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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 ClassificationImNet-E 128x128 (val)computer vision6Feb 26, 2026
Image ClassificationImNet-D 128x128 (val)computer vision6Feb 26, 2026
Image ClassificationImNet-C 128x128 (val)computer vision6Feb 26, 2026
Image ClassificationImNet-B 128x128 (val)computer vision6Feb 26, 2026
Image ClassificationImNet-A 128x128 (val)computer vision6Feb 26, 2026
Image ClassificationImageNet 100 (Patched) (val)computer vision6Feb 26, 2026
Image ClassificationImageNet-100 Clean (val)computer vision6Feb 26, 2026
Fine-grained Image ClassificationOxford 102 Flowers (val)computer vision6Feb 26, 2026
Image ClassificationCIFAR100computer vision6Feb 26, 2026
Image ClassificationCIFAR10computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision6Feb 26, 2026
Image ClassificationSVHN 1K labelscomputer vision6Feb 26, 2026
Image ClassificationTiny-ImageNet 5000 labelscomputer vision6Feb 26, 2026
Image ClassificationMetaDataset v2computer vision6Feb 26, 2026
Image ClassificationAff-Wild2 ABAW2 (val)computer vision6Feb 26, 2026
Image ClassificationAutoimmune Diseases Biopsy Slides (test)computer vision6Feb 26, 2026
Multi-class Image ClassificationISIC 100% labels 2019 (test)computer vision6Feb 26, 2026
Multi-class Image ClassificationISIC 10% labels 2019 (test)computer vision6Feb 26, 2026
Multi-class Image ClassificationISIC 1% labels 2019 (test)computer vision6Feb 26, 2026
Image ClassificationVisDA (test)computer vision6Feb 26, 2026
Image ClassificationImageNette IN-10computer vision6Feb 26, 2026
Image ClassificationImageNet-paircomputer vision6Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 Type-III 35% Polynomial Margin Diminishing Noise 1.0 (test)computer vision6Feb 26, 2026