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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 ClassificationCIFAR10 16/255 noise (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR10 12/255 noise (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR10 8/255 noise (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision10Feb 26, 2026
Image ClassificationAverage (Flowers102, OxfordPets, VOC2007) (test)computer vision10Feb 26, 2026
Image ClassificationDogs-120 (test)computer vision10Feb 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Image ClassificationImageNet (test)computer vision10Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision10Feb 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Image ClassificationCUBcomputer vision10Feb 26, 2026
Image ClassificationWaterbirds (test)computer vision10Feb 26, 2026
Image ClassificationImageNet (Source) and 10 Target Datasets (SUN397, Aircraft, EuroSAT, StanfordCars, Food101, Pets, Flower102, Caltech101, DTD, UCF101) 16-shot (train)computer vision10Feb 26, 2026
Image ClassificationFMoW WILDS (test)computer vision10Feb 26, 2026
Image ClassificationImageNet-1kcomputer vision10Feb 26, 2026
Image ClassificationCUB-200 x8 2011 (test)computer vision10Feb 26, 2026
Image ClassificationCUB-200 2011 x4 (test)computer vision10Feb 26, 2026
Image ClassificationStanfordCars x8 (test)computer vision10Feb 26, 2026
Image ClassificationStanfordCars x4 (test)computer vision10Feb 26, 2026
Image ClassificationImageNet Source 1K (test)computer vision10Feb 26, 2026
Image ClassificationImageNet (test)computer vision10Feb 26, 2026
Image ClassificationImageNet100-I2C (test)computer vision10Feb 26, 2026
Image ClassificationImageNet100 + CIFAR100 (test)computer vision10Feb 26, 2026
Image ClassificationDomainNet Minicomputer vision10Feb 26, 2026
Image ClassificationImageNet-R wild scenario (online imbalanced label distribution shifts)computer vision10Feb 26, 2026