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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 200 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

88.5Accuracy

8

Feb 26, 2026

Stanford Cars 4-shot

80Accuracy

8

Feb 26, 2026

FGVC Aircraft 4-shot

30.4Accuracy

8

Feb 26, 2026

78.5Accuracy

8

Feb 26, 2026

Caltech 101 4-shot

93.4Accuracy

8

Feb 26, 2026

Flowers102 4-shot

95.6Accuracy

8

Feb 26, 2026

65.3Accuracy

8

Feb 26, 2026

91.4Accuracy

8

Feb 26, 2026

STL10 downstream

95.68Classification Accuracy

8

Feb 26, 2026

ImageNet Robustness 1K A R O Sketch V2

38.6ImageNet-1K Acc

8

Feb 26, 2026

SI Background Challenge

62.4SI Size Score

8

Feb 26, 2026

Avg. of cross-dataset Target multiple (test)

70.77Accuracy

8

Feb 26, 2026

ImageNet Source 1k (train)

74.43Accuracy

8

Feb 26, 2026

ImageNet 32-100

45.45Accuracy (Natural)

8

Feb 27, 2026

80.7Accuracy

8

Feb 26, 2026

CUB, Oxford-IIIT Pets, Stanford Dogs, NABirds Different Label Spaces (avg across pairs)

81.1CUB Accuracy

8

Feb 26, 2026

DomainNet Same Label Space avg across pairs

69.1Clipart Accuracy

8

Feb 26, 2026

ImageNet Robustness Suite IN-C, C-bar, A, D, Sketch, Drawing, Cartoon, Hard (val)

62.45FGSM Accuracy

8

Feb 26, 2026

ImageNet 1k (val)

19.36Clean Error (%)

8

Feb 26, 2026

CIFAR100 (train)

0Communication (Gbit)

8

Feb 26, 2026

0Communication (Gbit)

8

May 12, 2026

FGVC and VTAB 24 tasks (test)

78.64Accuracy

8

Feb 26, 2026

95.19Test Acc (Last)

8

Feb 26, 2026

Waterbird (test)

89.67Accuracy

8

Feb 26, 2026

CIFAR10C 90% bias-conflicting ratio, unbiased (test)

76.03Accuracy

8

Feb 26, 2026

Page 200 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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