64.8 Quality-Controlled Multimodal Emotion Recognition in Conversations with Identity-Based Transfer Learning and MAMBA Fusion 2025
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