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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
1mo ago
IEMOCAP (Leave One Session Out (LOSO))
SP
WA
64.8
31
4mo ago
MELD
Soundwave
Accuracy
63.5
30
1mo ago
IEMOCAP (test)
Ours (Sys. 10)
Accuracy
80.98
28
1mo ago
IEMOCAP (five-fold/ten-fold cross-validation)
emotion2vec
WA
77.64
25
3mo ago
ESD EN
Ultra
Accuracy
93.18
24
22d ago
ESD CN
Ultra
Accuracy
95.54
24
22d ago
MELD-ST Multilingual (test)
ERM-MinMaxGAP
W-F1 (SER)
68.13
24
4mo ago
CREMA-D (test)
5×ResNet-18 + leaky ADA + SPEL
Accuracy
68.12
24
4mo ago
SAVEE
Student
WA
99.47
23
4mo ago
MSP-Podcast
BLSP-Emo
UA
66.4
22
4mo ago
IEMOCAP
Crab
UA
75.85
22
4mo ago
Four OOD (test)
Emo-Q(99)
Macro-F1 Delta
1.57
21
4mo ago
LSSED 1.0 (test)
PyResNet
WA
62.4
21
4mo ago
IEMOCAP Speaker-independent 5-fold cross-validation
Proposed Method
WA
78.47
19
4mo ago
IEMOCAP Speaker-Independent (test)
PF-hbt-large
WA
73.01
19
4mo ago
SUBESCO Bengali (Bn)
PhysioSER
Weighted Accuracy
93
17
4mo ago
MESD
NOVA-ARC
Accuracy
90.67
16
3mo ago
EMO-DB and RAVDESS
VGG-optiVMD
Accuracy
96.09
16
4mo ago
SER
GACL
nAUC (0-5 pp budget)
7.6
15
1mo ago
IEMOCAP Speaker-Dependent (test)
PF-hbt-large
WA (%)
79.58
15
4mo ago
CREMA-D Subject Dependent (train test)
Intended Perceived Agreement 1
Macro Accuracy
68.27
14
2mo ago
CREMA-D (subject-independent)
Transformer
Mean Macro Accuracy
68.57
14
2mo ago
MELD In-Domain v1 (test)
Qwen2.5-Omni
Accuracy
54.06
14
4mo ago
IEMOCAP
PL-Distill
UA
83.91
14
4mo ago
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