Multimodal Emotion Recognition

This is a leaderboard for multimodal emotion recognition on the IEMOCAP dataset. The modality abbreviations are A: Acoustic T: Text V: Visual

Please include the modality in the bracket after the model name.

All models must use standard five emotion categories and are evaluated in standard leave-one-session-out (LOSO). See the papers for references.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 180 papers

Title	Date	Tasks	Status	Hype
MVP: Multimodal Emotion Recognition based on Video and Physiological Signals	Jan 6, 2025	Emotion RecognitionMultimodal Emotion Recognition	—Unverified	0
EMOE: Modality-Specific Enhanced Dynamic Emotion Experts	Jan 1, 2025	Emotion RecognitionIntent Recognition	—Unverified	0
Enhancing Multimodal Emotion Recognition through Multi-Granularity Cross-Modal Alignment	Dec 30, 2024	cross-modal alignmentEmotion Recognition	—Unverified	0
A Multimodal Emotion Recognition System: Integrating Facial Expressions, Body Movement, Speech, and Spoken Language	Dec 23, 2024	DiagnosticEmotion Recognition	—Unverified	0
EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding	Dec 11, 2024	Depression DetectionEmotion-Cause Pair Extraction	CodeCode Available	1
Dynamic Graph Neural ODE Network for Multi-modal Emotion Recognition in Conversation	Dec 4, 2024	Emotion RecognitionEmotion Recognition in Conversation	—Unverified	0
SDR-GNN: Spectral Domain Reconstruction Graph Neural Network for Incomplete Multimodal Learning in Conversational Emotion Recognition	Nov 29, 2024	Emotion RecognitionGraph Neural Network	CodeCode Available	1
CMATH: Cross-Modality Augmented Transformer with Hierarchical Variational Distillation for Multimodal Emotion Recognition in Conversation	Nov 15, 2024	Emotion RecognitionEmotion Recognition in Conversation	—Unverified	0
Smile upon the Face but Sadness in the Eyes: Emotion Recognition based on Facial Expressions and Eye Behaviors	Nov 8, 2024	Emotion RecognitionFacial Expression Recognition	—Unverified	0
PHemoNet: A Multimodal Network for Physiological Signals	Sep 13, 2024	Brain Computer InterfaceEEG	CodeCode Available	2

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All datasets IEMOCAP-4 MELD IEMOCAP CMU-MOSEI-Sentiment CMU-MOSEI-Sentiment-3 Expressive hands and faces dataset (EHF).MELD-Sentiment

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GraphSmile	Weighted F1	86.52	—	Unverified
2	Joyful	Weighted F1	85.7	—	Unverified
3	COGMEN	Weighted F1	84.5	—	Unverified
4	DANN	Accuracy	82.7	—	Unverified
5	MMER	Accuracy	81.7	—	Unverified
6	PATHOSnet v2	Accuracy	80.4	—	Unverified
7	Self-attention weight correction (A+T)	Accuracy	76.8	—	Unverified
8	CHFusion	Accuracy	76.5	—	Unverified
9	bc-LSTM	Weighted F1	74.1	—	Unverified
10	Audio + Text (Stage III)	F1	70.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GraphSmile	Weighted F1	66.71	—	Unverified
2	Audio + Text (Stage III)	Weighted F1	65.8	—	Unverified
3	Joyful	Weighted F1	61.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GraphSmile	Weighted F1	72.81	—	Unverified
2	Joyful	Weighted F1	70.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GraphSmile	Weighted F1	44.93	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GraphSmile	Weighted F1	66.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SMPLify-X	v2v error	52.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GraphSmile	Weighted F1	74.31	—	Unverified