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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 ClassificationPathMNISTcomputer vision45Jun 4, 2026
Image ClassificationImageNetcomputer vision45Feb 26, 2026
Image ClassificationImageNet-1k 1.0 (val)computer vision45Jun 2, 2026
Image ClassificationCIFAR100computer vision45Apr 1, 2026
Image ClassificationKITTIcomputer vision45Feb 26, 2026
Image ClassificationImageNet-1k 1.0 (val)computer vision45Feb 26, 2026
Image ClassificationImageNet-21K (val)computer vision45Feb 26, 2026
Image ClassificationCIFAR100 without Cutout (test)computer vision45Feb 26, 2026
Image ClassificationCIFAR10 without Cutout (test)computer vision45Feb 26, 2026
Few-shot Image ClassificationCropDiseases CDFSL (test)computer vision45Feb 26, 2026
Image ClassificationClothing1M 1.0 (test)computer vision45Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision45Apr 1, 2026
Image ClassificationUSPS (test)computer vision45May 20, 2026
Fine-grained Image ClassificationOxford Flowers 102computer vision45Jun 23, 2026
Image ClassificationMIT-67 (MIT-Indoor) (test)computer vision45Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision44Jun 15, 2026
Multi-class classificationCIFAR-10 LTtabular time series44May 25, 2026
Image ClassificationImageNetcomputer vision44Jul 3, 2026
Image ClassificationCIFAR-100Fcomputer vision44May 19, 2026
Image ClassificationImageNet-1K (val)computer vision44May 13, 2026
Image ClassificationMNIST (test)computer vision44May 11, 2026
Image ClassificationStanford Carscomputer vision44May 26, 2026
Image ClassificationImageNet, Caltech101, DTD, EuroSAT, FGVCAircraft, Food101, OxfordFlowers, OxfordPets, StanfordCars, SUN397, UCF101 1-shotcomputer vision44Jul 2, 2026
Image ClassificationSeq-Tiny-ImageNetcomputer vision44Mar 10, 2026
Medical Image ClassificationOrganMNIST3Dbio medicalcomputer vision44Jun 15, 2026