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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 ClassificationClipartcomputer vision6Feb 26, 2026
Image ClassificationCUB corruptedcomputer vision6Feb 26, 2026
Image ClassificationTiny-ImageNetcomputer vision6Feb 26, 2026
5-way Few-shot Image ClassificationDomainNetcomputer vision6Feb 26, 2026
5-way Few-shot Image ClassificationBSCDFSLcomputer vision6Feb 26, 2026
5-way Few-shot Image ClassificationMeta-datasetcomputer vision6Feb 26, 2026
Few-shot Image ClassificationDomainNet Paintingcomputer vision6Feb 26, 2026
Few-shot Image ClassificationDomainNet Infographcomputer vision6Feb 26, 2026
Few-shot Image ClassificationDomainNet Sketchcomputer vision6Feb 26, 2026
Few-shot Image ClassificationDomainNet Realcomputer vision6Feb 26, 2026
Few-shot Image ClassificationPlant Diseasecomputer vision6Feb 26, 2026
Few-shot Image ClassificationQuick Drawcomputer vision6Feb 26, 2026
Few-shot Image ClassificationMSCOCOcomputer vision6Feb 26, 2026
Few-shot Image ClassificationTraffic Signs (GTSRB)computer vision6Feb 26, 2026
Image ClassificationImageNet (val)computer vision6Feb 26, 2026
Image ClassificationColorMNIST (test)computer vision6Feb 26, 2026
Image ClassificationRandom texture MNIST (test)computer vision6Feb 27, 2026
Image ClassificationCIFAR-10N Random Noise (test)computer vision6Feb 26, 2026
Image ClassificationTiny-ImageNetcomputer vision6Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 10000 labeled samplescomputer vision6Feb 26, 2026
Image ClassificationCIFAR-100 (2500 labeled samples)computer vision6Feb 26, 2026
Image ClassificationCIFAR-100 400 labeled samplescomputer vision6Feb 26, 2026
Image ClassificationCIFAR-10 4000 labeled samplescomputer vision6Feb 26, 2026