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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 (val)computer vision8Feb 26, 2026
Image ClassificationImageNet-1k (val)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationTiny-ImageNet Dir(beta) (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100 Dir(beta) (test)computer vision8Feb 26, 2026
Image ClassificationFashion-MNIST alpha = 0.5computer vision8Feb 26, 2026
Image ClassificationFashion-MNIST IIDcomputer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationICcomputer vision8Feb 26, 2026
Image ClassificationImageNet 10/50-classcomputer vision8Feb 26, 2026
Multi-task Image ClassificationTALL-20 (test)computer vision8Feb 26, 2026
Multi-task Image ClassificationTALL-14 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet30 Snow Corruptioncomputer vision8Feb 26, 2026
Image ClassificationTinyImgNetcomputer vision8Apr 29, 2026
Image ClassificationCIFAR-100computer vision8Feb 26, 2026
Image ClassificationDomainNet Mini (test)computer vision8Feb 26, 2026
Sequential Image ClassificationpsMNIST (Permuted Sequential MNIST) 1.0 (test)computer vision8Feb 26, 2026
Medical Image ClassificationCheXpert (test)bio medicalcomputer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationOffice-31 DSLR domain (test)computer vision8Feb 26, 2026
Image ClassificationOffice-Home Art-Source (sub-table a)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100, ImageNet-O, ImageNet-V2, CIFAR-10computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
ClassificationImageNet-Ccomputer visionnlp+38Feb 26, 2026
Image ClassificationCIFAR-10 Asymmetric 30% noise (test)computer vision8Feb 26, 2026