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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
Medical Image ClassificationChest X-ray Datasets Combined (test)bio medicalcomputer vision7Feb 26, 2026
Image ClassificationCIFAR-10 2010 (test)computer vision7Feb 26, 2026
Image ClassificationMNIST (test)computer vision7Feb 26, 2026
Personalized Image ClassificationCIFAR-10 Dirichlet 0.5 (test)computer vision7Feb 26, 2026
Medical Image ClassificationBT2 (whole dataset)bio medicalcomputer vision7Feb 26, 2026
Medical Image ClassificationReal (test)bio medicalcomputer vision7Feb 26, 2026
Image ClassificationCIFAR-10 Unseen Adversaries (test)computer vision7Feb 26, 2026
Image Classification30-Task Vision Merging Averagecomputer vision7Feb 26, 2026
Image ClassificationFruits-360computer vision7Feb 26, 2026
Image ClassificationGarbage Classificationcomputer vision7Feb 26, 2026
Image ClassificationKenyan Food13computer vision7Feb 26, 2026
Image ClassificationBeanscomputer vision7Feb 26, 2026
Image ClassificationLandscape Recognitioncomputer vision7Feb 26, 2026
Image ClassificationIntel-Imagescomputer vision7Feb 26, 2026
Image ClassificationKvasir v2computer vision7Feb 26, 2026
Image ClassificationVegetablescomputer vision7Feb 26, 2026
Medical Image ClassificationIDRIDbio medicalcomputer vision7Feb 26, 2026
Image ClassificationImageNet 10% labels 1k (train val)computer vision7Feb 26, 2026
Image ClassificationImageNet 1% labels 1k (train val)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 Instance-Dependent Noise 50% (test)computer vision7Feb 26, 2026
Image ClassificationCIFAR-10 Instance-Dependent Noise 30% (test)computer vision7Feb 26, 2026
Medical Image ClassificationOCTbio medicalcomputer vision7Feb 26, 2026
Medical Image ClassificationBreast Cancerbio medicalcomputer vision7Feb 26, 2026
Image ClassificationBVFC (400)computer vision7Feb 27, 2026
Image ClassificationBVFC (1K)computer vision7Feb 27, 2026