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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 ClassificationC-MNIST synthetic (1% ratio)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 25-shot (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 1-shot (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-200 (I ∪ II) (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-100 II (test)computer vision6Feb 26, 2026
Image ClassificationImageNet-100 (I) (test)computer vision6Feb 26, 2026
Image ClassificationReal-world COCO-based evaluation settings Stage 1 Discovery Precision@10 > 0.8computer vision6Feb 26, 2026
Image ClassificationReal-world COCO-based evaluation settings Stage 1 Discovery Precision@10 > 0.6computer vision6Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision6Feb 26, 2026
Pixel-level Image ClassificationImage 4K Long Range Arena (LRA) (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10computer vision6Feb 26, 2026
Image ClassificationBFFHQ ratio 1.0 (test)computer vision6Feb 26, 2026
Image ClassificationBAR ratio 5.0 (test)computer vision6Feb 26, 2026
Image ClassificationCountry211 (val)computer vision6Feb 26, 2026
Image ClassificationCaltech256 (val)computer vision6Feb 26, 2026
Image ClassificationOfficeHome Realcomputer vision6Feb 27, 2026
Image ClassificationOfficeHome ClipArtcomputer vision6Feb 27, 2026
Image ClassificationOfficeHome Artcomputer vision6Feb 27, 2026
Image ClassificationCIFAR100Ccomputer vision6Feb 27, 2026
Image ClassificationCIFAR10.1 v6computer vision6Feb 27, 2026
Image ClassificationCIFAR10Ccomputer vision6Feb 27, 2026
Image ClassificationCHAMMI (test)computer vision6Feb 26, 2026
Robust Image ClassificationCIFAR-100 RobustBench standard (val)computer vision6Feb 26, 2026
Image ClassificationRSNAcomputer vision6Feb 27, 2026
Image ClassificationEMNIST letters 37 classescomputer vision6Feb 26, 2026