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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 ClassificationTissueMNIST USB 80 labelscomputer vision14Feb 26, 2026
Image ClassificationEuroSat USB 40 labelscomputer vision14Feb 26, 2026
Image ClassificationEuroSat USB 20 labelscomputer vision14Feb 26, 2026
Image ClassificationSTL-10 USB 100 labelscomputer vision14Feb 26, 2026
Image ClassificationSTL-10 USB (40 labels)computer vision14Feb 26, 2026
Image ClassificationCIFAR-100 USB 400 labelscomputer vision14Feb 26, 2026
Image ClassificationCIFAR-100 USB (200 labels)computer vision14Feb 26, 2026
Image ClassificationCINIC-10 100 clients (test)computer vision14Feb 26, 2026
Image ClassificationCINIC-10 20 clients (test)computer vision14Feb 26, 2026
Image ClassificationCIFAR-10 20 clients (test)computer vision14Feb 26, 2026
Image ClassificationFashion-MNIST 100 clients (test)computer vision14Feb 26, 2026
Image ClassificationFashion-MNIST 20 clients (test)computer vision14Feb 26, 2026
Image ClassificationImageNet (val)computer vision14Feb 26, 2026
Image ClassificationTiny ImageNetcomputer vision14Feb 26, 2026
Image ClassificationImageNet-K 1.0 (test)computer vision14Feb 26, 2026
Image ClassificationMNIST-R 64 rotations (test)computer vision14Feb 26, 2026
Image ClassificationTransfer Learning Suite (FGVC-Aircraft, Caltech-101, CIFAR-10, CIFAR-100, DTD, Oxford-102 Flowers, Food-101, Oxford-IIIT Pets, SUN397) (test or val)computer vision14Feb 26, 2026
Image ClassificationImageNetV2 original (test)computer vision14Feb 26, 2026
Image ClassificationImageNet-A original (test)computer vision14Feb 26, 2026
Image ClassificationImageNet-C mild scenario (severity level 5)computer vision14Jul 2, 2026
Image ClassificationCIFAR100 50+50computer vision14Feb 26, 2026
ClassificationFine-grained classification benchmarks (Food-101, CIFAR-10, CIFAR-100, SUN397, Stanford Cars, FGVC Aircraft, Pascal VOC 2007, DTD, Oxford-IIIT Pets, Caltech-101, Oxford Flowers 102, CUB-200-2011)computer visionnlp+314Feb 26, 2026
Temporal Image ClassificationMS-CXR-T (test)computer vision14Feb 26, 2026
Image ClassificationSUN397 Basecomputer vision14Feb 26, 2026
Image ClassificationStanford Cars (Novel)computer vision14Feb 26, 2026