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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 175 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Camelyon17 (target domain)

91.7Accuracy

9

May 18, 2026

CIFAR10C target domain

69Accuracy

9

May 18, 2026

RotatedMNIST (target domain)

72.8Accuracy

9

May 18, 2026

TinyImageNet NID2 label quantity skew

40.52Accuracy

9

May 14, 2026

TinyImageNet NID1_0.5 label/quantity skew

46.9Accuracy

9

May 14, 2026

TinyImageNet NID1_0.2 label/quantity skew

45.64Accuracy

9

May 14, 2026

CIFAR10 NID2 label quantity skew

79.7Accuracy

9

May 14, 2026

CIFAR10 NID1_0.5 label/quantity skew

0.896Accuracy

9

May 14, 2026

CIFAR10 NID1_0.2 label/quantity skew

85.98Accuracy

9

May 14, 2026

TinyImageNet Long-tail NID10.5 (test)

37.72Accuracy (rho=10)

9

May 14, 2026

CIFAR100 NID10.5 Long-tail (test)

55.86Accuracy (rho=10)

9

May 14, 2026

55.08Accuracy

9

May 14, 2026

CIFAR100 NID1, α=0.5

66.25Accuracy

9

May 14, 2026

CIFAR100 NID1, α=0.2

64.41Accuracy

9

May 14, 2026

TinyImageNet NID1, α=0.5

46.9Accuracy

9

May 14, 2026

TinyImageNet (NID1, α=0.2)

45.64Accuracy

9

May 14, 2026

46.17Accuracy

9

May 14, 2026

HAM10000 NID1, α=0.5

52.79Accuracy

9

May 14, 2026

HAM10000 NID1, α=0.2

50.23Accuracy

9

May 14, 2026

CIFAR10 NID1, α=0.5

89.56Accuracy

9

May 14, 2026

CIFAR10 NID1, α=0.2

85.98Accuracy

9

May 14, 2026

ImageNet Subset E (val)

20.6Accuracy

9

May 14, 2026

ImageNet Subset D (val)

22.1Accuracy

9

May 14, 2026

ImageNet Subset C (val)

25.1Accuracy

9

May 14, 2026

CIFAR-100 non-IID alpha=0.5

69.84CBA MTA

9

May 13, 2026

Page 175 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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