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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 313 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ImageNet 2012 (val)

22.4Top-1 Policy Error

3

Feb 26, 2026

STL-10 (5000 labels)

5.59Error Rate

3

Feb 26, 2026

CIFAR-10 (test)

Normal Training

94.8Accuracy (Clean)

3

Feb 26, 2026

SVHN extra train (test)

VGG8B (Global Backprop)

2.29Global Score

3

Feb 26, 2026

CIFAR-100 (test)

10.7Test Error

3

Feb 26, 2026

GTEx Skin (test)

Monte-Carlo sampling

94.2Accuracy

3

Feb 26, 2026

ICIAR Part A (test)

Monte-Carlo sampling

84.7Accuracy

3

Feb 26, 2026

MNIST Clustered (test)

Monte-Carlo sampling

85.2Accuracy

3

Feb 26, 2026

MNIST Sparse (test)

Monte-Carlo sampling

82.5Accuracy

3

Feb 26, 2026

MNIST Grid (28x28) (test)

99.33Accuracy

3

Feb 26, 2026

CAD to PASCAL Synthetic to Real (test)

Generate To Adapt

46.5Accuracy

3

Feb 26, 2026

Caltech-101 15 images/class

83.8Accuracy

3

Feb 26, 2026

79.85Accuracy

2

Jul 7, 2026

92.5Accuracy

2

Jul 3, 2026

87.3Accuracy

2

Jul 3, 2026

Zero-Shot Accuracy

53.4Zero-Shot Accuracy

2

Jul 1, 2026

4.28Mean Prediction Set Size

2

Jul 1, 2026

Oxford-IIIT Pets

Zero-Shot Accuracy

89.1Zero-Shot Accuracy

2

Jul 1, 2026

49.52-shot Accuracy

2

Jun 30, 2026

18.3Accuracy (2-shot)

2

Jun 30, 2026

36.12-shot Accuracy

2

Jun 30, 2026

DnA (A_h^{Q±V±})

46.5Accuracy

2

Jun 26, 2026

MNIST Large 784-392-196-10 (test)

94.38Reference Accuracy

2

Jun 23, 2026

FrequencyFormer (24ch, INT6-HAQ)

87.8Accuracy

2

Jun 19, 2026

Multi-Feature Aggregation for GNNs

83.33Accuracy

2

Jun 17, 2026

Page 313 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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