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SOTA Speech Emotion Recognition benchmarks and papers with code | Wizwand
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Speech Emotion Recognition
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
RAVDESS
PL-Distill
Unweighted Accuracy
92.58
43
24d ago
IEMOCAP (Leave One Session Out (LOSO))
SP
WA
64.8
31
1mo ago
IEMOCAP (five-fold/ten-fold cross-validation)
emotion2vec
WA
77.64
25
9d ago
MELD-ST Multilingual (test)
ERM-MinMaxGAP
W-F1 (SER)
68.13
24
25d ago
CREMA-D (test)
5×ResNet-18 + leaky ADA + SPEL
Accuracy
68.12
24
1mo ago
SAVEE
Student
WA
99.47
23
1mo ago
MSP-Podcast
BLSP-Emo
UA
66.4
22
24d ago
IEMOCAP
Crab
UA
75.85
22
23d ago
Four OOD (test)
Emo-Q(99)
Macro-F1 Delta
1.57
21
25d ago
LSSED 1.0 (test)
PyResNet
WA
62.4
21
1mo ago
IEMOCAP (test)
HuBERT X-Large (Jiao)
Accuracy
74.57
20
1mo ago
MELD
Soundwave
Accuracy
63.5
19
23d ago
IEMOCAP Speaker-independent 5-fold cross-validation
Proposed Method
WA
78.47
19
1mo ago
IEMOCAP Speaker-Independent (test)
PF-hbt-large
WA
73.01
19
1mo ago
SUBESCO Bengali (Bn)
PhysioSER
Weighted Accuracy
93
17
1mo ago
EMO-DB and RAVDESS
VGG-optiVMD
Accuracy
96.09
16
1mo ago
IEMOCAP Speaker-Dependent (test)
PF-hbt-large
WA (%)
79.58
15
1mo ago
MELD In-Domain v1 (test)
Qwen2.5-Omni
Accuracy
54.06
14
1mo ago
IEMOCAP
PL-Distill
UA
83.91
14
1mo ago
MELD → IEMOCAP Cross-Domain
VowelPrompt
Weighted F1
51.75
14
1mo ago
IEMOCAP → MELD Cross-Domain
VowelPrompt
Weighted F1
60.28
14
1mo ago
Emo-DB
Student
Weighted Accuracy
99.76
14
1mo ago
IEMOCAP (10-fold cross-validation)
CNN+LSTM Architecture
Weighted Accuracy (WA)
70.3
14
1mo ago
CASIA to EmoDB C→B
SERE
Average Recall
69.28
13
9d ago
EmoDB to CASIA B→C
SERE
Average Recall
48.68
13
9d ago
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