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Binary Classification research benchmarks – Page 38 · SOTA2 Research

Binary Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Noisy spiral dataset

HQNN (MerLin Reproduction)

90Accuracy

1

Feb 26, 2026

Fingerprint Dataset KS vs. WSS (test)

Ensemble Vision Transformer

88Accuracy

1

Feb 26, 2026

Fingerprint Dataset Control vs. WSS (test)

Ensemble Vision Transformer

80Accuracy

1

Feb 26, 2026

Fingerprint Dataset (Control vs. KS) (test)

Ensemble Vision Transformer

72Accuracy

1

Feb 26, 2026

EXIST Task 1.1 2025 (dev)

34.08ICM

1

Feb 26, 2026

iNat Animals (1% imbalance ratio) 21

57.3Balanced Accuracy

1

Feb 26, 2026

iNat Animals (5% imbalance ratio) 21

0.619Balanced Accuracy

1

Feb 26, 2026

iNat Animals 50% imbalance ratio 21

70.7Balanced Accuracy

1

Feb 26, 2026

iNat Insects (1% imbalance ratio) 21

62.8Balanced Acc

1

Feb 26, 2026

iNat21 Insects (5% imbalance ratio)

63.4Balanced Acc

1

Feb 26, 2026

iNat Insects (50% imbalance ratio) 21

82.4Balanced Acc

1

Feb 26, 2026

iNat Plants 1% imbalance ratio 21

60.1Balanced Accuracy

1

Feb 26, 2026

iNat Plants (5% imbalance ratio) 21

61.4Balanced Acc

1

Feb 26, 2026

iNat Plants 50% imbalance ratio 21

81.1Balanced Acc

1

Feb 26, 2026

Prenatal Renal Anomaly Ultrasound (val)

—

—Primary metric

0

Feb 26, 2026

—

—Accuracy

0

Feb 26, 2026

ADNI LMCI vs NC (15% test)

—

—Primary metric

0

Feb 26, 2026

Page 38 of 38

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MNIST CIFAR Adult blood iNAT

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