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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 290 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

11 Datasets Average Base Class

70.52Natural Accuracy

4

Feb 27, 2026

W-Asymmetric ResNet20 (BN)

1.62Train Loss

4

Feb 26, 2026

ImageNet (test)

68.4Clean Accuracy

4

Feb 26, 2026

CIFAR-10 (test)

75.67Robustness

4

Feb 26, 2026

10Accuracy

4

Feb 26, 2026

COCO-on-Places Seen, but Non-Spurious Backgrounds

43.6Accuracy

4

Feb 26, 2026

COCO-on-Places Unseen Backgrounds

55.8Accuracy

4

Feb 26, 2026

COCO-on-Places Biased Backgrounds

84.9Accuracy

4

Feb 26, 2026

76.42Accuracy (Deployment)

4

Feb 26, 2026

STL-10 Long-Tailed (test)

68.3Accuracy

4

Feb 26, 2026

68.44Top-1 Acc

4

Feb 26, 2026

CRC-VAL-HE-7K (test)

96.27Val Acc

4

Feb 26, 2026

UCF101 H (harmonic mean)

77.64Accuracy

4

Feb 26, 2026

UCF101 (unseen)

77.5Accuracy

4

Feb 26, 2026

84.69Accuracy

4

Feb 26, 2026

EuroSAT (unseen)

64.05Accuracy

4

Feb 26, 2026

92.19Accuracy

4

Feb 26, 2026

59.9Accuracy

4

Feb 26, 2026

79.44Accuracy

4

Feb 26, 2026

SUN397 H (harmonic mean)

78.27Accuracy

4

Feb 26, 2026

80.6Accuracy

4

Feb 26, 2026

FGVCAircraft (unseen)

36.29Accuracy

4

Feb 26, 2026

FGVCAircraft (seen)

40.44Accuracy

4

Feb 26, 2026

Food101 (unseen)

91.29Accuracy

4

Feb 26, 2026

90.7Accuracy

4

Feb 26, 2026

Page 290 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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