Emotion Recognition on IEMOCAP

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	SDT	73.95	No	A Transformer-Based Model With Self-Distillation...	2023-10-31	Code
2	MPT-HCL	72.83	No	Multimodal Prompt Transformer with Hybrid Contra...	2023-10-04	-
3	GraphSmile	72.77	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
4	GraphSmile	72.77	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
5	DF-ERC	71.84	No	Revisiting Disentanglement and Fusion on Modalit...	2023-08-08	-
6	InstructERC	71.68	No	InstructERC: Reforming Emotion Recognition in Co...	2023-09-21	Code
7	Joyful	71	No	Joyful: Joint Modality Fusion and Graph Contrast...	2023-11-18	Code
8	CFN-ESA	70.78	No	CFN-ESA: A Cross-Modal Fusion Network with Emoti...	2023-07-28	Code
9	ELR-GNN	70.6	No	Efficient Long-distance Latent Relation-aware Gr...	2024-06-27	-
10	UniMSE	70.56	No	UniMSE: Towards Unified Multimodal Sentiment Ana...	2022-11-21	Code
11	GA2MIF	69.75	No	GA2MIF: Graph and Attention Based Two-Stage Mult...	2022-07-25	Code
12	M2FNet	69.69	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
13	FATRER	69.69	No	FATRER: Full-Attention Topic Regularizer for Acc...	2023-07-23	Code
14	SACL-LSTM (one seed)	69.62	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
15	EmotionIC	69.44	No	EmotionIC: emotional inertia and contagion-drive...	2023-03-20	Code
16	GraphCFC	69.13	No	GraphCFC: A Directed Graph Based Cross-Modal Fea...	2022-07-06	Code
17	SACL-LSTM	69.08	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
18	MM-DFN	68.21	No	MM-DFN: Multimodal Dynamic Fusion Network for Em...	2022-03-04	Code
19	SPECTRA	67.94	No	Speech-Text Dialog Pre-training for Spoken Dialo...	2023-05-19	Code
20	DialogueCRN+RoBERTa	67.39	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
21	CoMPM	66.76	No	CoMPM: Context Modeling with Speaker's Pre-train...	2021-08-26	Code
22	DialogXL	66.3	No	DialogXL: All-in-One XLNet for Multi-Party Conve...	2020-12-16	Code
23	HiTrans	66.11	No	-	-	-
24	DialogueCRN	66.05	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
25	M2FNet-Text	66.05	No	M2FNet: Multi-modal Fusion Network for Emotion R...	2022-06-05	-
26	Pretrained Hierarchical Transformer	66.05	No	Hierarchical Pre-training for Sequence Labelling...	2020-09-23	-
27	Attention-BLSTM	65.9	No	Integrating Recurrence Dynamics for Speech Emoti...	2018-11-09	Code
28	ERMC-DisGCN	65.25	No	-	-	-
29	DialogueRNN	63.5	No	DialogueRNN: An Attentive RNN for Emotion Detect...	2018-11-01	Code
30	TODKAT	63.4	No	Topic-Driven and Knowledge-Aware Transformer for...	2021-06-02	-
31	bc-LSTM+Att	59.09	No	-	-	Code
32	CMN	56.32	No	-	-	Code