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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 ClassificationCIFAR-100 1x10^6 EDM-generated images-augmented (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 DM-AT (train)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 DM-AT (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-100 1.0 (val)computer vision18Feb 26, 2026
Image ClassificationImageNet-R 1.0 (test)computer vision18Feb 26, 2026
Image Classification27 image classification datasets averagecomputer vision18Feb 26, 2026
Image ClassificationCIFAR10 0.6-Dirichlet (test)computer vision18Feb 27, 2026
Image ClassificationCIFAR-100 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision18Feb 26, 2026
Few-shot Image ClassificationDomainNet Clipartcomputer vision18Feb 26, 2026
Image ClassificationBFFHQ (test)computer vision18May 28, 2026
Image ClassificationMNIST-scale ideal downsampling (test)computer vision18Feb 26, 2026
Image ClassificationImageNet 10% label fraction 2012 (val)computer vision18Feb 26, 2026
Fine-grained Image ClassificationStanford Dogscomputer vision18Feb 26, 2026
Image ClassificationStanford Dogscomputer vision18Feb 26, 2026
Image ClassificationCUB200computer vision18Feb 26, 2026
Image ClassificationCars unlearnable version (test)computer vision18Feb 26, 2026
Few-shot image classificationCIFAR-FS 5-way (test)computer vision18Feb 26, 2026
Image ClassificationBlended-Office-Home-LMT ResNet-50 (test)computer vision18Feb 26, 2026
Image ClassificationImageNet and ObjectNet Robustness Suitecomputer vision18May 1, 2026
Image ClassificationCIFAR10C level 1-5computer vision18Feb 26, 2026