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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 ClassificationCaltech101computer vision7Jun 5, 2026
Fine-grained Image ClassificationAircraftcomputer vision7Jun 2, 2026
Fine-grained Image ClassificationCarscomputer vision7Jun 2, 2026
Fine-grained Image ClassificationPetscomputer vision7Jun 2, 2026
Fine-grained Image ClassificationFlowerscomputer vision7Jun 2, 2026
Fine-grained image classificationAverage (5 datasets) Macro-average (test)computer vision7Jun 2, 2026
Fine-grained image classificationFGVC Aircraft (test)computer vision7Jun 2, 2026
Fine-grained image classificationOxford Flowers 102 (test)computer vision7Jun 2, 2026
Fine-grained Image ClassificationFGVC Aircraft 100computer vision7Jun 2, 2026
Fine-grained Image ClassificationStanford Cars-196computer vision7Jun 2, 2026
Fine-grained Image ClassificationOxford Pets-37computer vision7Jun 2, 2026
Image ClassificationCIFAR-10 Largecomputer vision7Jun 2, 2026
Image ClassificationCIFAR-10 Mediumcomputer vision7Jun 2, 2026
Image ClassificationCIFAR-10 (Small)computer vision7Jun 2, 2026
Image ClassificationFMNIST Largecomputer vision7Jun 2, 2026
Image ClassificationFMNIST Mediumcomputer vision7Jun 2, 2026
Image ClassificationFMNIST Smallcomputer vision7Jun 2, 2026
Image ClassificationMNIST Largecomputer vision7Jun 2, 2026
Image ClassificationMNIST Mediumcomputer vision7Jun 2, 2026
Image ClassificationMNIST Smallcomputer vision7Jun 2, 2026
Image ClassificationGalaxy10 SDSS (in-domain pretraining)computer vision7Jun 2, 2026
PolSAR image classificationFlevoland NASA/JPL AIRSAR 1989 99% (test)computer vision7Jun 1, 2026
Image ClassificationTinyImageNetcomputer vision7Jun 1, 2026
Image ClassificationCIFAR-100computer vision7Jun 1, 2026
Image ClassificationCIFAR-10computer vision7Jun 1, 2026