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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 ClassificationCamelyon17 OOD (test)computer vision14Jun 1, 2026
Image ClassificationCamelyon17 ID (val)computer vision14Jun 1, 2026
Image ClassificationCIFAR-100 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 24 (test)computer vision14Feb 26, 2026
Few-shot Image ClassificationFGVC-Aircraftcomputer vision14Jul 8, 2026
Few-shot Image ClassificationminiImagenet-Scomputer vision14Feb 26, 2026
Image ClassificationCIFAR-10.1 1.0 (test)computer vision14Feb 26, 2026
Image ClassificationUCMcomputer vision14Feb 26, 2026
Image ClassificationSVHNcomputer vision14Feb 26, 2026
Image ClassificationCIFAR-100computer vision14Feb 26, 2026
Image ClassificationCIFAR-10computer vision14Feb 26, 2026
Image ClassificationCIFAR-100-LT Ratio 100 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10-LT Ratio 10 (test)computer vision14Feb 26, 2026
Image ClassificationSemi-iNat 2021computer vision14Feb 26, 2026
Image ClassificationCIFAR-100 Noisy Fine (test)computer vision14Feb 26, 2026
Image ClassificationS-TinyImageNet (test)computer vision14Feb 26, 2026
Image ClassificationS-CIFAR100 (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR 10 (test)computer vision14Feb 26, 2026
Image ClassificationImageNet-C severity level 5 1.0 (test)computer vision14Feb 26, 2026
Image ClassificationMNIST Source (test)computer vision14Feb 26, 2026
Few-shot image classificationFC100 5-way (test)computer vision14Feb 26, 2026
Image ClassificationVggface2 (Df)computer vision14Feb 26, 2026
Image ClassificationVggface2computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 (Df)computer vision14Feb 26, 2026
Image ClassificationCIFAR-100 Long-tailed (test)computer vision14Feb 26, 2026