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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
Medical Image ClassificationCOVID-QU (random)bio medicalcomputer vision19Feb 26, 2026
Medical Image ClassificationPneumonia (random)bio medicalcomputer vision19Feb 26, 2026
Medical Image ClassificationNCTbio medicalcomputer vision19Apr 20, 2026
Image ClassificationCIFAR-10 (test)computer vision19Feb 26, 2026
Image ClassificationDomainNet Average ODG setting (leave-one-domain-out)computer vision19Feb 26, 2026
Image ClassificationDomainNet Sketch ODG setting (leave-one-domain-out)computer vision19Feb 26, 2026
Image ClassificationDomainNet Quickdraw ODG setting (leave-one-domain-out)computer vision19Feb 26, 2026
Image ClassificationDomainNet Infograph ODG setting (leave-one-domain-out)computer vision19Feb 26, 2026
Image ClassificationDomainNet Real ODG setting (leave-one-domain-out)computer vision19Feb 26, 2026
Image ClassificationDomainNet Painting ODG setting leave-one-domain-outcomputer vision19Feb 26, 2026
Image ClassificationDomainNet Clipart ODG setting (leave-one-domain-out)computer vision19Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision19Feb 26, 2026
Medical Image ClassificationFed-Camelyon (Round 5)bio medicalcomputer vision19Feb 26, 2026
Medical Image ClassificationFed-ISIC (Round 5)bio medicalcomputer vision19Feb 26, 2026
Medical Image ClassificationFed-ISIC Round 2bio medicalcomputer vision19Feb 26, 2026
Image ClassificationCIFAR-10 Cleancomputer vision19May 21, 2026
Image ClassificationAverage 11 datasets (Novel)computer vision19Apr 23, 2026
Image ClassificationMNIST CS 100 (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR100 Subsetcomputer vision19Feb 26, 2026
Image ClassificationImageNet 21K (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR-100-N-LT synthetic (test)computer vision19Feb 26, 2026
Image ClassificationImageNet 1K (val)computer vision19Feb 26, 2026
Image ClassificationImageNet 1k V2 (test)computer vision19Feb 26, 2026
Zero-shot Image ClassificationImageNet-Sketch (test)computer vision19Feb 26, 2026
Zero-shot Image ClassificationImageNet-A (test)computer vision19Feb 26, 2026