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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-345 (Unlabeled Common)computer vision9Feb 26, 2026
Image ClassificationDomainNet 345 (Unlabeled Private)computer vision9Feb 26, 2026
Image ClassificationVisDA-RSUT ResNet-101 (test)computer vision9Feb 26, 2026
Few-shot Image ClassificationCIFAR-FS 5-way 5-shotcomputer vision9Feb 26, 2026
Few-shot Image ClassificationCIFAR-FS 5-way 1-shotcomputer vision9Feb 26, 2026
Image ClassificationOxfordPets Pathological Non-IID (test)computer vision9Feb 26, 2026
Image ClassificationFlowers102 Pathological Non-IID (test)computer vision9Feb 26, 2026
Image ClassificationCaltech101 Pathological Non-IID (test)computer vision9Feb 26, 2026
Image ClassificationDTD Pathological Non-IID (test)computer vision9Feb 26, 2026
Image ClassificationFood101 Pathological Non-IID (test)computer vision9Feb 26, 2026
Image ClassificationTiny-ImageNet-C Severity 1-5computer vision9Feb 26, 2026
Image ClassificationTiny-ImageNet-C Severity 5computer vision9Feb 26, 2026
Image ClassificationCIFAR-100-C Severity 1-5computer vision9Feb 26, 2026
Image ClassificationCIFAR-10-C Severity 1-5computer vision9Feb 26, 2026
Multi-task Image ClassificationMNIST multi-task (test)computer vision9Feb 26, 2026
Image classificationiNat 2021computer vision9Feb 26, 2026
Image ClassificationImageNette 10 classes (val)computer vision9Jun 2, 2026
Image ClassificationCIFAR100 Dirichlet 0.6 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR100 Dirichlet 0.1 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision9Feb 26, 2026
Image ClassificationImageNet (val)computer vision9Feb 26, 2026
Image ClassificationMNIST-scale ideal downsampling, missing scales 1.0 (test)computer vision9Feb 26, 2026
Image ClassificationMNIST-scale non-ideal downsampling (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision9Feb 26, 2026
Image ClassificationCIFAR-100 (beta=0.3) (test)computer vision9Feb 27, 2026