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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 ClassificationSketch (eval)computer vision6Feb 26, 2026
Image ClassificationWikiart (eval)computer vision6Feb 26, 2026
Image ClassificationFlowers (eval)computer vision6Feb 26, 2026
Image ClassificationCUBS (eval)computer vision6Feb 26, 2026
Image ClassificationAWA2computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 Symmetric noise 0.8 manually corrupted (test)computer vision6Feb 26, 2026
Image ClassificationImageNetcomputer vision6Feb 26, 2026
Image ClassificationSVHN full (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 + CIFAR-100 open-set noise (test)computer vision6Feb 26, 2026
Pixel-by-pixel Image ClassificationCIFAR10 (test)computer vision6Feb 26, 2026
Image ClassificationBrain Tumor Dataset (test)computer vision6Feb 26, 2026
Image ClassificationImageNet 10K (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 no data augmentation (test)computer vision6Feb 26, 2026
Image ClassificationImageNet ILSVRC'15 (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 (Pat-2)computer vision6Feb 27, 2026
Image ClassificationEMNIST Balanced 69 (test)computer vision6Feb 26, 2026
Image ClassificationFashionMNIST-10 (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-C level 2computer vision6Feb 26, 2026
Image ClassificationImageNet-C level 1 1.0 (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-C (level 4)computer vision6Feb 26, 2026
Image ClassificationFIVEScomputer vision6Feb 26, 2026
Image ClassificationREFUGEcomputer vision6Feb 26, 2026
Image ClassificationPACS single-target settingcomputer vision6Feb 26, 2026