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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 ClassificationCIFAR-100 (val)computer vision11Feb 26, 2026
Image ClassificationKuzushiji-MNIST original (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-100+ augmented (test)computer vision11Feb 26, 2026
Domain Adaptation Image ClassificationVOC to ImageNet V->I 2007computer visionnlp11Feb 26, 2026
Domain Adaptation Image ClassificationImageNet to VOC I->V 2007computer visionnlp11Feb 26, 2026
Image ClassificationCIFAR-10 noise paddedcomputer vision11Feb 26, 2026
Image ClassificationCamelyon17-WILDS (val)computer vision11Feb 26, 2026
Image Classification10-Dataset Average (target_average)computer vision10Jul 8, 2026
Image ClassificationFGVC-Aircraft (target)computer vision10Jul 8, 2026
Image ClassificationOxford-IIIT Pets (target)computer vision10Jul 8, 2026
Image ClassificationCIFAR-100 Dirichlet alpha=0.1 (test)computer vision10Jul 7, 2026
Image ClassificationCIFAR-100 Dirichlet alpha=0.6 (test)computer vision10Jul 7, 2026
Image ClassificationCIFAR-10 Dirichlet alpha=0.1 (test)computer vision10Jul 7, 2026
Image ClassificationCIFAR-10 Dirichlet alpha=0.6 (test)computer vision10Jul 7, 2026
Image ClassificationCIFAR-100 (test)computer vision10Jul 7, 2026
Medical Image ClassificationMatek-19 non-IID Dirichlet alpha=0.5bio medicalcomputer vision10Jul 7, 2026
Medical Image ClassificationMatek-19 (IID)bio medicalcomputer vision10Jul 7, 2026
Medical Image ClassificationHAM10000 Dirichlet alpha=0.5 (non-IID)bio medicalcomputer vision10Jul 7, 2026
Medical Image ClassificationHAM10000 (IID)bio medicalcomputer vision10Jul 7, 2026
Image ClassificationImageNet modifiedcomputer vision10Jul 7, 2026
Image ClassificationFER2013 Happy, Surprised and Neutral (test)computer vision10Jul 7, 2026
Zero-shot Image ClassificationIN-100 Textcomputer vision10Jul 3, 2026
Zero-shot Image ClassificationPAINTcomputer vision10Jul 3, 2026
Zero-shot Image ClassificationDisentanglingcomputer vision10Jul 3, 2026
Zero-shot Image ClassificationRTA-100computer vision10Jul 3, 2026