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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 ClassificationFGVC Aircraft Aircomputer vision23Feb 26, 2026
Image ClassificationImageNet In-Distribution (test)computer vision23Feb 26, 2026
Image ClassificationImageNet OOD variants (A, V2, R, S) 1k (test val)computer vision23Feb 26, 2026
Image ClassificationImageNetcomputer vision23Mar 11, 2026
Image ClassificationDigitsDGcomputer vision23May 29, 2026
Image ClassificationSVHN (train)computer vision23Apr 27, 2026
Image ClassificationImageWoof full-sized (test)computer vision23Feb 26, 2026
Image ClassificationTiny-ImageNet corrupted (test)computer vision23Jun 23, 2026
Image ClassificationImageNet 1K (val)computer vision23Feb 26, 2026
Image ClassificationTissueMNIST USB (test)computer vision23Feb 26, 2026
Image ClassificationTiny-ImageNet (test)computer vision23Jun 25, 2026
Image ClassificationiNaturalist IR=500 2018 (test)computer vision23Feb 26, 2026
Image ClassificationFlowercomputer vision23Mar 6, 2026
Image ClassificationImageNet-Rcomputer vision23Feb 26, 2026
Image ClassificationStylized ImageNet (SIN)computer vision23Feb 26, 2026
Image ClassificationCartoncomputer vision23Feb 26, 2026
Zero-shot Image ClassificationImageNet-R (test)computer vision23Feb 27, 2026
Image ClassificationCIFAR-100computer vision23Feb 26, 2026
Image ClassificationImageNet-LTcomputer vision23Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision23Feb 26, 2026
5-way 3-shot Image ClassificationMiniImageNet 33.3% symmetric label swap noise 54 (test)computer vision23Feb 26, 2026
5-way 3-shot Image ClassificationMiniImageNet 0% noise 54 (test)computer vision23Feb 26, 2026
Continual Image ClassificationImageNet-100 10 stepscomputer vision23Feb 26, 2026
Fine-grained Image ClassificationCars 1.0 (val)computer vision23Feb 26, 2026
Image ClassificationImageNet-A Targetcomputer vision23May 8, 2026