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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 ClassificationDomainNet Real domain (ID)computer vision7Feb 26, 2026
Image ClassificationImageNet subset (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 50% symmetric noisecomputer vision7Feb 26, 2026
Image ClassificationCIFAR-10 20% symmetric noisecomputer vision7Feb 26, 2026
Image ClassificationDollar Street (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet-ILSVRC12 WebVision transfer (val)computer vision7Feb 26, 2026
Image ClassificationMNIST 50% symmetric noise (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 η = 0.4 (class-conditional noise) (test)computer vision7Feb 26, 2026
Image ClassificationMNIST 70% symmetric label noise (test)computer vision7Feb 26, 2026
Image ClassificationChest X-Ray (test)computer vision7Feb 27, 2026
Long-tailed Image ClassificationPlaces-LT Uniformcomputer vision7Feb 26, 2026
Long-tailed Image ClassificationPlaces-LT Uniform 1.0computer vision7Feb 26, 2026
ClassificationPermuted MNIST 9 (test)computer visionnlp+37Feb 26, 2026
Fine-Grained Image ClassificationFGVC Datasets (including FGVC-Aircraft and Stanford Dogs) (test)computer vision7Feb 26, 2026
Incremental Image ClassificationImageNet-100 (test)computer vision7Feb 26, 2026
Image ClassificationPneumonia dataset (Fold-1)computer vision7Feb 26, 2026
Image ClassificationImageNet V2 1 (val)computer vision7Feb 26, 2026
Image ClassificationFMOW-WILDScomputer vision7Feb 26, 2026
Image ClassificationCIFAR-10.02computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 001computer vision7Feb 26, 2026
Image ClassificationImageNet 100% labels 1.0computer vision7Feb 26, 2026
Image ClassificationMini-ImageNet Transfer from DomainNet-Real (val)computer vision7Feb 26, 2026