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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 263 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

8.6AUC Improvement

5

Mar 12, 2026

OctMNIST (test)

72.8Final Round Test Accuracy

5

Mar 12, 2026

Semi-iNat Order granularity

55.42Top-1 Accuracy

5

Mar 10, 2026

Semi-iNat Family granularity

47.85Top-1 Accuracy

5

Mar 10, 2026

Semi-iNat Species granularity

41.88Top-1 Accuracy

5

Mar 10, 2026

Ceramic Insulator Defect (test)

73.9Test F1 Score

5

Mar 10, 2026

ImageNet-C (Gradual)

74.9Average Accuracy

5

Mar 10, 2026

5.15Error Rate

5

Mar 10, 2026

4.84Error Rate

5

Mar 10, 2026

7.68Error Rate

5

Mar 10, 2026

0.1Error Rate

5

Mar 10, 2026

70.91Top-1 Accuracy

5

Mar 10, 2026

Waterbirds pixel space (test)

70.46Average Accuracy

5

Mar 10, 2026

95.6Average Accuracy

5

Mar 10, 2026

3.31Speed-up

5

Mar 9, 2026

99.18Accuracy

5

Mar 9, 2026

CIFAR-10 (test)

91.1Accuracy

5

Mar 9, 2026

BiasedMNIST ρ = 0.999 (test)

60.5Accuracy (%)

5

Mar 9, 2026

78.7AUROC

5

Mar 6, 2026

Planes DB Brain (test)

82F1 Score

5

Mar 6, 2026

Planes DB 6-View (test)

94.7F1 Score

5

Mar 6, 2026

Dermatoscope (test)

74.96Accuracy

5

Mar 6, 2026

25.08Average Score

5

Mar 5, 2026

84.15Balanced Accuracy

5

Mar 4, 2026

79.4Top-1 Accuracy

5

Mar 4, 2026

Page 263 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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