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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 ClassificationDataComp 38 downstream tasks medium (test)computer vision12Feb 26, 2026
Image ClassificationOpenImage 1.0 (test)computer vision12Feb 26, 2026
Image ClassificationImageNette 1.0 (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision12Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision12Feb 26, 2026
Image ClassificationDomainNet feature shift (test)computer vision12Feb 26, 2026
Image ClassificationDigit-5 feature shift (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 label shift (test)computer vision12Feb 26, 2026
Image ClassificationFMNIST label shift (test)computer vision12Feb 26, 2026
Image ClassificationSo2Sat city-split (test)computer vision12Feb 26, 2026
Image ClassificationJUMP-CP (test)computer vision12Feb 26, 2026
Image ClassificationImageNet C (corruptions) (val)computer vision12Apr 24, 2026
Image ClassificationCIFAR-100 Flip2 noise 1.0 (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 Flip2 noise 1.0 (test)computer vision12Feb 26, 2026
Image ClassificationImageNet-C Set 2computer vision12Feb 26, 2026
Federated Image ClassificationSVHN (test)computer visiontabular time series12Feb 26, 2026
Medical Image ClassificationEyePACsbio medicalcomputer vision12Feb 26, 2026
Medical Image ClassificationRSNAbio medicalcomputer vision12Feb 26, 2026
Medical Image ClassificationAPTOSbio medicalcomputer vision12Feb 26, 2026
Image ClassificationCelebA (Private) FFHQ (Public)computer vision12Feb 26, 2026
Image ClassificationCelebA Private Publiccomputer vision12Feb 26, 2026
Image Classification under Transfer-based Black-box AttacksCIFAR-10 (test)computer visionadversarial safety security12Feb 26, 2026
Image ClassificationDMLABcomputer vision12Feb 26, 2026
Image ClassificationGeoNet target (Asia)computer vision12Feb 26, 2026
Image ClassificationGeoNet USA (source)computer vision12Feb 26, 2026