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Papers Benchmarks Datasets Tasks

Speech Emotion Recognition research benchmarks · SOTA2 Research

Speech Emotion Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.58Unweighted Accuracy

43

Jun 11, 2026

IEMOCAP (Leave One Session Out (LOSO))

64.8WA

31

Feb 26, 2026

63.5Accuracy

30

Jun 18, 2026

80.98Accuracy

28

Jun 15, 2026

IEMOCAP (five-fold/ten-fold cross-validation)

77.64WA

25

Apr 10, 2026

93.18Accuracy

24

Jul 3, 2026

95.54Accuracy

24

Jul 3, 2026

MELD-ST Multilingual (test)

68.13W-F1 (SER)

24

Mar 24, 2026

5×ResNet-18 + leaky ADA + SPEL

68.12Accuracy

24

Feb 26, 2026

99.47WA

23

Feb 26, 2026

66.4UA

22

Mar 25, 2026

75.85UA

22

Mar 26, 2026

Four OOD (test)

1.57Macro-F1 Delta

21

Mar 24, 2026

LSSED 1.0 (test)

62.4WA

21

Feb 26, 2026

IEMOCAP Speaker-independent 5-fold cross-validation

Proposed Method

78.47WA

19

Feb 26, 2026

IEMOCAP Speaker-Independent (test)

73.01WA

19

Feb 26, 2026

SUBESCO Bengali (Bn)

93Weighted Accuracy

17

Feb 26, 2026

90.67Accuracy

16

Apr 21, 2026

EMO-DB and RAVDESS

96.09Accuracy

16

Feb 26, 2026

7.6nAUC (0-5 pp budget)

15

Jun 4, 2026

IEMOCAP Speaker-Dependent (test)

79.58WA (%)

15

Feb 26, 2026

CREMA-D Subject Dependent (train test)

Intended Perceived Agreement 1

68.27Macro Accuracy

14

Apr 29, 2026

CREMA-D (subject-independent)

68.57Mean Macro Accuracy

14

Apr 29, 2026

MELD In-Domain v1 (test)

54.06Accuracy

14

Feb 26, 2026

83.91UA

14

Feb 26, 2026

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