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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
Few-Shot Image ClassificationCUB-200 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-100computer vision18Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10computer vision18Feb 26, 2026
Out-of-domain Image ClassificationDomainNet (out-of-domain)computer vision18Feb 26, 2026
Out-of-domain Image ClassificationTerraIncognita (out-of-domain)computer vision18Feb 26, 2026
Out-of-domain Image ClassificationOffice-Home (out-of-domain)computer vision18Feb 26, 2026
Image ClassificationCIFAR-100computer vision18Feb 26, 2026
Few-shot Image ClassificationEuroSAT (test)computer vision18Feb 26, 2026
Image ClassificationSmall-ImageNet-127computer vision18Jun 16, 2026
Image ClassificationImageNet 2012 (val)computer vision18Feb 26, 2026
Image ClassificationCIFAR-10-LT Imbalance Ratio 50 (test)computer vision18Feb 26, 2026
Image ClassificationGBCU (test)computer vision18Feb 26, 2026
Image ClassificationSplit MNIST S (test)computer vision18Feb 26, 2026
Image ClassificationADP (test)computer vision18Feb 26, 2026
Image ClassificationImageNetcomputer vision18Feb 26, 2026
Image ClassificationWaterbirds 95% (test)computer vision18May 14, 2026
Image ClassificationSTL-10 (train test)computer vision18Feb 26, 2026
Image ClassificationImageNet-100-LT (test)computer vision18Feb 26, 2026
Image ClassificationImageNet-16 NAS-Bench-201 (test)computer vision18Feb 26, 2026
Image ClassificationTinyImageNet et = 1/255 (val)computer vision18Feb 26, 2026
Few-shot Image ClassificationCIFAR-FS (test)computer vision18Feb 26, 2026
Low-shot image classificationVOC 2007 (test)computer vision18Feb 27, 2026
Image ClassificationCIFAR-10computer vision18Feb 26, 2026