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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 311 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CelebA [Male] (test)

97.9Accuracy

3

Feb 26, 2026

CelebA Smiling (test)

92.61Accuracy

3

Feb 26, 2026

CIFAR-100 (test)

26.36Robust Accuracy (Best)

3

Feb 26, 2026

STL-10 250 labels (test)

91.35Top-1 Acc (Seed 0)

3

Feb 26, 2026

USB Classical SSL

4Friedman Rank

3

Feb 26, 2026

SVHN USB (test)

2.85Error Rate

3

Feb 26, 2026

ImageNet-1K (val)

107Latency (ms)

3

Feb 26, 2026

S-TinyImageNet 100 tasks (test)

91.21Avg Acc

3

Feb 26, 2026

CIFAR-100 Progressive Data setting (test)

Ours-Dynamic-OSGD

0.779Accuracy

3

Feb 26, 2026

CIFAR-100 Progressive Class setting (test)

Ours-Dynamic-OSGD

77.53Accuracy

3

Feb 26, 2026

CIFAR-100 (test)

58.24Training Cost

3

Feb 26, 2026

2.1Accuracy Improvement Gap

3

Feb 26, 2026

ConvNeXt-Baseline

82.12Baseline Accuracy

3

Feb 26, 2026

ObjectNet v1 (val)

42.62Top-1 Accuracy

3

Feb 26, 2026

18.14Clean Error

3

Feb 26, 2026

Flowers-102 42 (test)

87.9Accuracy

3

Feb 26, 2026

ImageNet-100 12 (test)

89.6Accuracy

3

Feb 26, 2026

94.11Clean Accuracy

3

Feb 27, 2026

0.466Accuracy

3

Feb 26, 2026

93.7Accuracy

3

Feb 26, 2026

90.3Accuracy

3

Feb 26, 2026

DABS Natural Img 1.0 (downstream)

25.6Accuracy

3

Feb 26, 2026

CelebA Attractive Smiling (test)

66.9Accuracy

3

Feb 27, 2026

Unspecified Dataset (test)

Swin Transformer Large

89.1F1 Score

3

Feb 26, 2026

CIFAR-100 (test)

78.4Clean Accuracy

3

Feb 26, 2026

Page 311 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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