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