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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 169 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-10 Asymmetric Noise, ε=0.2 (test)

Label Smoothing

90.49Accuracy

10

Feb 26, 2026

CIFAR-10 (test)

89Median Test Accuracy

10

Feb 26, 2026

WaterBird (train)

100Accuracy

10

Mar 10, 2026

STAM (DeiT-Base)

80.78Top-1 Accuracy

10

Feb 26, 2026

TinyImageNet 35 (test)

70Accuracy (10 classes)

10

Feb 26, 2026

CIFAR-100 (test)

84.23Best Accuracy

10

Feb 26, 2026

CIFAR-100 (20-split)

0.863Acc

10

Feb 26, 2026

FMoW-WILDS out-of-distribution (val)

59.2Accuracy

10

Feb 26, 2026

CIFAR-10 (test)

81.61Anat Score

10

Feb 26, 2026

ImageNet-9 Mixed-Next

84Accuracy

10

Feb 26, 2026

ImageNet-9 Mixed-Rand

85.5Accuracy

10

Feb 26, 2026

ImageNet-9 Mixed-Same

90.1Accuracy

10

Feb 26, 2026

ImageNet-9 Only-FG

88.8Accuracy

10

Feb 26, 2026

ImageNet-9 No-FG

46.2Accuracy

10

Feb 26, 2026

ImageNet-9 Only-BG-T

17.6Accuracy

10

Feb 26, 2026

ImageNet-9 Only-BG-B

11.4Accuracy

10

Feb 26, 2026

ImageNet-9 Original

96Accuracy

10

Feb 26, 2026

Long-tailed CIFAR-100 (imbalance factor 100) (test)

65.5Accuracy (Many Classes)

10

Feb 26, 2026

SI-Score-9 background-shifted (test)

BYOL + BG-HardMix (GT)

0.69Test Accuracy

10

Feb 26, 2026

ObjectNet-9 distribution-shifted (test)

BYOL + BG-Mixup (CAM)

31.38Test Accuracy

10

Feb 26, 2026

90.17Top-1 Accuracy

10

Feb 26, 2026

LSUN large-scale γ=100, β=20% (test)

78.9Overall Accuracy

10

Feb 26, 2026

Tiny ImageNet Long-Tailed, p=10 (test)

57.22Accuracy

10

Feb 26, 2026

Food 251 (test)

0.77Top-1 Accuracy

10

Feb 26, 2026

Real Blurry Images (test)

ResNet-50 + DeepAugment + AugMix

51.7Error Rate

10

Feb 26, 2026

Page 169 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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