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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
Federated Image ClassificationCIFAR-100 and CIFAR-100-C brightness (test)computer visiontabular time series33Feb 26, 2026
Medical Image ClassificationRetinaMNIST v2 (test)bio medicalcomputer vision33Feb 26, 2026
Image ClassificationImageNet 1K (val)computer vision33Feb 26, 2026
Few-shot Image ClassificationStanfordCarscomputer visionFew-shot Image Classification on StanfordCars performance trend33Jun 5, 2026
Image ClassificationCIFAR-10computer vision33Mar 10, 2026
Image ClassificationEMNIST Letters 4 (test)computer vision33Feb 26, 2026
Image ClassificationOriginal MNIST 17 (test)computer vision33Feb 26, 2026
Image ClassificationImageCLEF (test)computer vision33Feb 26, 2026
Image ClassificationCIFAR-100computer vision33Feb 26, 2026
Image ClassificationCIFAR-10.1computer vision33Feb 26, 2026
Image ClassificationiNaturalist 2018 (All)computer vision33Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision33Feb 26, 2026
Image ClassificationCIFAR-10 non-IID s=2computer vision33May 29, 2026
Image ClassificationWebVision 50 (val)computer vision33Feb 26, 2026
Image ClassificationMIT67computer vision33Feb 26, 2026
Image ClassificationImageNet 1% labels 1.0 (val)computer vision33Feb 26, 2026
Image ClassificationCompCars Web (test)computer vision33Feb 26, 2026
Image ClassificationS-CIFAR-10 Task-ILcomputer vision33Feb 26, 2026
Image ClassificationSTL10 (val)computer vision33Feb 26, 2026
Image ClassificationCIFAR-100 Sym-20% (test)computer vision33Feb 26, 2026
Image ClassificationCIFAR-10computer vision33Feb 26, 2026
Image ClassificationCIFAR-10 Asymmetric Noise (test)computer vision33Feb 26, 2026
Image ClassificationSVHN to MNIST standard (test)computer vision33Feb 26, 2026
Image ClassificationILSVRC 2015 (val)computer vision33Feb 26, 2026
Image ClassificationImageNet 1.0 (10% labeled)computer vision33Feb 26, 2026