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Benchmarks for “image classification”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Image ClassificationImageNet and derived distribution shifts standard suite (test val)computer vision32May 18, 2026
Image ClassificationCIFAR-10-LT Imbalance Ratio 100 (test)computer vision32Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision32Feb 26, 2026
Semi-supervised Image ClassificationImageNet (10% labeled)computer vision32Feb 26, 2026
Image ClassificationImageNet (10%)computer vision32Feb 26, 2026
Image ClassificationCIFAR FScomputer vision32Jun 12, 2026
Image ClassificationS-CIFAR-10 Class-ILcomputer vision32Feb 26, 2026
Image ClassificationtieredImageNet (test)computer vision32Feb 26, 2026
Image ClassificationCIFAR-100 Sym-50% (test)computer vision32Feb 26, 2026
Image ClassificationSYN NUMBERS to SVHN (test)computer vision32Feb 26, 2026
Multi-class Image ClassificationDigestPath 2019 (test)computer vision32Feb 26, 2026
Sequential Image ClassificationMNIST ordered pixel-by-pixel 1.0 (test)computer vision32Feb 26, 2026
Image ClassificationCIFAR-10 AutoAttack v1 (AA)computer vision31Jul 7, 2026
Image ClassificationCIFAR-10-LT (gamma=200) (test)computer vision31Jun 4, 2026
Image ClassificationSynDigits-LT gamma=50computer vision31Jun 4, 2026
Image ClassificationScenecomputer vision31Mar 31, 2026
Image ClassificationSUN397computer vision31Apr 1, 2026
Image ClassificationEMNIST Dir(0.5) (test)computer vision31Apr 21, 2026
5-way Few-shot Image ClassificationISICcomputer vision31Mar 6, 2026
Image ClassificationCIFAR-10 (test)computer vision31Feb 27, 2026
Image ClassificationImageNet-Ccomputer vision31Jul 2, 2026
Few-Shot Image ClassificationFGVC Aircraft (test)computer vision31Feb 26, 2026
Image ClassificationCIFAR-10 standard (test)computer vision31Feb 26, 2026
Image ClassificationSVHN (test)computer vision31Feb 26, 2026
Few-shot image classificationall-to-all settingcomputer vision31Feb 27, 2026