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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 ClassificationTerra Incognita (test)computer vision25Feb 26, 2026
Image ClassificationSTL-10 USB (test)computer vision25Feb 26, 2026
Image ClassificationCIFAR-100-LT IR=100 (test)computer vision25Feb 26, 2026
Image ClassificationImageNet-1k (val)computer vision25Feb 26, 2026
Image ClassificationCIFAR10 epsilon = 8/255 (test)computer vision25Jun 2, 2026
Image ClassificationCIFAR-100 Clean Labelscomputer vision25Feb 26, 2026
Image ClassificationImageNet 1K (val)computer vision25Feb 26, 2026
Sequential Image ClassificationsMNISTcomputer vision25May 14, 2026
Image ClassificationDomainNet (OOD domains)computer vision25Apr 1, 2026
Image ClassificationPlantaecomputer vision25Feb 26, 2026
Image ClassificationImageNet-21Kcomputer vision25May 26, 2026
Image ClassificationCIFAR-10computer vision25Feb 26, 2026
Image ClassificationCIFAR-10Hcomputer vision25Jun 19, 2026
Image ClassificationImageNet-1k 2012 (val)computer vision25Feb 26, 2026
Few-shot Image ClassificationChestX CDFSL (test)computer vision25Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision25Feb 26, 2026
Image Classificationtiered-ImageNetcomputer vision25Feb 26, 2026
Image ClassificationFungicomputer vision25Mar 4, 2026
Image ClassificationCIFAR-10 (test)computer vision25Feb 26, 2026
Image ClassificationpMNIST (test)computer vision25Apr 29, 2026
Document Image ClassificationRVL-CDIP 1.0 (test)computer vision25Feb 26, 2026
Image ClassificationCUBScomputer vision25Feb 26, 2026
Image ClassificationCIFAR-10+ (test)computer vision25Feb 26, 2026
Multi-label Image ClassificationMS-COCO (val)computer vision25Feb 26, 2026
Image ClassificationMNIST to MNIST-M (test)computer vision25Feb 26, 2026