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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 196 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 (retention set (Dr))

99.6Accuracy

8

Mar 16, 2026

ImageNet 1k (train)

69.2Accuracy @ 100 Epochs

8

Mar 16, 2026

84.6Accuracy

8

Mar 13, 2026

CIFAR-10 Dir(0.5) (New Clients)

72.94Accuracy (Clean)

8

Mar 13, 2026

CIFAR-10 Dir(0.5) (Original Clients)

74.8Test Accuracy

8

Mar 13, 2026

92Accuracy (C=2)

8

Mar 13, 2026

Aircraft, Caltech101, CIFAR100, DTD, EuroSAT, Flowers, Food, MNIST, OxfordPet, Cars, SUN397 mean

77.5Average Score

8

Mar 12, 2026

71.3Average Score

8

Mar 12, 2026

96.6Average Score

8

Mar 12, 2026

88.5Average Score

8

Mar 12, 2026

92.9Average Score

8

Mar 12, 2026

91.7Average Score

8

Mar 12, 2026

65.1Average Score

8

Mar 12, 2026

93.5Average Score

8

Mar 12, 2026

33.1Average Score

8

Mar 12, 2026

87.8Accuracy

8

Mar 11, 2026

82.69Base Score

8

Mar 10, 2026

PGD adversarial training

98.6Standard Accuracy

8

Mar 10, 2026

PGD adversarial training

98.6Standard Accuracy

8

Mar 10, 2026

PGD adversarial training

98.6Standard Accuracy

8

Mar 10, 2026

8-task benchmark (Cars, DTD, EuroSAT, GTSRB, MNIST, RESISC45, SUN397, SVHN) (seen)

89.18Accuracy (Cars)

8

Mar 9, 2026

Corrupted-CIFAR10 rho=0.95 (unbiased test)

57.22Accuracy

8

Mar 9, 2026

Corrupted-CIFAR10 unbiased rho=0.98 (test)

50.53Accuracy

8

Mar 9, 2026

Corrupted-CIFAR10 rho=0.99 (unbiased test)

42.44Accuracy

8

Mar 9, 2026

Tiny ImageNet 70% (test)

83.5Accuracy (Test)

8

Mar 6, 2026

Page 196 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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