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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 ClassificationLoc-MNIST 16-shotcomputer vision5Feb 26, 2026
Image ClassificationBiased MNIST 32-shotcomputer vision5Feb 26, 2026
Image ClassificationBiased MNIST 16-shotcomputer vision5Feb 26, 2026
Depth Image ClassificationSUN RGB-D (SUN-D) (val)computer vision3d vision geometry5Feb 26, 2026
Image ClassificationCIFAR10 epsilon = 16/255 (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR10 epsilon = 4/255 (test)computer vision5Feb 26, 2026
Robust Image ClassificationFashionMNIST (test)computer vision5Mar 17, 2026
Partial-Label Image ClassificationKuzushiji-MNISTcomputer vision5Feb 26, 2026
Partial-Label Image ClassificationFashion-MNISTcomputer vision5Feb 26, 2026
Image ClassificationImageNet-E 256x256 (val)computer vision5Feb 26, 2026
Image ClassificationImageNet-D 256x256 (val)computer vision5Feb 26, 2026
Image ClassificationImageNet-C 256x256 (val)computer vision5Feb 26, 2026
Image ClassificationImageNet-B 256x256 (val)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision5Feb 26, 2026
Image ClassificationMNIST (test)computer vision5Feb 26, 2026
Image Classification CalibrationImageNet-C trained on ImageNet-LT Gaussian noise corruption level 5 (test)computer vision5Feb 26, 2026
Image ClassificationiNaturalist 2019 (fine-tuning)computer vision5Feb 26, 2026
Image ClassificationiNaturalist 2018 (fine-tuning)computer vision5Feb 26, 2026
Image ClassificationPlaces205 (test)computer vision5Feb 26, 2026
Image ClassificationImageNet OOD A/R/S variants (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-9computer vision5Feb 26, 2026
Long-Tail Image ClassificationCIFAR-100 LT IR 50 (val)computer vision5Feb 26, 2026
Long-Tail Image ClassificationCIFAR-100-LT IR 100 (val)computer vision5Feb 26, 2026