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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 ClassificationFood 251 (test)computer vision10Feb 26, 2026
Image ClassificationReal Blurry Images (test)computer vision10Feb 26, 2026
Image ClassificationSUN original (test)computer vision10Feb 26, 2026
Image ClassificationPets original (test)computer vision10Feb 26, 2026
Image ClassificationDTD original (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR10 original (test)computer vision10Feb 26, 2026
Image ClassificationCars original (test)computer vision10Feb 26, 2026
Image ClassificationCaltech original (test)computer vision10Feb 26, 2026
Image ClassificationBirdsnap original (test)computer vision10Feb 26, 2026
Image ClassificationAircraft original (test)computer vision10Feb 26, 2026
Image Classificationtiered-Imagenet novel (test)computer vision10Feb 26, 2026
Image ClassificationOffice-Home medium-sized (test)computer vision10Feb 26, 2026
Task-incremental Image ClassificationTiny-ImageNet 200 10 (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision10Feb 26, 2026
Image ClassificationCIFAR-10computer vision10Feb 26, 2026
Image ClassificationCIFAR-10 Imbalance Ratio 100 Heteroskedastic Noise (val)computer vision10Feb 26, 2026
Image ClassificationCIFAR-10 Imbalance Ratio 10, Heteroskedastic Noise (val)computer vision10Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision10Feb 26, 2026
Image ClassificationYouTube-BBcomputer vision10Feb 26, 2026
Image ClassificationImageNet-Vidcomputer vision10Feb 26, 2026
Sequential Image ClassificationpMNIST average over 3 seeds (val)computer vision10Feb 26, 2026
Image ClassificationCIFAR-100 Long Tailed Imbalance Ratio 10 (test)computer vision10Feb 26, 2026
Pixel-by-pixel image classificationsMNIST pixel-by-pixel (test)computer vision10Feb 26, 2026
Image ClassificationImageNet 10% labels (test val)computer vision10Feb 26, 2026
Image ClassificationImageNet (val)computer vision10Feb 26, 2026