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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
20-way Few-shot Image ClassificationOmniglot non-mutually-exclusive 77 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet 200 (val)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (val)computer vision8Feb 26, 2026
Image classificationCorrupted CIFAR-10 unbiased (test)computer vision8Mar 9, 2026
Image ClassificationCorrupted CIFAR-10 Type 1 unbiased (test)computer vision8Feb 26, 2026
Image ClassificationCorrupted CIFAR-10 Type 0 unbiased (test)computer vision8Feb 26, 2026
Image ClassificationMNIST synthetic label noise (test)computer vision8Feb 26, 2026
Image ClassificationClothing1M noisy data only 1.0computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 27, 2026
Semi-supervised Image ClassificationImageNet 1% labeledcomputer vision8Feb 26, 2026
Image ClassificationHuman CIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 long-tailed (test)computer vision8Feb 26, 2026
Image ClassificationImbalanced CIFAR-100 Step rho=50 (test)computer vision8Feb 26, 2026
Image ClassificationOffice-Caltech Multi-targetcomputer vision8Feb 26, 2026
Image ClassificationImageNet-Ccomputer vision8Mar 10, 2026
Image ClassificationCIFAR-10 4000 labels standardcomputer vision8Feb 26, 2026
Image ClassificationMini-ImageNet 4000 labelscomputer vision8Feb 26, 2026
Image ClassificationMini-ImageNet (1000 labels)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100-LT IF 10 (test)computer vision8Feb 26, 2026
Cross-modal Image ClassificationSTL-10 chrominance view (test)multimodalcomputer vision8Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100 IR=10, NR=0.1 (test)computer vision8Feb 26, 2026