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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 219 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NCT-CRC-HE-100K Original (test)

95.6Accuracy

7

Feb 26, 2026

81.02Accuracy

7

Feb 26, 2026

CIFAR-10 (test)

Teacher (ResNet-56)

1Model Retention

7

Feb 26, 2026

MNIST Diri(0.1)

DFedReweighting

8.731Var(Acc)

7

Feb 27, 2026

0.003MSE

7

Feb 26, 2026

0.004MSE

7

Feb 26, 2026

EMNIST iid (47 classes/client) CONV4, 50 rounds (test)

88.9Accuracy

7

Feb 26, 2026

88.2Accuracy

7

Feb 26, 2026

CIFAR-10 (test)

91.18Clean Accuracy

7

Feb 26, 2026

0.004Distribution Time (s)

7

Feb 26, 2026

ImageNet 1k (val)

0.826Top-1 Accuracy

7

Feb 26, 2026

CUB 2011 (test)

0.523CCG

7

Feb 26, 2026

90.04Accuracy

7

Feb 26, 2026

UCF-101 all-to-all

CLIP-LoRA + ADK

71.6Accuracy

7

Feb 27, 2026

Describable Textures Dataset all-to-all

CLIP-LoRA + ADK

49.4Accuracy

7

Feb 27, 2026

Caltech-101 all-to-all

Rep-Adapter + ADK

94Accuracy

7

Feb 27, 2026

Oxford-102 Flowers all-to-all

CLIP-LoRA + ADK

74.9Accuracy

7

Feb 27, 2026

Oxford-IIIT Pets all-to-all

CLIP-LoRA + ADK

92Accuracy

7

Feb 27, 2026

Food-101 all-to-all

Rep-Adapter + ADK

86.3Accuracy

7

Feb 27, 2026

Stanford Cars all-to-all

65.7Accuracy

7

Feb 27, 2026

EuroSAT all-to-all

47.5Accuracy

7

Feb 27, 2026

FGVC-Aircraft all-to-all

CLIP-LoRA + ADK

28.4Accuracy

7

Feb 27, 2026

SUN397 all-to-all

CLIP-LoRA + ADK

68.3Accuracy

7

Feb 27, 2026

NAFlora Mini (test)

91.52R@1

7

Feb 26, 2026

97.4Avg Accuracy

7

Feb 26, 2026

Page 219 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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