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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 204 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ColoredMNIST 1.0 (Din)

Naive-Independent

89.7Accuracy

8

Feb 27, 2026

CelebA Synthetic Patch Training Distribution (Dtr) (test)

99.83Accuracy

8

Feb 27, 2026

ImageNetV2 Top Images Ti (test)

79.4Top-1 Acc

8

Feb 26, 2026

ImageNetV2 Threshold 0.7 (test)

74.5Top-1 Acc

8

Feb 26, 2026

CIFAR-100 (test)

68.75Clean Accuracy

8

Feb 26, 2026

CIFAR-10 intact (test)

93Coverage

8

Feb 26, 2026

CIFAR100 IR 50, uniform LT (test)

0.539Top-1 Acc

8

Feb 26, 2026

CIFAR-10 hypocritically perturbed (test)

88.26Accuracy (Natural)

8

Feb 26, 2026

57.7Clean Accuracy

8

Feb 26, 2026

42.05FLOPs (%)

8

Feb 26, 2026

13.7FLOPs (%)

8

Feb 26, 2026

Red Mini-ImageNet 0.6 noise rate Controlled Noisy Web Labels (CNWL) (test)

53.21Accuracy

8

Feb 26, 2026

78.92Top-1 Accuracy

8

Feb 26, 2026

BREEDS Nonliving-26

61.3WG Score

8

Feb 26, 2026

BREEDS Living-17

70.7WG Score

8

Feb 26, 2026

CIFAR-100 down-sampled to 32x32 (test)

81.8Median Accuracy

8

Feb 26, 2026

Clothing1M noisy (train val)

72.24Accuracy

8

Feb 26, 2026

FGVC Aircraft 50% labels

Self-Tuning+HCR

86.89Accuracy

8

Feb 26, 2026

FGVC Aircraft 30% labels

Self-Tuning+HCR

82.64Accuracy

8

Feb 26, 2026

FGVC Aircraft 15% labels

Self-Tuning+HCR

70.54Accuracy

8

Feb 26, 2026

CUB-200-2011 50% labels

Self-Tuning+HCR

79.48Accuracy

8

Feb 26, 2026

CUB-200-2011 (30% labels)

Self-Tuning+HCR

75.06Accuracy

8

Feb 26, 2026

CUB-200-2011 (15% labels)

Self-Tuning+HCR

66.42Accuracy

8

Feb 26, 2026

miniImageNet -> FGVC-Aircraft (test)

69.07Accuracy

8

Feb 26, 2026

22.4Clean Error

8

Apr 21, 2026

Page 204 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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