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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 140 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100S Dir(0.1) 50C

56.25Accuracy

12

Mar 13, 2026

CIFAR-10S Dir(0.5) 100C

74.26Accuracy

12

Mar 13, 2026

CIFAR-10S Dir(0.5) 50C

76.33Accuracy

12

Mar 13, 2026

CIFAR-10S Dir(0.1) 50C

90.49Accuracy

12

Mar 13, 2026

76.8Accuracy

12

Mar 10, 2026

79.17Accuracy

12

May 29, 2026

RxRx1 wilds (test ID)

51.5Accuracy

12

Mar 9, 2026

CIFAR-10 Severe Non-IID (C=2, alpha=3.0) (test)

84.71Top-1 Accuracy

12

Mar 6, 2026

83.6EMA Accuracy

12

Mar 5, 2026

Brain Tumor MRI (test)

90.55Aggregated Accuracy

12

Mar 4, 2026

CIFAR-10 (test)

Lee et al. (2020)

92.56Clean Accuracy

12

Mar 4, 2026

CIFAR-10 2K samples

53Circuit Accuracy

12

Mar 4, 2026

CIFAR-10 10K (test)

52.5Soft Accuracy

12

Mar 4, 2026

ImageNet Sketch R A V2

LIN. P. w/ FASTICA

48.18Accuracy (V2)

12

Mar 4, 2026

AIDER v1 (test)

EfficientNet-B0

95F1 Score

12

Feb 27, 2026

0Accuracy (Clean)

12

Feb 27, 2026

95.2Clean Accuracy

12

Feb 27, 2026

CIFAR-10 (test)

95.2Clean Accuracy

12

Feb 27, 2026

Places205 (train)

56.7Top-1 Accuracy

12

Feb 27, 2026

ImageNet novel and all classes

55.9Novel Top-5 Accuracy

12

Feb 27, 2026

Tiny-ImageNet (iid)

60.5Accuracy

12

Feb 26, 2026

CIFAR-100 Dir-0.05

65.56Accuracy

12

Feb 26, 2026

OrganAMNIST v2 (test)

99.8AUC

12

Feb 26, 2026

BloodMNIST v2 (test)

99.8AUC

12

Feb 26, 2026

77.9Test Acc (symm 20%)

12

Feb 26, 2026

Page 140 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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