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Classification research benchmarks – Page 75 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ShenZhen (test)

98.88AUROC

10

Feb 26, 2026

VinDr-CXR (test)

95.24AUROC

10

Feb 26, 2026

39.14Robustness Score

10

Feb 27, 2026

12.6Robust Accuracy

10

Feb 27, 2026

57.84Robust Accuracy

10

Feb 27, 2026

41.52Robust Accuracy

10

Feb 27, 2026

89.4Accuracy

10

Feb 27, 2026

60.11Robust Acc

10

Feb 27, 2026

78.48Robust Accuracy

10

Feb 27, 2026

22.52Robust Acc

10

Feb 27, 2026

Drug Dataset (test)

0.05DD

10

Feb 26, 2026

Crime Dataset (test)

0.13DD

10

Feb 26, 2026

Credit Dataset (test)

Uniform Subsampling

0.45DD

10

Feb 26, 2026

Waterbirds 5.0 severity (test)

Intrinsic Feature Guidance

66.33Accuracy

10

Feb 26, 2026

Waterbirds 2.0 severity (test)

Intrinsic Feature Guidance

65.23Accuracy

10

Feb 26, 2026

Waterbirds severity 1.0 (test)

Intrinsic Feature Guidance

0.652Accuracy

10

Feb 26, 2026

Waterbirds severity 0.5 (test)

Intrinsic Feature Guidance

63.64Accuracy

10

Feb 26, 2026

PointDA-10 1.0 (test)

93.9Transfer M->S

10

Feb 26, 2026

GraspNetPC-10 1.0 (test)

0.972Success Rate (Syn -> Kin)

10

Feb 26, 2026

Amazon Sports 8-shot (test)

67.57Macro F1

10

Feb 26, 2026

Amazon Clothes 8-shot (test)

60.14Macro F1

10

Feb 26, 2026

0.777Accuracy

10

Feb 26, 2026

87.14Accuracy

10

Feb 26, 2026

Linear Unit Example 3s (test)

0.01Classification Error

10

Feb 26, 2026

Linear Unit Test Example 3

1Classification Error

10

Feb 26, 2026

Page 75 of 202

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