Emotion Recognition on MELD

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	ELR-GNN	68.7	No	Efficient Long-distance Latent Relation-aware Gr...	2024-06-27	-
2	DF-ERC	68.28	No	Revisiting Disentanglement and Fusion on Modalit...	2023-08-08	-
3	GS-MCC	68.1	No	Revisiting Multimodal Emotion Recognition in Con...	2024-04-27	-
4	Mamba-like Model	68	No	Revisiting Multi-modal Emotion Learning with Bro...	2024-04-27	-
5	SACL-LSTM (one seed)	67.89	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
6	M2FNet	67.85	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
7	CFN-ESA	67.85	No	CFN-ESA: A Cross-Modal Fusion Network with Emoti...	2023-07-28	Code
8	GraphSmile	67.7	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
9	GraphSmile	67.7	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
10	SDT	67.55	No	A Transformer-Based Model With Self-Distillation...	2023-10-31	Code
11	SACL-LSTM	67.51	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
12	M2FNet-Text	67.24	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
13	DialogueCRN+RoBERTa	66.93	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
14	MPT-HCL	65.86	No	Multimodal Prompt Transformer with Hybrid Contra...	2023-10-04	-
15	UniMSE	65.09	No	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
16	Joyful	62.53	No	Joyful: Joint Modality Fusion and Graph Contrast...	2023-11-18	Code
17	MM-DFN	62.49	No	MM-DFN: Multimodal Dynamic Fusion Network for Em...	2022-03-04	Code
18	GA2MIF	61.65	No	GA2MIF: Graph and Attention Based Two-Stage Mult...	2022-07-25	Code
19	GraphCFC	61.42	No	GraphCFC: A Directed Graph Based Cross-Modal Fea...	2022-07-06	Code
20	DialogueCRN	60.73	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
21	ConCluGen	60.03	No	Multi-Task Multi-Modal Self-Supervised Learning ...	2024-04-16	Code
22	DialogueRNN	59.54	No	DialogueRNN: An Attentive RNN for Emotion Detect...	2018-11-01	Code
23	DialogueGCN	59.46	No	DialogueGCN: A Graph Convolutional Neural Networ...	2019-08-30	Code
24	bc-LSTM+Att	57.5	No	-	-	Code
25	Qwen-Audio	55.7	Yes	Qwen-Audio: Advancing Universal Audio Understand...	2023-11-14	Code

#1ELR-GNNSOTA
68.7
Accuracy· 2024-06-27
Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations
#2DF-ERCSOTA
68.28
Accuracy· 2023-08-08
Revisiting Disentanglement and Fusion on Modality and Context in Conversational Multimodal Emotion Recognition
#3GS-MCC
68.1
Accuracy· 2024-04-27
Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum
#4Mamba-like Model
68
Accuracy· 2024-04-27
Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion
#5SACL-LSTM (one seed)SOTA
67.89
Accuracy· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#6M2FNetSOTA
67.85
Accuracy· 2022-06-05
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
#7CFN-ESA
67.85
Accuracy· 2023-07-28
CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion Recognition Code
#8GraphSmile
67.7
Accuracy· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#9GraphSmile
67.7
Accuracy· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#10SDT
67.55
Accuracy· 2023-10-31
A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations Code
#11SACL-LSTM
67.51
Accuracy· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#12M2FNet-Text
67.24
Accuracy· 2022-06-05
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
#13DialogueCRN+RoBERTaSOTA
66.93
Accuracy· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#14MPT-HCL
65.86
Accuracy· 2023-10-04
Multimodal Prompt Transformer with Hybrid Contrastive Learning for Emotion Recognition in Conversation
#15UniMSE
65.09
Accuracy· 2022-11-21
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Code
#16Joyful
62.53
Accuracy· 2023-11-18
Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition Code
#17MM-DFN
62.49
Accuracy· 2022-03-04
MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations Code
#18GA2MIF
61.65
Accuracy· 2022-07-25
GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion Detection Code
#19GraphCFC
61.42
Accuracy· 2022-07-06
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition Code
#20DialogueCRN
60.73
Accuracy· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#21ConCluGen
60.03
Accuracy· 2024-04-16
Multi-Task Multi-Modal Self-Supervised Learning for Facial Expression Recognition Code
#22DialogueRNNSOTA
59.54
Accuracy· 2018-11-01
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations Code
#23DialogueGCN
59.46
Accuracy· 2019-08-30
DialogueGCN: A Graph Convolutional Neural Network for Emotion Recognition in Conversation Code
#24bc-LSTM+Att
57.5
Accuracy
No paperCode
#25Qwen-Audio
55.7
Accuracy· Extra Data· 2023-11-14
Qwen-Audio: Advancing Universal Audio Understanding via Unified Large-Scale Audio-Language Models Code