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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 1.0 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet and OOD variants (ImV2, Im-A, Im-R, Im-S) 1.0 (val)computer vision8Feb 26, 2026
Image ClassificationFlowers-102computer vision8May 26, 2026
Image ClassificationCIFAR-100 (test)computer vision8Feb 26, 2026
Image ClassificationPACS source-multiplecomputer vision8Feb 26, 2026
Image ClassificationCIFAR-100-10Kcomputer vision8Feb 26, 2026
Image ClassificationVTABcomputer vision8Feb 26, 2026
Image ClassificationImageNet Hue-shifted (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100computer vision8Feb 27, 2026
Image ClassificationCIFAR-10 USB (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-100 59 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet 1k (0.20%)computer vision8Feb 26, 2026
Medical Image ClassificationPathology Global Performance no hold-out clientbio medicalcomputer vision8Feb 26, 2026
Medical Image ClassificationPathology no hold-out client (Local Performance)bio medicalcomputer vision8Feb 26, 2026
Image ClassificationRetina fundus unseen domain (test)computer vision8Feb 26, 2026
Image ClassificationPathology unseen domain (test)computer vision8Feb 26, 2026
Whole Slide Image ClassificationAverage (CAMELYON16, TCGA-LUAD, TCGA-RCC)bio medicalcomputer vision8Feb 26, 2026
Whole Slide Image ClassificationTCGA-LUADbio medicalcomputer vision8Feb 26, 2026
Image ClassificationICinW ELEVATERcomputer vision8Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision8Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision8Feb 26, 2026
Image ClassificationImageNet (test)computer vision8Feb 26, 2026
Image ClassificationICinWcomputer vision8Feb 26, 2026
Image ClassificationFLO (Oxford Flowers) (unseen)computer vision8Feb 26, 2026
Image ClassificationPetscomputer vision8Feb 26, 2026