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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 237 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

1,017Communication Steps

6

Mar 25, 2026

Oxford-PETS 37 classes

815Communication Steps

6

Mar 25, 2026

1,211Communication Steps

6

Mar 25, 2026

Skin Cancer 8 classes

815Communication Steps

6

Mar 25, 2026

99Accuracy

6

Mar 25, 2026

CIFAR-10 ResNet-18 (test)

87.28Sparsity

6

Mar 24, 2026

CIFAR-10 VGG-11 (test)

90.4Sparsity

6

Mar 24, 2026

CIFAR-10 (test)

63.2Accuracy

6

Mar 20, 2026

ImageNet clean (val)

76.41Top-1 Accuracy

6

Mar 19, 2026

ImageNet-C overall (mean over 7 corruptions x 5 severities)

39Top-1 Accuracy

6

Mar 19, 2026

74.01Top-10 Accuracy

6

Mar 17, 2026

CIFAR-10 (test)

0MRED

6

Mar 16, 2026

ImageNet 1K (val)

Unpruned Baseline

80.35Accuracy (%)

6

Mar 16, 2026

CIFAR-100 Dir(0.5) (test)

51.04Test Accuracy

6

Mar 13, 2026

97.99Accuracy

6

Mar 12, 2026

97.36Top-1 Accuracy

6

Jun 9, 2026

98.2Accuracy

6

Mar 11, 2026

CIFAR-10 (test)

35Delay Gain (%)

6

Mar 10, 2026

85.2Accuracy

6

Mar 10, 2026

Poincare ResNet-32

11.9Accuracy (FGSM)

6

Mar 10, 2026

Poincare ResNet-32

26.36FGSM Accuracy

6

Mar 10, 2026

Poincare ResNet-32

60.68Robustness (FGSM)

6

Mar 10, 2026

81.06Accuracy

6

Mar 10, 2026

ImageNet Preserved Classes

94Church Accuracy

6

Mar 10, 2026

ImageNet Erased Classes

86Church Accuracy

6

Mar 10, 2026

Page 237 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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