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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 179 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Oxford Pets Saturation Shifted

38.91Classification Error

9

Mar 5, 2026

Stanford Cars Saturation Shifted

29.83Classification Error

9

Mar 5, 2026

CIFAR-100 Saturation Shifted

43.13Error Rate

9

Mar 5, 2026

CIFAR-10 Saturation Shifted

11.59Classification Error

9

Mar 5, 2026

Caltech-101 Saturation Shifted

40.02Classification Error

9

Mar 5, 2026

CIFAR-10 non-i.i.d. with symmetric noise

86.52Test Accuracy (ρ=0.4, τ=0.5)

9

Mar 5, 2026

99.98ID Accuracy

9

Mar 5, 2026

63.6Top-1 Accuracy

9

Mar 4, 2026

83.98Base Score

9

Mar 4, 2026

Transfer Learning Suite Aggregate

LoRA + MetaPEFT

81.63Average Tail Accuracy

9

Mar 4, 2026

SAR SatMAE transfer

LoRA + MetaPEFT

40.6Head Accuracy

9

Mar 4, 2026

DOTA IN21K transfer

LoRA + MetaPEFT

93.9Head Accuracy

9

Mar 4, 2026

iNat IN21K transfer 2018

LoRA + MetaPEFT

70.2Head Accuracy

9

Mar 4, 2026

ImageNet Cross-Dataset Evaluation Suite

72.77Source Domain Accuracy (ImageNet)

9

May 14, 2026

311Tau (Training)

9

Mar 4, 2026

78.48Top-1 Accuracy

9

Mar 4, 2026

CIFAR-100 Dirichlet beta=0.1

46.46Accuracy

9

Feb 27, 2026

CIFAR-10 Dirichlet beta=0.6

84.1Accuracy

9

Feb 27, 2026

CIFAR-10 (test)

87.97Natural Accuracy

9

Feb 27, 2026

CIFAR-10 (test)

93.3Accuracy (Natural)

9

Feb 27, 2026

26.5Accuracy

9

Feb 27, 2026

CIFAR-10 Pathological-2 (test)

91.83Test Accuracy

9

Feb 27, 2026

ImageNet-1K (val)

80.7Top-1 Acc (0% Occ)

9

Feb 26, 2026

88Data Required (25th Percentile)

9

Feb 26, 2026

CIFAR-100 (test)

47.17Accuracy (rho=0.4, zeta=0.8)

9

Feb 26, 2026

Page 179 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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