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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 147 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 resized to 224 × 224 (test)

88.4Accuracy

12

Feb 26, 2026

Dermofit (test)

71.32F1 Score

12

Feb 26, 2026

ImageNet Real 1.0 (test)

91.2Top-1 Accuracy

12

Feb 26, 2026

DAJAT (Base, 3*AA)

70.35Clean Accuracy

12

Feb 26, 2026

99.47Average Accuracy

12

Feb 26, 2026

Semi-iNat 2021 (val)

CCSSL (FixMatch)

41.28Top-1 Accuracy

12

Feb 26, 2026

99.05Acc (3 Classes/Client)

12

Feb 26, 2026

F-MNIST IDN-50% (test)

76.43Accuracy

12

Feb 26, 2026

F-MNIST IDN-40% (test)

85.81Accuracy

12

Feb 26, 2026

F-MNIST IDN-30% (test)

89.61Accuracy

12

Feb 26, 2026

F-MNIST IDN-20% (test)

90.83Accuracy

12

Feb 26, 2026

F-MNIST IDN-10% (test)

91.96Accuracy

12

Feb 26, 2026

49Avg Class Recall

12

Feb 26, 2026

CIFAR-100 Long-tailed Imbalance factor 0.02 (test)

ResLT (3 experts)

54.51Top-1 Acc

12

Feb 26, 2026

Long-tailed CIFAR-10 Imbalance factor 0.1 (test)

89.7Top-1 Acc

12

Feb 26, 2026

Long-tailed CIFAR-10 Imbalance factor 0.01 (test)

82.4Top-1 Accuracy

12

Feb 26, 2026

CIFAR-10 (test)

95.5Symmetric Acc @ 20%

12

Feb 26, 2026

CIFAR100 (IM=50) LT (test)

55.3Top-1 Acc

12

Feb 26, 2026

SoyCultivarLocal (test)

44.17Accuracy

12

Feb 26, 2026

CottonCultivar80 (test)

57.92Accuracy

12

Feb 26, 2026

CIFAR-10-LT λ=50 (test)

0.146Error Rate

12

Feb 26, 2026

ImageNet-1K fine-tuning after ImageNet-21K pre-training (test)

87.5Top-1 Acc

12

Feb 26, 2026

ImageNet UnBiased 1k

94.5Accuracy

12

Feb 26, 2026

COCO-Crop (test)

80.69Accuracy

12

Feb 26, 2026

73.1Accuracy

12

Feb 26, 2026

Page 147 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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