Emotion Recognition on IEMOCAP

Metric: Accuracy (higher is better)

LeaderboardDataset

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Results

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#	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

#1SDTSOTA
73.95
Accuracy· 2023-10-31
A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations Code
#2MPT-HCLSOTA
72.83
Accuracy· 2023-10-04
Multimodal Prompt Transformer with Hybrid Contrastive Learning for Emotion Recognition in Conversation
#3GraphSmile
72.77
Accuracy· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#4GraphSmile
72.77
Accuracy· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#5DF-ERCSOTA
71.84
Accuracy· 2023-08-08
Revisiting Disentanglement and Fusion on Modality and Context in Conversational Multimodal Emotion Recognition
#6InstructERC
71.68
Accuracy· 2023-09-21
InstructERC: Reforming Emotion Recognition in Conversation with Multi-task Retrieval-Augmented Large Language Models Code
#7Joyful
71
Accuracy· 2023-11-18
Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition Code
#8CFN-ESASOTA
70.78
Accuracy· 2023-07-28
CFN-ESA: A Cross-Modal Fusion Network with Emotion-Shift Awareness for Dialogue Emotion Recognition Code
#9ELR-GNN
70.6
Accuracy· 2024-06-27
Efficient Long-distance Latent Relation-aware Graph Neural Network for Multi-modal Emotion Recognition in Conversations
#10UniMSESOTA
70.56
Accuracy· 2022-11-21
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition Code
#11GA2MIFSOTA
69.75
Accuracy· 2022-07-25
GA2MIF: Graph and Attention Based Two-Stage Multi-Source Information Fusion for Conversational Emotion Detection Code
#12M2FNetSOTA
69.69
Accuracy· 2022-06-05
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
#13FATRER
69.69
Accuracy· 2023-07-23
FATRER: Full-Attention Topic Regularizer for Accurate and Robust Conversational Emotion Recognition Code
#14SACL-LSTM (one seed)
69.62
Accuracy· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#15EmotionIC
69.44
Accuracy· 2023-03-20
EmotionIC: emotional inertia and contagion-driven dependency modeling for emotion recognition in conversation Code
#16GraphCFC
69.13
Accuracy· 2022-07-06
GraphCFC: A Directed Graph Based Cross-Modal Feature Complementation Approach for Multimodal Conversational Emotion Recognition Code
#17SACL-LSTM
69.08
Accuracy· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#18MM-DFNSOTA
68.21
Accuracy· 2022-03-04
MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations Code
#19SPECTRA
67.94
Accuracy· 2023-05-19
Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment Code
#20DialogueCRN+RoBERTaSOTA
67.39
Accuracy· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#21CoMPM
66.76
Accuracy· 2021-08-26
CoMPM: Context Modeling with Speaker's Pre-trained Memory Tracking for Emotion Recognition in Conversation Code
#22DialogXLSOTA
66.3
Accuracy· 2020-12-16
DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition Code
#23HiTrans
66.11
Accuracy
No paper
#24DialogueCRN
66.05
Accuracy· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#25M2FNet-Text
66.05
Accuracy· 2022-06-05
M2FNet: Multi-modal Fusion Network for Emotion Recognition in Conversation
#26Pretrained Hierarchical TransformerSOTA
66.05
Accuracy· 2020-09-23
Hierarchical Pre-training for Sequence Labelling in Spoken Dialog
#27Attention-BLSTMSOTA
65.9
Accuracy· 2018-11-09
Integrating Recurrence Dynamics for Speech Emotion Recognition Code
#28ERMC-DisGCN
65.25
Accuracy
No paper
#29DialogueRNNSOTA
63.5
Accuracy· 2018-11-01
DialogueRNN: An Attentive RNN for Emotion Detection in Conversations Code
#30TODKAT
63.4
Accuracy· 2021-06-02
Topic-Driven and Knowledge-Aware Transformer for Dialogue Emotion Detection
#31bc-LSTM+Att
59.09
Accuracy
No paperCode
#32CMN
56.32
Accuracy
No paperCode