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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 ClassificationComp-DD Dog-Easy (test)computer vision9Feb 26, 2026
Image ClassificationComp-DD Bird-Hard (test)computer vision9Feb 26, 2026
Image ClassificationComp-DD Bird-Easy (test)computer vision9Feb 26, 2026
Image ClassificationS2RDA-MS-39 synthetic-to-real (test)computer vision9Feb 26, 2026
Image ClassificationS2RDA-49 synthetic-to-real (test)computer vision9Feb 26, 2026
Image ClassificationImageNet Multilingualcomputer vision9Feb 26, 2026
Image ClassificationCIFAR-100 (IID)computer vision9Feb 26, 2026
Image ClassificationEuro (test)computer vision9Feb 26, 2026
Image ClassificationCropD (test)computer vision9Feb 26, 2026
Image ClassificationChessX (test)computer vision9Feb 26, 2026
Image Classification4 ImageNet Variants (ImgNet-V2, ImgNet-S, ImgNet-A, ImgNet-R)computer vision9Feb 26, 2026
Image ClassificationCIFAR-10 (Retain)computer vision9Feb 26, 2026
Image ClassificationImageNet (test)computer vision9Feb 26, 2026
Semi-supervised Image ClassificationImageNet ILSVRC 2012 (1% labels)computer vision9Feb 26, 2026
Image ClassificationImageSquawk 128x128 (test)computer vision9Feb 26, 2026
Image ClassificationiNat 10-shot 18computer vision9Feb 26, 2026
Image ClassificationiNat 5-shot 18computer vision9Feb 26, 2026
Image ClassificationiNat 1-shot 18computer vision9Feb 26, 2026
Image ClassificationCifar10 Dirichlet(10) (test)computer vision9Jun 30, 2026
Image ClassificationImageNet (val)computer vision9Feb 26, 2026
Image ClassificationImageNetcomputer vision9Feb 26, 2026
Image ClassificationhomNIST (test)computer vision9Feb 26, 2026
Image ClassificationTiny-Imagenetcomputer vision9Feb 26, 2026
Image ClassificationCIFAR-100computer vision9Feb 26, 2026
Image ClassificationSVHNcomputer vision9Feb 26, 2026