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Image Classification research benchmarks – Page 151 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 Non-IID-2, s=4 (test)

86.43Top-1 Accuracy

11

Mar 4, 2026

CIFAR-10 Non-IID-1, alpha=0.05 (test)

86.43Top-1 Accuracy

11

Mar 4, 2026

Tiny-ImageNet Non-IID-2, s = 5

62.35Top-1 Accuracy

11

Mar 4, 2026

Tiny-ImageNet Non-IID-2, s = 10

62.35Top-1 Accuracy

11

Mar 4, 2026

Tiny-ImageNet Non-IID-1, α = 0.01

62.35Top-1 Accuracy

11

Mar 4, 2026

Tiny-ImageNet Non-IID-1, α = 0.1

62.35Top-1 Accuracy

11

Mar 4, 2026

CIFAR-100 Non-IID-2, s = 5

66.98Top-1 Accuracy

11

Mar 4, 2026

CIFAR-100 Non-IID-2, s = 10

66.98Top-1 Accuracy

11

Mar 4, 2026

CIFAR-100 Non-IID-1, α = 0.01

66.98Top-1 Accuracy

11

Mar 4, 2026

CIFAR-10 (test)

100Retain Accuracy

11

Feb 27, 2026

97Rounds to 0.70 Accuracy

11

Feb 27, 2026

Without defense

82.33Standard Accuracy

11

Feb 27, 2026

CIFAR-10 l_inf threat model, epsilon=8/255 1.0 (test)

95.18Standard Accuracy

11

Feb 27, 2026

98.12Mean Accuracy

11

Feb 26, 2026

25.86Benign Accuracy (BA)

11

Feb 26, 2026

49.9Accuracy (Benign)

11

Feb 27, 2026

57.46Benign Accuracy

11

Feb 26, 2026

52.14Accuracy (Benign)

11

Feb 26, 2026

70.84Acc

11

May 1, 2026

CIFAR-10 (test)

95.29Standard Accuracy (SA)

11

Feb 26, 2026

CIFAR-100 (test)

LipNeXt L32W2048

0.574Clean Accuracy

11

Feb 26, 2026

CelebA-H (test)

88.68Accuracy (ε=1)

11

Feb 26, 2026

CIFAR-10 (test)

83.93Accuracy (Base)

11

Feb 26, 2026

98.83Accuracy

11

Feb 26, 2026

98.32Accuracy

11

Feb 26, 2026

Page 151 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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