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Classification research benchmarks – Page 63 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

69.83Accuracy

11

Feb 26, 2026

67.88Accuracy

11

Feb 26, 2026

64.74Accuracy

11

Feb 26, 2026

57.2Accuracy

11

Feb 26, 2026

Music Genre Recognition (MGR)

70.6Buccaneer2

11

Feb 26, 2026

Music Speech Discrimination (MSD)

99.22Noiseless Accuracy

11

Feb 26, 2026

skin UCI (test)

99.7Accuracy

11

Feb 26, 2026

90.1Robust Accuracy (RA)

11

Jun 23, 2026

ISIC LT (Ratio 500) 2019 (test)

Flexible Sampling

50.99Top-1 Acc

11

Feb 26, 2026

ISIC LT Ratio 200 2019 (test)

Flexible Sampling

59.38Top-1 Acc

11

Feb 26, 2026

ISIC LT Ratio 100 2019 (test)

Flexible Sampling

63.85Top-1 Accuracy

11

Feb 26, 2026

GigaCheck (Mistral-7B-v0.3)

0.416Kappa

11

Feb 26, 2026

Yearbook (test)

6.6Error Rate

11

Feb 26, 2026

71AUC

11

Feb 26, 2026

2.8Error Rate (%)

11

Feb 26, 2026

91.71Accuracy (3D trainset)

11

Feb 26, 2026

Intrinsic Feature Guidance

0.717Accuracy @ Thresh 0.5

11

Feb 26, 2026

E-FMNIST (test)

88.78Accuracy

11

Feb 26, 2026

Office-31 (test)

73.51Accuracy (cls)

11

Feb 26, 2026

COIL-100 (test)

91.17Accuracy

11

Feb 26, 2026

98.37Accuracy

11

Feb 26, 2026

0.075Empirical Risk

11

Feb 26, 2026

0.132Empirical Risk

11

Feb 26, 2026

0.039Empirical Risk

11

Feb 26, 2026

0.065Empirical Risk (Rs(h))

11

Feb 26, 2026

Page 63 of 202

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