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Emotion Recognition research benchmarks – Page 5 · SOTA2 Research

Emotion Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.545Valence Score

8

Feb 26, 2026

Fan et al. [40] w/F

57.43Accuracy

8

Feb 26, 2026

26.66mAP

8

Feb 26, 2026

SEED (Subject-dependent)

96.52Inter-session Accuracy

7

Jul 2, 2026

DREAMER (Subject-dependent)

97.94Valence Accuracy

7

Jul 2, 2026

96.72Accuracy

7

Jul 1, 2026

79.2Accuracy

7

Feb 26, 2026

82.78Balanced Accuracy (B.ACC)

6

Jul 3, 2026

41.94Accuracy (B)

6

Mar 6, 2026

56.95Balanced Accuracy

6

Mar 6, 2026

EMOTIC NarraCap captions (val)

3.28Suffering χ²

6

Mar 4, 2026

Ringeval et al.

0.796Arousal CCC

6

Feb 26, 2026

79.6WAR

6

Feb 26, 2026

OmniMER (All Aux - Hybrid)

73.9Accuracy

6

Feb 26, 2026

44.96Accuracy

6

Feb 26, 2026

SEED-V Session 2 → Session 3

78.79Accuracy

6

Feb 26, 2026

SEED Session 2 → Session 3

95.21Accuracy

6

Feb 26, 2026

SEED-V Session 1 → Session 3

73.72Accuracy

6

Feb 26, 2026

SEED Session 1 → Session 3

94.64Accuracy

6

Feb 26, 2026

SEED-V Session 1 → Session 2

0.768Accuracy

6

Feb 26, 2026

96.84Accuracy

5

Jul 1, 2026

SEED-IV (Cross-session)

78.78Accuracy

5

Jun 2, 2026

72.8Accuracy

5

May 19, 2026

IEMOCAP (cross-validation)

SupProto Direct

60.6Accuracy

5

May 11, 2026

DEAP (SI protocol)

90.35Valence

5

Mar 13, 2026

Page 5 of 7

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SEED IEMOCAP CREMA-D DEAP MELD

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