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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 ClassificationCIFAR-10computer vision9Feb 26, 2026
Image ClassificationFMNISTcomputer vision9Feb 26, 2026
Image ClassificationMNISTcomputer vision9Feb 26, 2026
Multi-channel Image ClassificationSo2Sat Partial channels (test)computer vision9Feb 26, 2026
Multi-channel Image ClassificationJUMP-CP Partial channels (test)computer vision9Feb 26, 2026
Multi-channel Image ClassificationJUMP-CP Full channels (test)computer vision9Feb 26, 2026
Multi-channel Image ClassificationCHAMMI CP (test)computer vision9Feb 26, 2026
Multi-channel Image ClassificationCHAMMI HPA (test)computer vision9Feb 26, 2026
Multi-channel Image ClassificationCHAMMI Allen (test)computer vision9Feb 26, 2026
Image ClassificationCaltech-256computer vision9Feb 26, 2026
Image ClassificationUrinary stones dataset (5-fold cross-validation)computer vision9Feb 26, 2026
Image ClassificationImageNet (val)computer vision9Feb 26, 2026
Image ClassificationCIFAR-10-LT SADE Setting (test)computer vision9Feb 26, 2026
Long-tail Image ClassificationiNaturalist SADE's Setting 2018 (test)computer vision9Feb 26, 2026
Image ClassificationColored MNISTcomputer vision9Feb 26, 2026
Medical Image ClassificationMed-MTbio medicalcomputer vision9Feb 26, 2026
Medical Image ClassificationMedMnistbio medicalcomputer vision9Feb 26, 2026
Medical Image ClassificationRadimagenetbio medicalcomputer vision9Feb 26, 2026
Image ClassificationImageNetcomputer vision9Feb 26, 2026
Image ClassificationImageNet-1K (val)computer vision9Feb 26, 2026
Medical Image ClassificationPadChest (test)bio medicalcomputer vision9Feb 26, 2026
Medical Image ClassificationChestXpert (test)bio medicalcomputer vision9Feb 26, 2026
Image ClassificationImageNet-1K 1.0 (val)computer vision9Feb 26, 2026
Image ClassificationImageNet-1K 1.0 (val)computer vision9Feb 26, 2026
Image ClassificationDomainNet-345 (Unlabeled Mixed)computer vision9Feb 26, 2026