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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 268 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Ours (Corrected PGM)

92.3Accuracy

5

Feb 26, 2026

Ours (Original)

69.5Accuracy

5

Feb 26, 2026

99.59Mean Score (%)

5

Feb 26, 2026

ImageNet 1k (val)

75.2Top-1 Acc

5

Feb 26, 2026

81.11Clean Accuracy

5

Feb 26, 2026

STL10 Unauthorized domain

63Accuracy

5

Feb 26, 2026

CIFAR-10 IR=100 long-tail (test)

68.07Clean Accuracy

5

Feb 26, 2026

CIFAR-10 long-tail (IR=20) (test)

78.49Accuracy (Clean)

5

Feb 26, 2026

97.76Macro Accuracy

5

Feb 26, 2026

ImageNet 1k (val)

76.13Accuracy

5

Feb 26, 2026

93.05Accuracy

5

Feb 26, 2026

Occluded-OOD-CV 20-40% occlusion 1.0

62Top-1 Accuracy (Combined)

5

Feb 26, 2026

Average 25 datasets

67.5Accuracy

5

Feb 26, 2026

CLIP (reported)

63.3Accuracy

5

Feb 26, 2026

0.808ROC AUC

5

Feb 26, 2026

Mini-ImageNet (MIN)

59.48Top-1 Acc

5

Feb 26, 2026

CIFAR-100 CR100

58.82Top-1 Acc

5

Feb 26, 2026

83.81Top-1 Acc

5

Feb 26, 2026

ImageNet 1k (val)

79.3Accuracy

5

Feb 26, 2026

Composite Adversarial Attack (CAA6) (test)

93.75Clean Accuracy (CA)

5

Feb 26, 2026

Unspecified Dataset

93.75Class Accuracy

5

Feb 26, 2026

mini-ImageNet (train)

70.4Average Score

5

Feb 26, 2026

CUB-200 Instance-dependent Noise 0.4 2011 (test)

79.34Accuracy (Best)

5

Feb 26, 2026

CUB-200-2011 Instance-dependent Noise 0.3 (test)

81.39Accuracy (Best)

5

Feb 26, 2026

CUB-200-2011 Instance-dependent Noise 0.2 (test)

82.53Best Accuracy

5

Feb 26, 2026

Page 268 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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