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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 ClassificationNICO++ (ID)computer vision24Feb 26, 2026
Image ClassificationPACS OOD (test)computer vision24Feb 26, 2026
Image ClassificationPACS ID (train)computer vision24Feb 26, 2026
Image ClassificationTiny-ImageNet heterogeneous (test)computer vision24Feb 26, 2026
Image ClassificationTiny-ImageNet homogeneous (test)computer vision24Feb 26, 2026
Image ClassificationCountry211computer vision24Apr 24, 2026
Image ClassificationOfficeHome TotalHeavyTail setting (test)computer vision24Feb 26, 2026
Image ClassificationPACS TotalHeavyTail setting (test)computer vision24Feb 26, 2026
Image ClassificationVLCS TotalHeavyTail setting (test)computer vision24Feb 26, 2026
Image ClassificationPACS GINIDG setting (test)computer vision24Feb 26, 2026
Image ClassificationVLCS GINIDG setting (test)computer vision24Feb 26, 2026
Image ClassificationOfficeHomecomputer vision24Feb 26, 2026
Image ClassificationVLCScomputer vision24Feb 26, 2026
Image Classification16 single-label datasets Aggregatecomputer vision24Feb 27, 2026
Image ClassificationTarget Classes Forget Set (test)computer vision24Feb 27, 2026
Image ClassificationPASCAL VOCcomputer vision24Jun 11, 2026
Image ClassificationAveragecomputer vision24May 15, 2026
Image ClassificationSTL-10computer vision24Feb 26, 2026
Image ClassificationImageNet-Scomputer vision24Mar 4, 2026
Image ClassificationRSNAcomputer vision24Feb 26, 2026
Image ClassificationLADV-3D (OOD)computer vision24Feb 26, 2026
Image ClassificationLADV-3D (ID)computer vision24Feb 26, 2026
Image ClassificationLADA-Sculpture (OOD)computer vision24Feb 26, 2026
Image ClassificationLADA-Sculpture (ID)computer vision24Feb 26, 2026
Image ClassificationAwA2 clipart (OOD)computer vision24Feb 26, 2026