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Image Classification research benchmarks – Page 207 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet-LT ILSVRC2012 (test)

35.6Top-1 Accuracy (Overall)

8

Feb 26, 2026

ImageNet A 2012 (val)

Accuracy Monitor

0.719AUPR

8

Feb 26, 2026

Visual Decathlon STL-10 (val test)

25.08Airc

8

Feb 26, 2026

SVHN 1k labeled 72k unlabeled (test)

95.81Accuracy

8

Feb 26, 2026

CompCars (test)

95.4Accuracy

8

Feb 26, 2026

TCIFAR-100 1.0 (test)

Teacher ResNet-32

0.613Accuracy

8

Feb 26, 2026

CIFAR-10 (test)

88.1Greyscale Acc

8

Feb 26, 2026

CIFAR-10 2k labels (test)

11.87Test Error Rate

8

Feb 26, 2026

MNIST non-permutation (test)

99.2Accuracy

8

Feb 26, 2026

CIFAR100 (test)

71.23Top-1 Acc (Symmetric, 0.2)

8

Feb 26, 2026

91.15Top-1 Acc (Sym, 0.2)

8

Feb 26, 2026

PASCAL VOC 2012 (val)

Proposed Method

86.5mAP

8

Feb 26, 2026

OFFICE DSLR → Webcam (test)

Unsupervised Domain Adaptation by Backpropagation

94Accuracy

8

Feb 26, 2026

OFFICE Amazon → Webcam (test)

Unsupervised Domain Adaptation by Backpropagation

67.3Accuracy

8

Feb 26, 2026

CIFAR-100 (Pat-10)

113Communication Rounds (acc@65)

8

Feb 27, 2026

Long-Tailed CIFAR100 mu=0.01 (test)

37.94Accuracy

8

Feb 26, 2026

Long-Tailed CIFAR100 mu=0.1 (test)

56.78Accuracy

8

Feb 26, 2026

CIFAR100 mu=1 (test)

70.65Accuracy

8

Feb 26, 2026

Long-Tailed CIFAR10 mu=0.01 (test)

0.713Accuracy

8

Feb 26, 2026

Long-Tailed CIFAR10 mu=0.1 (test)

86.77Accuracy

8

Feb 26, 2026

CIFAR10 mu=1 (test)

92.95Accuracy

8

Feb 26, 2026

Fashion MNIST 66 (test)

96.91Accuracy

8

Feb 26, 2026

69.63Top-1 Accuracy

7

Jul 9, 2026

45.52Top-1 Accuracy

7

Jul 9, 2026

47.34Top-1 Accuracy

7

Jul 9, 2026

Page 207 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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