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Image Classification research benchmarks – Page 132 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100-LT ($ ho=100$) (test)

48.9Accuracy

13

Feb 26, 2026

CIFAR-10 (test)

88.71Clean Accuracy

13

Feb 26, 2026

ImageWoof 128x128

74.4Top-1 Acc

13

Feb 27, 2026

ImageNette 128x128

87.9Top-1 Acc

13

Feb 27, 2026

Long-tailed CIFAR-100 Imbalance factor 0.1 (test)

ResLT (3 experts)

63.73Top-1 Acc

13

Feb 26, 2026

99.6Accuracy

13

Feb 26, 2026

Oxford-IIIT Pets (val)

OMNIVORE (Swin-L)

96.1Top-1 Acc

13

Feb 26, 2026

BSCD-FSL 8 target domains: CUB, Cars, Plantae, Places, CropDisease, EuroSAT, ISIC, ChestX standard (test)

70.53CUB Accuracy

13

Feb 26, 2026

SVHN (train test)

1.89Error Rate

13

Feb 26, 2026

ImageNet-S Sketch 1.0 (val)

55Top-1 Acc

13

Feb 26, 2026

ImageNet 34 (val)

0.73Feature Accuracy

13

Feb 26, 2026

68.85Accuracy (S1)

13

Feb 26, 2026

ImageNet 32x32 1000 categories (test)

41.28Test Accuracy

13

Feb 26, 2026

ImageNet 10% labeled 1k (test)

91.2Top-5 Accuracy

13

Feb 26, 2026

96.5Accuracy

13

Feb 26, 2026

ImageNet 1k (val)

90Top-1 Accuracy

13

Feb 26, 2026

NATS-Bench SSS ImageNet-16-120 (val)

46.73Top-1 Accuracy

13

Feb 26, 2026

NATS-Bench SSS CIFAR-100 (test)

73.51Top-1 Accuracy

13

Feb 26, 2026

NATS-Bench SSS CIFAR-10 (test)

94.37Top-1 Acc

13

Feb 26, 2026

NATS-Bench SSS CIFAR-10 (val)

91.61Top-1 Accuracy

13

Feb 26, 2026

ImageNet-LT Uniform Shifted (test)

53.1Top-1 Acc

13

Feb 26, 2026

CIFAR-100 4k labels

28.61Error Rate

13

Feb 26, 2026

62.1Top-5 Acc (Novel, 1-shot)

13

Feb 26, 2026

CIFAR-100 40% Asymmetric noise

63.53Accuracy

13

May 21, 2026

ImageNet 100% labels

96.5Top-5 Accuracy

13

Feb 26, 2026

Page 132 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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