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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 ClassificationVD-DGcomputer vision16Feb 26, 2026
Image ClassificationiNaturalist (iNat.) (val)computer vision16Feb 26, 2026
Image ClassificationKuzushiji-MNISTcomputer vision16Feb 26, 2026
Image ClassificationAPYcomputer vision16Feb 27, 2026
Image ClassificationCaltech-UCSD Birds-200-2011 (CUB) Standardcomputer vision16Feb 26, 2026
Image ClassificationMNIST-Rotation (test)computer vision16Jun 30, 2026
Few-Shot Image ClassificationOmniglot 20-Waycomputer vision16Feb 26, 2026
Image ClassificationSketch (test)computer vision16Feb 26, 2026
Image ClassificationCIFAR-100+ (test)computer vision16Feb 26, 2026
Image ClassificationCIFAR-10 data-augmented (+) (test)computer vision16Feb 26, 2026
Image ClassificationImageNet 10% labels subset ILSVRC-2012 (val)computer vision16Feb 26, 2026
Image ClassificationCamelyon17-WILDS (test)computer vision16Feb 26, 2026
Image ClassificationReal/Draw. (test)computer vision15Jul 7, 2026
Image ClassificationHoney P. (test)computer vision15Jul 7, 2026
Image ClassificationSpeed (test)computer vision15Jul 7, 2026
Image ClassificationCOVID-19 (test)computer vision15Jul 7, 2026
Image ClassificationColo.H (test)computer vision15Jul 7, 2026
Image ClassificationTiny ImageNetcomputer vision15Jul 1, 2026
Image ClassificationCIFAR-100computer vision15Jul 1, 2026
Image ClassificationCIFAR-10computer vision15Jul 1, 2026
Image ClassificationImageNet (test)computer vision15Jun 29, 2026
Image ClassificationCIFAR-10computer vision15Jun 29, 2026
Image ClassificationMNISTcomputer vision15Jun 29, 2026
Image ClassificationImageNetcomputer vision15Jun 29, 2026
Image ClassificationSVHNcomputer vision15Jun 30, 2026