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Image Classification research benchmarks – Page 212 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

79.5Accuracy

7

May 13, 2026

96.1Accuracy

7

May 13, 2026

Tiny-ImageNet Held-out Clients (test)

90.6Accuracy

7

May 12, 2026

CIFAR-100 Held-out Clients (test)

93.71Accuracy

7

May 12, 2026

37Time to 80% Acc (s)

7

May 12, 2026

89Max Accuracy

7

May 12, 2026

88.6Max Accuracy

7

May 12, 2026

19Time to 80% Acc (s)

7

May 12, 2026

11Time to 80% Acc (s)

7

May 12, 2026

PromptSRC + Bi-CoG

68.19HM

7

May 12, 2026

PromptSRC + Bi-CoG

94.5HM

7

May 12, 2026

PromptSRC + Bi-CoG

80.89HM

7

May 12, 2026

PromptSRC + Bi-CoG

87.6HM

7

May 12, 2026

PromptSRC + Bi-CoG

74.18HM

7

May 12, 2026

Food101 (transfer)

34.13Accuracy

7

May 12, 2026

Flowers102 (transfer)

Supervised (labels)

49.62Accuracy

7

May 12, 2026

CIFAR-10 (held-out 5000 images)

Spectral Surgery

85.1Accuracy (Global)

7

May 11, 2026

34.9Macro Precision

7

May 11, 2026

CIFAR10 imbalanced

81.28Macro Precision

7

May 11, 2026

FashionMNIST imbalanced

93.82Macro Precision

7

May 11, 2026

MNIST imbalanced

99.03Macro Precision

7

May 11, 2026

34.9Macro Precision

7

May 11, 2026

81.28Macro Precision

7

May 11, 2026

FashionMNIST imbl

93.82Macro Precision

7

May 11, 2026

99.03Macro Precision

7

May 11, 2026

Page 212 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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