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IEMOCAP

Benchmarks

Task NameDataset NameSOTA ResultTrend
Emotion Recognition in ConversationIEMOCAP (test)
Weighted Average F1 Score72.4
168
Multimodal Emotion RecognitionIEMOCAP (test)
Accuracy80.75
162
Conversational Emotion RecognitionIEMOCAP
Weighted Average F1 Score73.9
129
Audio-Image-Text ClassificationIEMOCAP (test)
Accuracy78.92
116
Emotion RecognitionIEMOCAP
Accuracy78.8
115
Multimodal Emotion RecognitionIEMOCAP 6-way
F1 (Avg)71.03
106
Emotion RecognitionIEMOCAP 4-class (test)
WAR80.66
46
Multimodal Emotion Recognition in ConversationIEMOCAP 6-class (test)
Weighted F1 Score (WF1)72.81
44
Emotion RecognitionIEMOCAP (test)
Score (l)0.849
36
Emotion ClassificationIEMOCAP (test)
Weighted-F174.02
36
Emotion RecognitionIEMOCAPSix (test)
Accuracy62.02
35
Speech Emotion RecognitionIEMOCAP (Leave One Session Out (LOSO))
WA64.8
31
Speech Emotion RecognitionIEMOCAP (five-fold/ten-fold cross-validation)
WA77.64
25
Multimodal Emotion RecognitionIEMOCAP
Accuracy76.5
24
Speech Emotion RecognitionIEMOCAP
UA75.85
22
Speech Emotion RecognitionIEMOCAP (test)
Accuracy74.57
20
Speech Emotion RecognitionIEMOCAP Speaker-independent 5-fold cross-validation
WA78.47
19
Speech Emotion RecognitionIEMOCAP Speaker-Independent (test)
WA73.01
19
Emotion Recognition in ConversationIEMOCAP
F1 Score68.03
19
Emotion Recognition in ConversationIEMOCAP 1.0 (test)
Weighted F1 Score68.57
17
Emotion ClassificationIEMOCAP 4-way (test)
Weighted F185.9
17
Multimodal Emotion Recognition in ConversationsIEMOCAP → MELD (target)
Joy Score56.21
15
Mixed-emotion Text-to-SpeechIEMOCAP (out-of-distribution)
E-SIM0.915
15
Speech Emotion RecognitionIEMOCAP Speaker-Dependent (test)
WA (%)79.58
15
Speech Emotion RecognitionIEMOCAP
UA83.91
14
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