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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 36 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

47Inference Latency

42

Apr 21, 2026

ImageNet A, R, S V2 (test)

64.63Accuracy (ImageNet-A)

42

Apr 20, 2026

CIFAR-10 (test)

94.9Top-1 Accuracy

42

Mar 24, 2026

MNIST Deepfool perturbed (test)

98.54Accuracy

42

Mar 19, 2026

MNIST CW perturbed (test)

98.15Accuracy

42

Mar 19, 2026

MNIST PGD perturbed (test)

99.58Accuracy

42

Mar 19, 2026

CIFAR-10 10% label

91.32Accuracy

42

Feb 27, 2026

90.8AUC

42

Feb 27, 2026

CINIC-10 1.0 (10% label)

81.29Accuracy

42

Feb 27, 2026

SVHN 1.0 (10% label)

95.26Accuracy

42

Feb 27, 2026

93.5Accuracy

42

Jun 8, 2026

11-Dataset Average

CLIP-LoRA + Ours

84Average Accuracy

42

Mar 17, 2026

ImageNet-1K (val)

83.8Top-1 Accuracy

42

Jun 5, 2026

ImageNet-127 (test)

68.4Accuracy

42

May 19, 2026

CIFAR-10 Long-Tailed (test)

77.27Clean Accuracy

42

Feb 26, 2026

ImageNet RobustBench (val)

76.62Clean Accuracy

42

May 27, 2026

STL-10 40 labels

3.92Error Rate

42

Apr 24, 2026

CIFAR-100 Noise Ratio 50%

60.27Accuracy

42

Feb 26, 2026

CIFAR-100 Noise Ratio 20%

67.11Accuracy

42

Feb 26, 2026

CIFAR-10 Noise Ratio 50%

91.83Accuracy

42

Feb 26, 2026

CIFAR-10 Noise Ratio 20%

94.4Accuracy

42

Feb 26, 2026

CIFAR-100 (test)

0.691Accuracy

42

Feb 27, 2026

VLCS (leave-one-domain-out)

81.14Average Accuracy

42

Feb 26, 2026

79.11Student Accuracy

42

Feb 26, 2026

PACS, VLCS, OfficeHome, TerraIncognita, DomainNet out-of-domain

97.6PACS Accuracy

42

May 19, 2026

Page 36 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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