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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 ClassificationImageNet 1k (val)computer vision22Feb 26, 2026
Few-shot Image ClassificationAvescomputer vision22Feb 26, 2026
Image ClassificationSVHNcomputer vision22May 1, 2026
Image ClassificationSVHN Dp: ImageNet (test)computer vision22Feb 26, 2026
Image ClassificationImageNet 20 (test)computer vision22Feb 26, 2026
Image ClassificationGTSRB Dp: ImageNet (test)computer vision22Feb 26, 2026
Image ClassificationANIMALS10 Dp: ImageNet (downstream test)computer vision22Feb 26, 2026
Image ClassificationSTL10 Dp: ImageNet (test)computer vision22Feb 26, 2026
Image ClassificationSVHN Dp: CIFAR10 (test)computer vision22Feb 26, 2026
Image ClassificationGTSRB Dp: CIFAR10 (test)computer vision22Feb 26, 2026
Image ClassificationANIMALS10 CIFAR10 downstream (test)computer vision22Feb 26, 2026
Image ClassificationCIFAR10 downstream (test)computer vision22Feb 26, 2026
Image ClassificationCIFAR-100computer vision22Feb 26, 2026
Image ClassificationCIFAR-10computer vision22Feb 26, 2026
Image ClassificationFood101, DTD, Caltech101, Flowers102, and OxfordPets base-to-new generalization CLIP baselinecomputer vision22Feb 26, 2026
Medical Image ClassificationPathMNIST v2 (test)bio medicalcomputer vision22Feb 26, 2026
Medical Image ClassificationMedMNIST DermaMNIST v2 (test)bio medicalcomputer vision22Feb 26, 2026
Image ClassificationCIFAR10computer vision22Feb 26, 2026
Fine-grained Image ClassificationDTDcomputer vision22Jun 8, 2026
Image ClassificationMedMNIST OrganAMNIST (test)computer vision22Apr 3, 2026
Image ClassificationMNIST non-IID Level 4 v1 (test)computer vision22Feb 26, 2026
Image ClassificationMNIST non-IID Level 3 v1 (test)computer vision22Feb 26, 2026
Image ClassificationMNIST non-IID Level 2 v1 (test)computer vision22Feb 26, 2026
Image ClassificationMNIST non-IID Level 1 v1 (test)computer vision22Feb 26, 2026
Image ClassificationCORe50 (test)computer vision22Feb 26, 2026