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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-Rcomputer vision9Mar 4, 2026
Image ClassificationCIFAR-100computer vision9Mar 4, 2026
Zero-shot Image ClassificationFood101computer vision9May 19, 2026
Image ClassificationCIFAR-100 Dirichlet beta=0.1computer vision9Feb 27, 2026
Image ClassificationCIFAR-10 Dirichlet beta=0.6computer vision9Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision9Feb 27, 2026
Depth Image ClassificationSUN RGB-Dcomputer vision3d vision geometry9May 19, 2026
Image ClassificationT-ImageNetcomputer vision9Feb 27, 2026
Image ClassificationCIFAR-10 Pathological-2 (test)computer vision9Feb 27, 2026
Conformal Image ClassificationAverage across 11 datasets CLIP ViT-B/16 features (test)computer visionnlp9Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision9Feb 26, 2026
Image ClassificationMNISTcomputer vision9Feb 26, 2026
Zero-shot Image ClassificationMMEB (val)computer vision9Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision9Feb 26, 2026
Image ClassificationMNIST (test)computer vision9Feb 26, 2026
Image ClassificationMNIST-LTcomputer vision9Feb 26, 2026
Image ClassificationImageNet-1Kcomputer vision9Feb 26, 2026
Image ClassificationTiny-ImageNetcomputer vision9Feb 26, 2026
Image ClassificationCIFAR-100computer vision9Feb 26, 2026
Image ClassificationCMNIST original unshiftedcomputer vision9Feb 26, 2026
Image ClassificationCIFAR-10 (unseen classes 5-9)computer vision9Feb 26, 2026
Image ClassificationFashion-MNIST unseen classes 5-9computer vision9Feb 26, 2026
Image ClassificationMNIST (unseen classes 5-9)computer vision9Feb 26, 2026
Image ClassificationKMNIST (val)computer vision9Feb 26, 2026