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Image Classification research benchmarks – Page 55 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

8-Vision benchmark (EuroSAT, GTSRB, SVHN, RESISC45, DTD, Cars, MNIST, SUN397) (test)

LoRA’s absolute accuracy

99Accuracy (EuroSAT)

29

Jun 4, 2026

89.7Accuracy

29

Jun 2, 2026

Fine-tuned (STL)

97.3Top-1 Accuracy

29

May 14, 2026

WebVision 50 (test)

CLIP+LA w. CARE

85.3Top-1 Accuracy

29

May 25, 2026

CIFAR-10 18 (test)

95.69Accuracy (ACC)

29

Jul 7, 2026

68.91Top-1 Accuracy (Clean)

29

May 26, 2026

Oxford-IIIT Pets (test)

92.29Top-1 Accuracy

29

Jun 30, 2026

72.16Robust Accuracy

29

Mar 20, 2026

0.902Accuracy

29

Feb 26, 2026

Zero-shot Evaluation Suite (Food-101, CIFAR-10, CIFAR-100, SUN397, Stanford Cars, FGVC Aircraft, DTD, Oxford-IIIT Pets, Caltech-101, Flowers102, ImageNet-1K) various (test)

90.5Food-101 Top-1 Acc

29

Feb 26, 2026

61.2Harmonic Mean

29

Apr 21, 2026

89.8Accuracy

29

Feb 26, 2026

CIFARTile (test)

30.33Test Error

29

Feb 26, 2026

CIFAR-10 Pathological partition (test)

110Communication Rounds

29

Feb 26, 2026

CIFAR-10 (full)

98.7Top-1 Acc

29

May 7, 2026

ImageNet-1k 1 (val)

75.72Top-1 Acc

29

Jun 2, 2026

CIFAR-10 (test)

Fully Supervised Baseline

96.05Accuracy

29

Mar 24, 2026

CIFAR-100-LT gamma=50 (test)

57.8Accuracy

29

May 29, 2026

ImageNet V2 1.0 (val)

ViT-L↑384 (DeiT III)

76.7Top-1 Accuracy

29

Feb 26, 2026

CIFAR-100 Step-Imbalance

59.54Accuracy

29

Apr 27, 2026

85.1Accuracy

29

Feb 26, 2026

Imbalanced CIFAR-10 long-tailed, ratio 10 (test)

88.85Top-1 Accuracy

29

Feb 26, 2026

ImageNet Long-Tailed (test)

58.8Top-1 Accuracy

29

Feb 26, 2026

CIFAR-100 Clean standard (test)

69.64Accuracy

28

Jul 7, 2026

CIFAR-10-C standard (test)

81.37Corruption Accuracy

28

Jul 7, 2026

Page 55 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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