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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 ClassificationAircraftcomputer vision28Jun 5, 2026
Image ClassificationC-CIFAR10 official (test)computer vision28Feb 26, 2026
Image ClassificationCINIC-10 Dir(0.5) (test)computer vision28Feb 26, 2026
Image ClassificationFashion-MNIST Dir(0.5) (test)computer vision28Feb 26, 2026
Image ClassificationFashion-MNIST under sudden drift and Dir(0.1) 1.0 (test)computer vision28Feb 26, 2026
Image ClassificationCINIC-10 Dir(0.5)computer vision28Feb 26, 2026
Image ClassificationFashion-MNIST Dir(0.5)computer vision28Feb 26, 2026
Image ClassificationOfficeHome Productcomputer vision28Jun 23, 2026
Image ClassificationCheXpert 5x200computer vision28May 26, 2026
Medical Image ClassificationAUITDbio medicalcomputer vision28Feb 26, 2026
Medical Image ClassificationCOVID (downstream)bio medicalcomputer vision28Feb 26, 2026
Few-shot Image ClassificationAircraft (test)computer vision28Feb 26, 2026
Image ClassificationImageNet-1K 1.0 (val)computer vision28Feb 26, 2026
Image ClassificationRSSCN7computer vision28Jun 23, 2026
Medical Image ClassificationAPTOS 2019bio medicalcomputer vision28May 27, 2026
Image ClassificationCIFAR10-C unbiased (test)computer vision28Feb 26, 2026
Long-tailed Image ClassificationCIFAR-100-LT Imbalance ratio 50computer vision28Feb 26, 2026
Image ClassificationImageNet 1k (source)computer vision28Feb 26, 2026
Image ClassificationPatchCamelyon (test)computer vision28Feb 27, 2026
Image ClassificationCIFAR10 (test)computer vision28Feb 26, 2026
Image ClassificationCIFAR-10computer vision28Mar 16, 2026
Fine-grained Image ClassificationFlowers102 base-to-newcomputer vision28Mar 19, 2026
Few-shot Image ClassificationMiniImageNet 5-way 1-shotcomputer vision28Feb 26, 2026
Image ClassificationImageNet-1K 1.0 (1% labels)computer vision28Feb 26, 2026
Image ClassificationCIFAR-100computer vision28Jun 30, 2026