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Image Classification research benchmarks – Page 172 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Indoor 20% independent noise (test)

72.51Top-1 Acc

10

Feb 26, 2026

CIFAR-100 Practical Heterogeneity

59.89Accuracy

9

Jul 9, 2026

CIFAR-10 Practical Heterogeneity

89.78Accuracy

9

Jul 9, 2026

CIFAR-10 Pathological Heterogeneity

92.82Accuracy

9

Jul 9, 2026

SpuCoDogs (test)

86Worst Group Accuracy (WGA)

9

Jul 8, 2026

82.8WGA Score

9

Jul 8, 2026

CIFAR-10 (test)

Schedule-Free AdamW

86.5Test Accuracy (η_init=10^-3)

9

Jul 7, 2026

54.06Accuracy (Dir-0.6)

9

Jul 7, 2026

66.84Accuracy (Dir-0.6)

9

Jul 7, 2026

90.96Accuracy (Dir-0.6)

9

Jul 7, 2026

ImageNet-1K 1.0 (val)

77.83Accuracy

9

Jul 3, 2026

88.72Accuracy

9

Jul 3, 2026

91Top-1 Accuracy

9

Jul 2, 2026

95.4Top-1 Accuracy

9

Jul 2, 2026

89.5Top-1 Accuracy

9

Jul 2, 2026

80.3Top-1 Accuracy

9

Jul 2, 2026

WikiArt GAN, WikiArt Style, Flowers, and PCam Average

ResNet-18 + SpiralFovea+Mamba

803Throughput (Img/s)

9

Jul 2, 2026

CIFAR-10 non-IID (test)

72.68Tail Accuracy

9

Jul 2, 2026

Spurious Vehicles m2m (test)

90.1WGA

9

Jul 1, 2026

Mini-ImageNet (test)

Natural Training

76.37Clean Accuracy

9

Jul 1, 2026

93.6Accuracy

9

Jun 30, 2026

94.67AUROC

9

Jun 25, 2026

1ECE

9

Jun 25, 2026

TU Berlin transformed (test)

40.7Accuracy

9

Jun 24, 2026

TU Berlin (test)

51.6Accuracy

9

Jun 24, 2026

Page 172 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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