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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 ClassificationVisda online imbalanced label distribution shifts 2021computer vision10Feb 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Low-shot Image ClassificationiNaturalist-18 (val)computer vision10Feb 26, 2026
Image ClassificationDogs (test)computer vision10May 4, 2026
Image Classification20 Other Datasetscomputer vision10Feb 26, 2026
Image ClassificationDTD (Base)computer vision10Feb 26, 2026
Image ClassificationImageNetcomputer vision10Feb 26, 2026
Image ClassificationMNIST-M (target)computer vision10Feb 26, 2026
Image ClassificationUCF101 (test)computer vision10Feb 26, 2026
Image ClassificationDTD (test)computer vision10Feb 26, 2026
Image ClassificationOxfordPets (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR-10 beta=0.3 (test)computer vision10Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision10Feb 26, 2026
Image ClassificationiWildCAM Unseen v1.0 (test)computer vision10Feb 26, 2026
Image ClassificationiWildCAM Seen v1.0 (test)computer vision10Feb 26, 2026
Image ClassificationiWildCAM Overall v1.0 (test)computer vision10Feb 26, 2026
Image ClassificationSTL-10 Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationStanford Cars Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationOxford-IIIT Pet Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationFlowers-102 Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR-100 Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR-10 Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationCaltech-101 Hue-shifted (test)computer vision10Feb 26, 2026
Image ClassificationCaltech-101 Original (test)computer vision10Feb 26, 2026
Image ClassificationSTL-10 100 labels (test)computer vision10Feb 26, 2026