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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 ClassificationCIFAR-10 Step (rho=50) (test)computer vision12Feb 26, 2026
5-way 1-shot Image ClassificationminiImageNet standard (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (epsilon=2/255) 1.0 (test)computer vision12Jul 1, 2026
Image ClassificationImageNet (val)computer vision12Feb 26, 2026
Image ClassificationImageNet (val)computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 Imbalanced (long-tailed, ratio 10) (val)computer vision12Feb 26, 2026
Image ClassificationImbalanced CIFAR-10 (long-tailed, ratio 10) (val)computer vision12Feb 26, 2026
Image ClassificationImbalanced CIFAR-10 long-tailed, ratio 100 (val)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision12Feb 26, 2026
Image ClassificationSpherical MNIST NR/NRcomputer vision12Feb 26, 2026
Image ClassificationImageNet-30 labeled (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 Splitcomputer vision12Mar 31, 2026
Image ClassificationImageNet (val)computer vision12Feb 26, 2026
Image ClassificationImageNet 100/10computer vision12Feb 26, 2026
Image ClassificationK-MNIST (test)computer vision12Feb 26, 2026
5-way Image ClassificationFC100 (test)computer vision12Feb 26, 2026
Zero-shot Image ClassificationCUB GBUcomputer vision12Feb 26, 2026
Zero-shot Image ClassificationAwA2 GBUcomputer vision12Feb 26, 2026
Zero-shot Image ClassificationAwA1 GBUcomputer vision12Feb 26, 2026
Image ClassificationVOC 2007 (trainval test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 2009 (test)computer vision12Feb 26, 2026
Fine-grained Image ClassificationiNaturalist 2018computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 (full)computer vision12Apr 10, 2026
Medical Image ClassificationMedical Image Datasets Average (test)bio medicalcomputer vision12Feb 26, 2026
Image ClassificationTree-MNIST 4 Classes (val)computer vision11Jul 7, 2026