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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 89 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 N (test)

83.17Accuracy (Noisy)

19

Feb 26, 2026

CIFAR-10N (test)

92.42Accuracy

19

Mar 24, 2026

ImageNet Distribution Shifts Average of ImageNet-V2, ImageNet-R, ImageNet-Sketch, ObjectNet, and ImageNet-A (test)

85.02Average Accuracy

19

Feb 26, 2026

ImageNet 16-shot (Source)

Cross-Modal Linear Probing

73.2Accuracy

19

Feb 26, 2026

85.61Accuracy

19

May 19, 2026

ImageNet 1K (test val)

15.5Top-1 Error

19

Feb 26, 2026

99.3Accuracy

19

Jun 4, 2026

ImageSquawk 128x128 (val)

66.7Accuracy

19

May 14, 2026

ImageMeow 128x128 (val)

40.4Accuracy

19

May 14, 2026

76.31Top-1 Acc

19

Feb 26, 2026

CIFAR-100 (train test)

Fully-Supervised

19.3Error Rate

19

Feb 26, 2026

CIFAR-10 (train test)

4.19Error Rate

19

Feb 26, 2026

ImageNet original (test)

90.45SA

19

Jun 25, 2026

ColoredMNIST (CMNIST) (test)

72.1Accuracy

19

Feb 26, 2026

ImageNet natural distribution shift v2 (test)

63.8Accuracy

19

Feb 26, 2026

5.5Error Rate

19

Feb 26, 2026

87.12Accuracy

19

Feb 26, 2026

CIFAR-100 60% symmetric noise (test)

73.58Accuracy

19

Feb 26, 2026

CIFAR-100 40% symmetric noise (test)

75.91Accuracy

19

Feb 26, 2026

CIFAR-10 60% symmetric noise (test)

94.97Accuracy

19

Feb 26, 2026

CIFAR-10 40% symmetric noise (test)

95.37Accuracy

19

Feb 26, 2026

PASCAL VOC 2007

92.5mAP

19

Feb 26, 2026

CIFAR-100 Long Tailed Imbalance Ratio 100 (test)

54.2Top-1 Acc

19

Feb 26, 2026

CIFAR-10 Long Tailed Imbalance Ratio 100 (test)

86.1Top-1 Acc

19

Feb 26, 2026

CIFAR-10 8/255 (test)

88.11Accuracy (Nominal)

19

Jul 1, 2026

Page 89 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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