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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 ClassificationAwA2 clipart (ID)computer vision24Feb 26, 2026
Image ClassificationCUB-Painting (OOD)computer vision24Feb 26, 2026
Image ClassificationCUB Painting (ID)computer vision24Feb 26, 2026
Image ClassificationCombined Classification Suite Averagecomputer vision24Feb 26, 2026
Biomedical Image ClassificationOpenSRH 1.0 (test)bio medicalcomputer vision24Feb 26, 2026
Image ClassificationCIFAR-100 VTAB-1Kcomputer vision24Feb 26, 2026
Image ClassificationSTL-10 OODcomputer vision24Mar 13, 2026
Image ClassificationCIFAR-10 standard (test)computer vision24Feb 26, 2026
Image ClassificationFitzpatrick17kcomputer vision24Feb 26, 2026
Medical Image ClassificationChest Xraybio medicalcomputer vision24May 7, 2026
Image ClassificationCIFAR10 (test)computer vision24Feb 26, 2026
Zero-shot Image ClassificationImageNet (val)computer vision24Feb 26, 2026
Image ClassificationTiny-ImageNet Cleancomputer vision24Jun 23, 2026
Image ClassificationFood-101 (val)computer vision24Apr 3, 2026
Image ClassificationCIFAR-100 pre-trained on CIFAR-10 (test)computer vision24Feb 26, 2026
Fine-grained Image ClassificationOxford Flowers (test)computer vision24Feb 26, 2026
Image ClassificationTinyImageNet (test)computer vision24Feb 26, 2026
Image ClassificationPascal VOC low-shot 2007computer vision24Feb 26, 2026
Image ClassificationImageNet Subsetcomputer vision24Mar 5, 2026
Image ClassificationImageNet-Ccomputer vision24Mar 4, 2026
Image ClassificationCIFAR-100 (test)computer vision24Feb 26, 2026
Image ClassificationN-Caltech-101computer vision24May 15, 2026
Image ClassificationImageNet-1k 1.0 (test val)computer vision24Feb 26, 2026
Fine-grained Image ClassificationAircrafts 1.0 (val)computer vision24Feb 26, 2026
Fine-grained Image ClassificationBirds 1.0 (val)computer vision24Feb 26, 2026