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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 ClassificationCIFAR10computer vision15Feb 26, 2026
Image ClassificationGBC dataset (test)computer vision15Feb 26, 2026
Image ClassificationImageNet 1% label fraction 2012 (val)computer vision15Feb 26, 2026
Image ClassificationCIFAR-100-LT Imbalance Factor 50computer vision15Feb 26, 2026
Image Classification11 Transfer Classification Datasets (Aircraft, Caltech101, Cars, CIFAR-10, CIFAR-100, DTD, Flowers, Food, Pets, SUN397, VOC2007) (test)computer vision15Feb 26, 2026
Image ClassificationImageNet ILSVRC 2012 (val)computer vision15Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision15Feb 26, 2026
Image ClassificationCIFAR-10 50 images per classcomputer vision15Feb 26, 2026
Image Classification13 datasetscomputer vision15Feb 26, 2026
Image ClassificationDomainNet Source: Real 100% data (test)computer vision15Feb 26, 2026
Image ClassificationMNIST Domain Generalizationcomputer vision15Feb 26, 2026
Zero-Shot Image ClassificationSUNcomputer vision15Feb 26, 2026
Image ClassificationSVHN original (test)computer vision15Feb 26, 2026
Image ClassificationFMOW IDcomputer vision15Apr 10, 2026
Image ClassificationiWILDCam IDcomputer vision15Feb 26, 2026
Long-tailed Image ClassificationCIFAR10 beta=100 LT (test)computer vision15Feb 26, 2026
Image ClassificationCIFAR-10 resized to 224 × 224 (test)computer vision15Feb 26, 2026
Image ClassificationMNIST (test)computer vision15Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision15Feb 26, 2026
Image ClassificationCIFAR-10 transferred from STL-10 (test)computer vision15Feb 26, 2026
Image ClassificationDamageNetcomputer vision15Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision15Feb 26, 2026
Image Classification10 Downstream Classification Datasets (PETS, CIFAR-10, CIFAR-100, DTD, CARS, Food101, Flowers, Aircraft, SUN, Caltech)computer vision15Feb 26, 2026
Image ClassificationImageNet (train val)computer vision15Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision15Feb 26, 2026