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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 154 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Euro-SAT USB version (test)

CoMatch + EPASS

3.41Error Rate

11

Feb 26, 2026

CIFAR100 (test)

94.49AUROC

11

Feb 26, 2026

CIFAR100 Long-Tailed (imbalance ratio 10) (test)

0.926AUROC

11

Feb 26, 2026

CIFAR100 Long-Tailed (imbalance ratio 50) (test)

81.38AUROC

11

Feb 26, 2026

CIFAR100 Long-Tailed (imbalance ratio 100) (test)

75.85AUROC

11

Feb 26, 2026

95.9Accuracy (20)

11

Feb 26, 2026

793.1Throughput (Train Data Load) (FPS)

11

Feb 26, 2026

Office-31 ResNet-50 (full)

96Accuracy (A->D)

11

Feb 26, 2026

CLIP Classification Suite

97.2CIFAR-10 Accuracy

11

Feb 26, 2026

ImageNet 1k (val)

76.1Top-1 Acc

11

Feb 26, 2026

HatefulMemes I (test)

Pretrained FT SOTA

0.791ROC AUC

11

Feb 26, 2026

ImageNet 1K (val)

69.7Top-1 Acc (100 eps)

11

Feb 26, 2026

CIFAR-100 (test)

68.26Linear Top-1 Acc

11

Feb 26, 2026

CIFAR-10 (test)

92.47Linear Top-1 Acc

11

Feb 26, 2026

ImageNet FGSM (val)

63.77Top-1 Acc

11

Feb 27, 2026

CIFAR10 symmetric noise 0.6 Dirichlet non-IID (a=100) (test)

28ECE

11

Feb 26, 2026

CIFAR10 symmetric noise 0.2 Dirichlet non-IID (a=100) (test)

31ECE

11

Feb 26, 2026

CIFAR10 pair noise 0.4 Dirichlet non-IID (a=100) (test)

0.27ECE

11

Feb 26, 2026

CIFAR10 pair noise 0.1 Dirichlet non-IID (a=100) (test)

0.28ECE

11

Feb 26, 2026

MNIST symmetric noise 0.6 Dirichlet non-IID (a=100) (test)

30ECE

11

Feb 26, 2026

MNIST symmetric noise 0.2 Dirichlet non-IID (a=100) (test)

27ECE

11

Feb 26, 2026

MNIST pair noise 0.4 Dirichlet non-IID (a=100) (test)

0.28ECE

11

Feb 26, 2026

MNIST pair noise 0.1 Dirichlet non-IID (a=100) (test)

14ECE

11

Feb 26, 2026

Open-Flamingo MOE

66Accuracy

11

Feb 26, 2026

mini-ImageNet-Red 0% noise

72.1Accuracy

11

Feb 26, 2026

Page 154 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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