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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-100 beta=0.6 (test)computer vision9Feb 27, 2026
Image ClassificationCIFAR-10 beta=0.6 (test)computer vision9Feb 27, 2026
Image ClassificationImageNet 1k (val)computer vision9Feb 26, 2026
Image ClassificationChestXRay8computer vision9Feb 26, 2026
Image ClassificationFEMNIST 10 new writers (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-100 ImageNet-1K transfer (test)computer vision9Feb 26, 2026
Multi-label Image ClassificationMS-COCOcomputer vision9Feb 26, 2026
Image ClassificationImageNet-1K 1.0 (val)computer vision9Feb 26, 2026
Image ClassificationObjectNet (OOD)computer vision9Feb 26, 2026
Image ClassificationImageNetcomputer vision9Feb 26, 2026
Image ClassificationImageNet-C-bar level 5 1.0computer vision9Feb 26, 2026
Image ClassificationCIFAR-10-LT IR 100 (test)computer vision9Feb 26, 2026
Image ClassificationImageNet-C 18 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-100-C 18 (test)computer vision9Feb 26, 2026
Long-tailed Image ClassificationCIFAR-10 LT Imbalance ratio 50computer vision9Feb 26, 2026
Long-tailed Image ClassificationCIFAR-10-LT Imbalance ratio 100computer vision9Feb 26, 2026
Image ClassificationCIFAR-10 40% open-set noise (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-10computer vision9Feb 26, 2026
Image ClassificationImageNet 1K (val)computer vision9Feb 26, 2026
Image ClassificationMini-DomainNet (Leave-one-domain-out)computer vision9Feb 26, 2026
Image Classificationmini-DomainNet (test)computer vision9Feb 26, 2026
Image ClassificationImageNet-C level 1-5computer vision9Feb 26, 2026
Image ClassificationCIFAR100C level 5computer vision9Feb 26, 2026
Image ClassificationCIFAR10C level 5computer vision9Feb 26, 2026
Image ClassificationDomainNet 126 (test)computer vision9Feb 26, 2026