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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 42 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 8000 images (test)

93.2Accuracy

36

May 12, 2026

Evaluation suite OOD

68.3Average Accuracy

36

Apr 28, 2026

Evaluation suite (ID)

93Average Accuracy

36

Apr 28, 2026

95.7Accuracy

36

Apr 28, 2026

88.27Performance at 60% Threshold

36

Apr 23, 2026

CIFAR-100 60% symmetric label noise

63.05Accuracy

36

Apr 23, 2026

ImageNet-1K (val)

63.1Offloaded Accuracy

36

Apr 23, 2026

Food-101 (test)

87.23Accuracy

36

Jun 30, 2026

CIFAR-10 (test)

98.12Accuracy

36

Apr 10, 2026

85.87Accuracy

36

Apr 10, 2026

68.6Top-1 Accuracy

36

Jun 2, 2026

14 tasks collection

93.4Average Absolute Accuracy

36

Mar 18, 2026

8 tasks collection

94.2Average Absolute Accuracy

36

Mar 18, 2026

ImageNet I-Woof (test)

87.5Accuracy

36

May 6, 2026

Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=10, pl=0.1, α=0.1) 1.0 (test)

95.36Accuracy

36

Mar 16, 2026

Ultrahigh Carbon Steel Micrograph DataBase (UHCS) (IR=2, pl=0.1, α=0.1) 1.0 (test)

95.36Accuracy

36

Mar 16, 2026

59.5Accuracy (%)

36

Jun 11, 2026

MTIL task-agnostic (test)

62Aircraft Accuracy

36

Jun 16, 2026

Food101 novel classes

0.921Accuracy

36

May 12, 2026

15.8Gauss Error

36

Apr 20, 2026

0.944Accuracy

36

Feb 26, 2026

89.77Accuracy

36

Feb 26, 2026

CIFAR-10 long-tailed imbalance (test)

87.95Accuracy

36

Feb 26, 2026

97.1Accuracy

36

May 22, 2026

CINIC-10 Dir(0.01), 50 clients, 20% participation

56.96Accuracy

36

Feb 26, 2026

Page 42 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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