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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 226 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SplitCIFAR-10 (test)

PosteriorReplay-Exp-BW

0.929Accuracy (TInfer Final)

7

Feb 26, 2026

ImageNet noise level 125 16H (test)

P+L (Uncalibrated)

19.45Error Rate

7

Feb 26, 2026

ImageNet noise level 95 16H (test)

7.89Error Rate

7

Feb 26, 2026

CIFAR-10 (test)

83.03Sym Score (20%)

7

Feb 26, 2026

CIFAR-10 1000 labels standard

8.18Error Rate

7

Feb 26, 2026

Mini-ImageNet 10000 labels

41.11Error Rate

7

Feb 26, 2026

CIFAR-100 Long-tailed Imbalance 10 (train)

58.74Top-1 Accuracy

7

Feb 26, 2026

CIFAR-100 Long-tailed Imbalance (train)

42.57Top-1 Acc

7

Feb 26, 2026

Tiny ImageNet 2,000 labels (test)

15.4Error Rate

7

Feb 26, 2026

iNaturalist 5089-class 2017 (val)

63.6Top-1 Acc

7

Feb 26, 2026

Srinivasan 2014 (test)

100Accuracy

7

Feb 26, 2026

WebVision 2017 (val)

74.6Top-1 Accuracy

7

Feb 26, 2026

MNIST 1k labeled 59k unlabeled (test)

99.63Accuracy

7

Feb 26, 2026

Fashion-MNIST (F-MNIST) (test)

127Model Size (kB)

7

Feb 26, 2026

127Model Size (kB)

7

Feb 26, 2026

CIFAR-10 all training labels (test)

91.7Accuracy

7

Feb 26, 2026

CIFAR-100 (50,000 labels) + Tiny Images (237,203 unlabeled)

ImageNet-32 Fine-tuned

22.22Error Rate

7

Feb 26, 2026

CIFAR-100 (50,000 labels) + Tiny Images (500,000 unlabeled)

ImageNet-32 Fine-tuned

22.22Error Rate

7

Feb 26, 2026

CIFAR-100 20 tasks (test)

80.9Average Accuracy

7

Feb 26, 2026

STL-10 standard (test)

VGG8B+CO (predsim)

19.25Test Error (%)

7

Feb 26, 2026

CIFAR-100 Symmetry noise rate 20% (test)

61.87Accuracy

7

Feb 26, 2026

CIFAR-100 Symmetry noise rate 50% (test)

41.37Accuracy

7

Feb 26, 2026

CIFAR-100 Pair noise rate 45% (test)

34.81Accuracy

7

Feb 26, 2026

CIFAR-10 Pair-45% noise (test)

72.62Accuracy

7

Feb 26, 2026

MNIST Superpixels (75 nodes) (test)

95.22Accuracy

7

Feb 26, 2026

Page 226 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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