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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
IEMOCAP (Leave One Session Out (LOSO))
SP
WA
64.8
31
3d ago
CREMA-D (test)
5×ResNet-18 + leaky ADA + SPEL
Accuracy
68.12
24
3d ago
SAVEE
Student
WA
99.47
23
3d ago
LSSED 1.0 (test)
PyResNet
WA
62.4
21
3d ago
IEMOCAP (five-fold/ten-fold cross-validation)
emotion2vec
WA
77.64
20
3d ago
IEMOCAP (test)
HuBERT X-Large (Jiao)
Accuracy
74.57
20
3d ago
RAVDESS
PL-Distill
Weighted Accuracy
92.08
19
2d ago
MELD
Soundwave
Accuracy
63.5
19
3d ago
IEMOCAP Speaker-independent 5-fold cross-validation
Proposed Method
WA
78.47
19
3d ago
IEMOCAP Speaker-Independent (test)
PF-hbt-large
WA
73.01
19
3d ago
SUBESCO Bengali (Bn)
PhysioSER
Weighted Accuracy
93
17
3d ago
EMO-DB and RAVDESS
VGG-optiVMD
Accuracy
96.09
16
3d ago
IEMOCAP Speaker-Dependent (test)
PF-hbt-large
WA (%)
79.58
15
3d ago
MELD In-Domain v1 (test)
Qwen2.5-Omni
Accuracy
54.06
14
3d ago
IEMOCAP
PL-Distill
UA
83.91
14
3d ago
MELD → IEMOCAP Cross-Domain
VowelPrompt
Weighted F1
51.75
14
3d ago
IEMOCAP → MELD Cross-Domain
VowelPrompt
Weighted F1
60.28
14
3d ago
Emo-DB
Student
Weighted Accuracy
99.76
14
3d ago
IEMOCAP (10-fold cross-validation)
CNN+LSTM Architecture
Weighted Accuracy (WA)
70.3
14
3d ago
EMOVO Zero-Shot v1 (test)
Whisper
Accuracy
43.07
13
3d ago
Emo-Emilia Zero-Shot v1 (test)
Qwen2.5-Omni
Accuracy (ACC)
70.64
13
3d ago
ESD In-Domain v1 (test)
C2SER
ACC
93.86
13
3d ago
CaFE French (test)
PhysioSER
WA
0.8289
12
3d ago
PAVOQUE German (test)
PhysioSER
WA
98.9
12
3d ago
MESD Spanish (test)
PhysioSER
Weighted Accuracy
87.79
12
3d ago
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