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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
Pathology Image ClassificationSkin-C corrupted (test)computer visionbio medical12Feb 26, 2026
Pathology Image ClassificationNCT100K clean (test)computer visionbio medical12Feb 26, 2026
Pathology Image ClassificationNCT7K corrupted (test)computer visionbio medical12Feb 26, 2026
Pathology Image ClassificationNCT7K clean (test)computer visionbio medical12Feb 26, 2026
Image ClassificationDescribable Textures Datasetcomputer vision12Feb 26, 2026
Image ClassificationCaltech-UCSD Birds 200computer vision12Feb 26, 2026
Image ClassificationiNaturalist 2018computer vision12Feb 26, 2026
Image ClassificationCCC Hard 1.0 (test)computer vision12Feb 26, 2026
Image ClassificationCCC Medium 1.0 (test)computer vision12Feb 26, 2026
Image ClassificationCCC Easy 1.0 (test)computer vision12Feb 26, 2026
Backdoor Image ClassificationCIFAR-10 (test)computer visionadversarial safety security12Feb 26, 2026
Image ClassificationMedMNIST PathMNIST (test)computer vision12Apr 3, 2026
ClassificationTissueMNIST v1 (test)computer visionnlp+312Feb 26, 2026
Image ClassificationImageNet (val)computer vision12Feb 26, 2026
Image ClassificationImageNet-1K (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 SSL split 10000 labels (train test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 SSL split 2500 labels (train test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 SSL 400 labels (train test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 3-shot (test)computer vision12Feb 26, 2026
Image ClassificationPlaces365 10-shotcomputer vision12Feb 26, 2026
Image ClassificationPlaces365 5-shotcomputer vision12Feb 26, 2026
Image ClassificationDTDcomputer vision12Feb 26, 2026
Image ClassificationCaltech-101 non-IID (β = 0.1) (Retain)computer vision12Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision12Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision12Feb 26, 2026