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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 75 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Average (15 datasets)

91Accuracy

22

Jul 8, 2026

STL-10 pre-trained on CIFAR-10 (test)

SupCon (Baseline)

85.29Balanced Accuracy

22

Feb 26, 2026

4.11Mean Error Rate

22

Feb 26, 2026

CIFAR-100 (test)

81.65Accuracy

22

Feb 26, 2026

CIFAR-100-LT-100 balanced (test)

LPA (mean + varied)

16.48Top-1 Error Rate

22

May 29, 2026

CIFAR-100 50% symmetric noise

79.19Accuracy

22

May 21, 2026

CIFAR-100 20% symmetric noise

79.43Accuracy

22

May 21, 2026

ImageNet-1K 64x64

41.6Top-1 Accuracy

22

Feb 27, 2026

76.2Accuracy

22

Apr 3, 2026

CIFAR-10 (test)

96.1Accuracy (Sym, 20%)

22

Feb 26, 2026

ImageNet mobile setting

23.9Test Error

22

Feb 26, 2026

CIFAR-100 (test)

55.05Top-1 Error

22

Feb 26, 2026

95.76Domain-IL Accuracy

22

Feb 26, 2026

94.33Domain-IL Accuracy

22

Feb 26, 2026

M(CIFAR100-20, F-CelebA) Overall

71.64Accuracy

22

Feb 26, 2026

M(EMNIST-20, F-EMNIST)

97.12Accuracy

22

Feb 26, 2026

M(CIFAR100-10, F-CelebA) (Overall)

69.09Accuracy

22

Feb 26, 2026

M(EMNIST-10, F-EMNIST) Overall

77.1Accuracy

22

Feb 26, 2026

ImageNet 10% labels 1k (train)

91.9Top-5 Acc

22

Feb 26, 2026

CIFAR-10 ε = 36/255 (test)

87.5Clean Accuracy

22

Feb 26, 2026

ImageNet 1% labeled subset 1k (test)

93.2Top-1 Acc

22

Feb 26, 2026

iNaturalist 2017

83.8Accuracy

22

Feb 26, 2026

WebVision mini 1.0 (val)

80.44Top-1 Acc

22

Feb 26, 2026

ImageNet ILSVRC 10% labeled examples 2012

SimCLRv2* (Fine-tune+Distillation)

77.5Top-1 Acc

22

Feb 26, 2026

CIFAR10 100 clients (test)

73.21Test Accuracy

22

Feb 26, 2026

Page 75 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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