Emotion Recognition on IEMOCAP-4

Metric: Weighted F1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Weighted F1▼	Extra Data	Paper	Date↕	Code
1	GraphSmile	86.52	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
2	GraphSmile	86.52	No	Tracing Intricate Cues in Dialogue: Joint Graph ...	2024-07-31	Code
3	Joyful	85.7	No	Joyful: Joint Modality Fusion and Graph Contrast...	2023-11-18	Code
4	Joyful	85.7	No	Joyful: Joint Modality Fusion and Graph Contrast...	2023-11-18	Code
5	COGMEN	84.5	No	COGMEN: COntextualized GNN based Multimodal Emot...	2022-05-05	Code
6	COGMEN	84.5	No	COGMEN: COntextualized GNN based Multimodal Emot...	2022-05-05	Code
7	M3Net	83.57	No	-	-	Code
8	DialogueCRN	81.28	No	DialogueCRN: Contextual Reasoning Networks for E...	2021-06-03	Code
9	MM-DFN	80.83	No	MM-DFN: Multimodal Dynamic Fusion Network for Em...	2022-03-04	Code
10	SACL-LSTM	80.74	No	Supervised Adversarial Contrastive Learning for ...	2023-06-02	Code
11	MMGCN	79.72	No	MMGCN: Multimodal Fusion via Deep Graph Convolut...	2021-07-14	Code
12	bc-LSTM	74.1	No	0/1 Deep Neural Networks via Block Coordinate De...	2022-06-19	-

#1GraphSmileSOTA
86.52
Weighted F1· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#2GraphSmile
86.52
Weighted F1· 2024-07-31
Tracing Intricate Cues in Dialogue: Joint Graph Structure and Sentiment Dynamics for Multimodal Emotion Recognition Code
#3JoyfulSOTA
85.7
Weighted F1· 2023-11-18
Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition Code
#4Joyful
85.7
Weighted F1· 2023-11-18
Joyful: Joint Modality Fusion and Graph Contrastive Learning for Multimodal Emotion Recognition Code
#5COGMENSOTA
84.5
Weighted F1· 2022-05-05
COGMEN: COntextualized GNN based Multimodal Emotion recognitioN Code
#6COGMEN
84.5
Weighted F1· 2022-05-05
COGMEN: COntextualized GNN based Multimodal Emotion recognitioN Code
#7M3Net
83.57
Weighted F1
No paperCode
#8DialogueCRNSOTA
81.28
Weighted F1· 2021-06-03
DialogueCRN: Contextual Reasoning Networks for Emotion Recognition in Conversations Code
#9MM-DFN
80.83
Weighted F1· 2022-03-04
MM-DFN: Multimodal Dynamic Fusion Network for Emotion Recognition in Conversations Code
#10SACL-LSTM
80.74
Weighted F1· 2023-06-02
Supervised Adversarial Contrastive Learning for Emotion Recognition in Conversations Code
#11MMGCN
79.72
Weighted F1· 2021-07-14
MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in Conversation Code
#12bc-LSTM
74.1
Weighted F1· 2022-06-19
0/1 Deep Neural Networks via Block Coordinate Descent