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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 ClassificationFlowers-102computer vision25May 20, 2026
Image ClassificationCIFAR100computer vision25Apr 7, 2026
Image ClassificationImageNet-1kcomputer vision25Feb 26, 2026
Zero-shot Image ClassificationDTDcomputer vision25May 19, 2026
Image ClassificationCIFAR-10 automobile vs. catcomputer vision25Feb 26, 2026
Image ClassificationMNIST digits 8 and 9computer vision25Feb 26, 2026
Image ClassificationMNIST iid (10 classes/client) CONV4, 50 rounds (test)computer vision25Feb 26, 2026
Image ClassificationImageNet-A OfficeHome source (test)computer vision25Feb 26, 2026
Image ClassificationImageNet-R OfficeHome source (test)computer vision25Feb 26, 2026
Image ClassificationImageNet-A MiniDomainnet source (test)computer vision25Feb 26, 2026
Image ClassificationImageNet-R MiniDomainnet source (test)computer vision25Feb 26, 2026
Hyperspectral Image ClassificationSalinas (test)computer vision25Mar 24, 2026
Image ClassificationFood101computer vision25Feb 27, 2026
Base-to-novel Image ClassificationFGVC Aircraftcomputer vision25May 18, 2026
Image ClassificationImageNet-1K 1.0 (val)computer vision25Feb 26, 2026
Image ClassificationtieredImageNetcomputer vision25Feb 26, 2026
Image ClassificationCIFAR10 original and noisy labels (test)computer vision25Feb 26, 2026
Image ClassificationSIIM-ACRcomputer vision25May 26, 2026
Image ClassificationImageNet-1K original (val)computer vision25Feb 26, 2026
Image ClassificationCIFAR-100 LT IF=10computer vision25Jul 8, 2026
Image ClassificationCIFAR-100 50+50computer vision25Feb 26, 2026
Image ClassificationCheXpert (test)computer vision25Feb 26, 2026
Image ClassificationImageNet Basecomputer vision25Feb 26, 2026
Image ClassificationCIFAR-100 Noisy (test)computer vision25Jun 30, 2026
Image ClassificationCIFAR100 (test)computer vision25Feb 26, 2026