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Papers Benchmarks Datasets Tasks

Image Classification research benchmarks – Page 69 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Combined Classification Suite Average

78.8Average Score (11 components)

24

Feb 26, 2026

CIFAR-100 VTAB-1K

79Accuracy

24

Feb 26, 2026

98.6Accuracy

24

Mar 13, 2026

CIFAR-10 standard (test)

2.34GFLOPS

24

Feb 26, 2026

82.76Accuracy

24

Feb 26, 2026

9.18Forgetting Measure

24

Feb 26, 2026

Tiny-ImageNet Clean

68.25Accuracy

24

Jun 23, 2026

92.6Accuracy

24

Apr 3, 2026

CIFAR-100 pre-trained on CIFAR-10 (test)

47.92AA

24

Feb 26, 2026

TinyImageNet (test)

64.23Accuracy

24

Feb 26, 2026

Pascal VOC low-shot 2007

88.24mAP

24

Feb 26, 2026

ImageNet Subset

80.43Accuracy

24

Mar 5, 2026

32.7IN-C Score

24

Mar 4, 2026

CIFAR-100 (test)

83.3Top-1 Acc

24

Feb 26, 2026

87.6Top-1 Acc

24

May 15, 2026

ImageNet-1k 1.0 (test val)

TinyViT-21M 512

86.5Top-1 Acc

24

Feb 26, 2026

CIFAR-100 2500 labels (test)

Self-Tuning+HCR

23.93Error Rate

24

Jun 1, 2026

CIFAR-10-LT gamma=150 (test)

ReMixMatch w/ CoSSL

81.3Accuracy

24

Feb 26, 2026

CIFAR-100 80% symmetric noise (test)

73.8Accuracy

24

Feb 26, 2026

77.72F-Acc

24

Feb 26, 2026

ImageNet 10% labels 1.0 (train val)

BYOL + BG_Random

90.7Top-5 Acc

24

Feb 26, 2026

ImageNet 1% labels 1.0 (train val)

BYOL + BG_Random

83.3Top-5 Acc

24

Feb 26, 2026

92.97Robust Accuracy

24

Feb 26, 2026

CIFAR-100 synthetic label noise (test)

74.67Test Acc

24

Feb 26, 2026

CIFAR-10 synthetic label noise (test)

93.18Test Accuracy

24

Feb 26, 2026

Page 69 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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