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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 OOD (test)computer vision6Feb 26, 2026
Image ClassificationImageNet OOD DEEPNETS-1M (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision6Feb 26, 2026
Image ClassificationMNIST (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-100C (test)computer vision6Jun 16, 2026
Image ClassificationBackground Challenge (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-C-9 (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-R-9 (test)computer vision6Feb 26, 2026
Image ClassificationStylized-ImageNet-9 (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-Sketch 9 (test)computer vision6Feb 26, 2026
Image ClassificationImageNet 9 (test)computer vision6Feb 26, 2026
Image ClassificationSVHN → MNIST-LT IF=100 (test)computer vision6Feb 26, 2026
Image ClassificationSVHN → MNIST-LT IF=50 (test)computer vision6Feb 26, 2026
Image ClassificationSVHN → MNIST-LT (IF=20) (test)computer vision6Feb 26, 2026
Image ClassificationSVHN → MNIST-LT (IF=1) (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100-LT STEP profile (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10-LT STEP-100 profile (test)computer vision6Feb 26, 2026
Image ClassificationDisjoint MNIST (test)computer vision6Feb 26, 2026
Few-shot Image ClassificationImageNet 5-shotcomputer vision6Feb 26, 2026
Image ClassificationJFT (test)computer vision6Feb 26, 2026
Image ClassificationAvg 5 (ImageNet, CIFAR-10, CIFAR-100, Pets, Flowers) 1 (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-ReaL 1 (test)computer vision6Feb 26, 2026
Image Classification12 Downstream Classification Tasks (Food-101, CIFAR10, CIFAR100, Birdsnap, SUN397, Cars, Aircraft, VOC2007, DTD, Pets, Caltech-101, Flowers) standard (test)computer vision6Feb 26, 2026
Image ClassificationImageNet (val)computer vision6Feb 26, 2026