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Image Classification research benchmarks – Page 304 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

-0.2Delta WG TPR (Heavy)

3

Mar 30, 2026

0.027WG TPR Delta (Heavy)

3

Mar 30, 2026

CIFAR-10 (test)

39.51Test Accuracy (k=2)

3

Mar 26, 2026

Flower102 (test)

54.811-Shot Accuracy

3

Mar 25, 2026

FGVC Aircraft (test)

51.131-Shot Accuracy

3

Mar 25, 2026

0.937AUC

3

Mar 24, 2026

targeted weight re-initialization

90Accuracy Gain

3

Mar 24, 2026

targeted weight re-initialization

0.7Accuracy Gain

3

Mar 24, 2026

targeted weight re-initialization

2.4Accuracy Gain

3

Mar 24, 2026

MNIST uniform label noise η=0.4 (7-fold CV)

96.62Accuracy (7-fold CV)

3

Mar 19, 2026

MNIST uniform label noise η=0.3 (7-fold CV)

97.02Accuracy (7-fold CV)

3

Mar 19, 2026

94.6Accuracy

3

Mar 17, 2026

95.89Accuracy

3

Mar 17, 2026

92.34Accuracy

3

Mar 17, 2026

82.05Accuracy

3

Mar 16, 2026

CIFAR-100 C (test)

26.07Noise Error Rate

3

Mar 12, 2026

88Accuracy

3

Mar 11, 2026

22Delay Gain

3

Mar 10, 2026

93.85Accuracy

3

Mar 10, 2026

92.21Accuracy

3

Mar 10, 2026

15.33Accuracy

3

Mar 10, 2026

93.91Accuracy

3

Mar 10, 2026

Diabetic Retinopathy (test)

58.49Accuracy

3

Mar 10, 2026

SGDM (full params)

69.14Accuracy

3

Mar 9, 2026

72.02Top-1 Accuracy

3

Mar 9, 2026

Page 304 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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