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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 275 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 symmetric noise, all labels

74.2Accuracy

5

Feb 26, 2026

CIFAR-10 symmetric noise all labels

95.6Accuracy

5

Feb 26, 2026

80.84Attributional Robustness (IN)

5

Feb 26, 2026

ILSVRC12 clean (val)

62.64Top-1 Accuracy

5

Feb 26, 2026

InShop distorted (test)

85.6Accuracy

5

Feb 26, 2026

SOP distorted (test)

75.7Accuracy

5

Feb 26, 2026

CARS196 distorted (test)

77.2Accuracy

5

Feb 26, 2026

CUB-200 distorted (test)

64.8Accuracy

5

Feb 26, 2026

98.3Accuracy (T1)

5

Feb 26, 2026

Food-101N 25k (test)

85.78Top-1 Accuracy

5

Feb 26, 2026

SIM2MNIST (test)

5Error Rate

5

Feb 26, 2026

Noisy Bangla Numeral Contrast (test)

94.6Accuracy

5

Feb 26, 2026

Noisy Bangla Numeral Motion (test)

98.18Accuracy

5

Feb 26, 2026

Noisy Bangla Numeral AWGN (test)

96.68Accuracy

5

Feb 26, 2026

0.73Accuracy

5

Feb 26, 2026

CIFAR-10 SVHN open-set noise

80.62Average Accuracy

5

Feb 26, 2026

CIFAR-10 with ImageNet-32 open-set noise

79.89Average Accuracy

5

Feb 26, 2026

Cifar10 150K iterations (test)

8.69Error Rate

5

Feb 26, 2026

CIFAR-10 7 (test)

8.69Test Error

5

Feb 26, 2026

CIFAR-10 40% noise fraction (val)

89Accuracy (Val)

5

Feb 26, 2026

ImageNet in-domain

Hariharan et al.

85.2Top-5 Accuracy

5

Feb 26, 2026

Individual Networks

8.65Top-1 Error

5

Feb 26, 2026

Generate To Adapt

50.4Accuracy

5

Feb 26, 2026

ILSVRC non-blacklisted 2012 (val)

Inception-ResNet-v2

19.9Top-1 Error

5

Feb 26, 2026

MNIST 100 labels (test)

Conv-Small, Γ-model

0.89Test Error

5

Feb 26, 2026

Page 275 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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