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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 317 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

RetinaMNIST 5 MedMNIST (test)

50.52Accuracy

2

Apr 3, 2026

MedMNIST OrganSMNIST (test)

76.12Accuracy

2

Apr 3, 2026

MedMNIST BreastMNIST (test)

86.35Accuracy

2

Apr 3, 2026

BloodMNIST MedMNIST (test)

95.01Accuracy

2

Apr 3, 2026

96.93Top-3 Accuracy

2

Mar 31, 2026

57.34Top-3 Accuracy

2

Mar 31, 2026

ImageNet 50 1K-subset (test)

22.1Top-1 Accuracy

2

Mar 27, 2026

CIFAR10-LT 1.0 (test)

Human annotation

70.29Accuracy

2

Mar 23, 2026

10.51Mean Relative Improvement (Avg Acc)

2

Mar 23, 2026

5.52Mean Relative Improvement (Avg Acc)

2

Mar 23, 2026

Waterbirds (test)

7.72Relative Improvement (Avg Acc)

2

Mar 23, 2026

68.32Accuracy (FP32)

2

Mar 20, 2026

CIFAR100 normal (test)

39.31Accuracy

2

Mar 18, 2026

ImageNet-1K (retention set (Dr))

79.18Accuracy

2

Mar 16, 2026

CIFAR-100 (forget set (Df))

100Unlearning Score

2

Mar 16, 2026

CIFAR-100 (retention set (Dr))

99.98Accuracy

2

Mar 16, 2026

Food101N (test)

76.14-shot Accuracy

2

Mar 13, 2026

ImageYellow 1% fraction (test)

62.2Accuracy

2

Mar 11, 2026

ImageYellow 0.1% fraction (test)

46.6Accuracy

2

Mar 11, 2026

ImageMeow 1% fraction (test)

43.8Accuracy

2

Mar 11, 2026

ImageMeow 0.1% fraction (test)

34Accuracy

2

Mar 11, 2026

ImageFruit 1% fraction (test)

43Accuracy

2

Mar 11, 2026

ImageFruit 0.1% fraction (test)

29.1Accuracy

2

Mar 11, 2026

ImageWoof 1% fraction (test)

37.5Accuracy

2

Mar 11, 2026

ImageWoof 0.1% fraction (test)

31.3Accuracy

2

Mar 11, 2026

Page 317 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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