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Classification research benchmarks – Page 99 · SOTA2 Research

Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CARS 10-way 0-shot

99.6Accuracy

8

Mar 26, 2026

FLWR 10-way 0-shot

SigLIP Zero-Shot

95.8Accuracy

8

Mar 26, 2026

FOOD 10-way 0-shot

SigLIP Zero-Shot

97.1Accuracy

8

Mar 26, 2026

AIR 10-way 0-shot

SigLIP Zero-Shot

79.6Accuracy

8

Mar 26, 2026

CAL 10-way 0-shot

SigLIP Zero-Shot

99.5Accuracy

8

Mar 26, 2026

SUN 10-way 0-shot

97.4Zero-Shot Accuracy

8

Mar 26, 2026

ESAT 10-way 0-shot

54Accuracy

8

Mar 26, 2026

m-bigearthnet GEO-Bench

74.2mAP

8

Mar 25, 2026

Knots-10 tight knots (test)

97.22Test Accuracy

8

Mar 25, 2026

UCI Credit Card

76.2F1-Macro

8

Mar 24, 2026

91.5F1-Macro

8

Mar 24, 2026

71.2F1-Macro

8

Mar 24, 2026

98.5F1-Macro

8

Mar 24, 2026

Credit Default MNAR

81.02Accuracy

8

Mar 19, 2026

Tuadromd 60% MAR

98.82Accuracy

8

Mar 19, 2026

Tuadromd 40% MAR

98.8Accuracy

8

Mar 19, 2026

Tuadromd 20% MAR

98.81Accuracy (%)

8

Mar 19, 2026

Default 60% MAR

81.04Accuracy (%)

8

Mar 19, 2026

Default 40% MAR

81.02Accuracy

8

Mar 19, 2026

Default 20% MAR

81.02Accuracy (%)

8

Mar 19, 2026

0.99AUC

8

May 18, 2026

ADULT 75% missingness (test)

79.56AUC

8

Mar 13, 2026

ADULT 0% missingness (test)

92.78AUC

8

Mar 13, 2026

Synthetic Classification Oracle (test)

73Accuracy

8

Mar 13, 2026

ADNI CN vs MCI (test)

71.17Accuracy

8

Mar 13, 2026

Page 99 of 202

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