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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
Semi-supervised Image ClassificationCIFAR10-LT gamma=100, 1244 labels (10%) (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 IID p=0.4, τ=0.5computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 IID p=0.0, τ=0.0computer vision6Feb 26, 2026
Medical Image ClassificationADCP (test)bio medicalcomputer vision6Feb 26, 2026
Medical Image ClassificationADNI (test)bio medicalcomputer vision6Feb 26, 2026
Image ClassificationCIFAR-100 40% asymmetric label noisecomputer vision6Feb 26, 2026
Image ClassificationSVHN 1000-label (train test)computer vision6Feb 26, 2026
Image ClassificationSVHN 40-label (train test)computer vision6Feb 26, 2026
Image ClassificationSTL-10 1000-label (train test)computer vision6Feb 26, 2026
Image ClassificationSTL-10 250-label (train test)computer vision6Feb 26, 2026
Image ClassificationSTL-10 40-label (train test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 10000-label (train test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 400-label (train test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 4000-label (train test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 400-label (train test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 40-label (train/test)computer vision6Feb 26, 2026
Image ClassificationVOCcomputer vision6Feb 26, 2026
Image ClassificationCIFAR10 1000 images (val)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10computer vision6Feb 26, 2026
Image ClassificationCIFAR10 permutation invariant (test)computer vision6Feb 26, 2026
Image ClassificationFashion MNIST permutation invariant (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision6Feb 26, 2026
Few-shot Image ClassificationImageNet Transfer Learning Suite 20-Shot (test)computer vision6Feb 26, 2026
Image ClassificationImageNet Transfer Learning Suite Many-Shot (test)computer vision6Feb 26, 2026
5-way-5-shot classificationFew-shot Image Classification Transfer Suite (Aircraft, Caltech, Cars, Cifar10, Cifar100, DTD, Flowers, Food, Pets, SUN) various (test)computer visionnlp+16Feb 26, 2026