Emotion Recognition on MELD

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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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