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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 ClassificationOxfordPets 4-shotcomputer vision22Mar 26, 2026
Image ClassificationEuroSAT 4-shotcomputer vision22Mar 26, 2026
Image ClassificationSVHNcomputer vision22Feb 26, 2026
Image ClassificationAircomputer vision22Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision22Feb 26, 2026
Image Classificationresisc45 vtabcomputer vision22Feb 26, 2026
Image Classificationvtab petscomputer vision22Feb 26, 2026
Image ClassificationFlowers VTABcomputer vision22Feb 26, 2026
Histopathology image classificationNSCLC (test)computer visionbio medical22Feb 26, 2026
Image ClassificationImageNet-1k 1.0 (val)computer vision22Feb 26, 2026
Long-tailed Image ClassificationCIFAR100-LT Imbalance Factor 10computer vision22Feb 26, 2026
Image ClassificationImageNet-A 1.0 (test)computer vision22Feb 26, 2026
Image ClassificationfastMRI v1.0 (test)computer vision22Feb 26, 2026
Image ClassificationCIFAR-100 long-tailed (rho=100) (test)computer vision22Feb 26, 2026
Corrupted Image Classification and OOD DetectionImageNet-C 1.0 (test)computer vision22Feb 26, 2026
Zero-shot Image ClassificationImageNet shiftcomputer vision22Feb 26, 2026
Image ClassificationCIFAR-10 iid (test)computer vision22Feb 26, 2026
ClassificationS-Tiny-ImageNetcomputer visionnlp+322Feb 26, 2026
Image ClassificationAverage (15 datasets)computer vision22Jul 8, 2026
Image ClassificationSTL-10 pre-trained on CIFAR-10 (test)computer vision22Feb 26, 2026
Image Classification (Feature shift)CIFAR-10-C (target clients)computer vision22Feb 26, 2026
Image ClassificationSTL-10computer vision22Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision22Feb 26, 2026
Medical Image ClassificationICH (test)bio medicalcomputer vision22Mar 4, 2026
Image ClassificationCIFAR-100-LT-100 balanced (test)computer vision22May 29, 2026