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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-10 Dirichlet setting (100 clients) (test)computer vision5Feb 26, 2026
Image ClassificationImageNet-100 (retrain)computer vision5Feb 26, 2026
Image ClassificationImageNet-1K (retrain)computer vision5Feb 26, 2026
Image ClassificationImageNet100-A (test)computer vision5Feb 26, 2026
Image ClassificationOffice-Home Open (test)computer vision5Feb 26, 2026
Image ClassificationRSNA Pneumonia Detection 70% - 30% (test)computer vision5Feb 26, 2026
Image ClassificationImageNet (test val)computer vision5Feb 26, 2026
Image ClassificationDTD base-to-new generalizationcomputer vision5Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision5Feb 26, 2026
ClassificationMNIST Class-prior Shift 10 (test)computer visionnlp+35Feb 26, 2026
Image ClassificationTINYIMAGENET full (test)computer vision5Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision5Feb 26, 2026
Image ClassificationStanford Cars 75%computer vision5Feb 26, 2026
Image ClassificationStanford Cars 50%computer vision5Feb 26, 2026
Image ClassificationStanford Cars 25% subsetcomputer vision5Feb 26, 2026
Image ClassificationStanford Cars 10% subsetcomputer vision5Feb 26, 2026
Image ClassificationELEVATER and ImageNet 21 multimodal datasets (test)computer vision5Feb 26, 2026
Multi-label Image ClassificationCelebA Multi-label (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR100 standard (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR10 standard (test)computer vision5Feb 26, 2026
Image ClassificationSTL10 standard (test)computer vision5Feb 26, 2026
Image ClassificationObjectNet 113 shared classescomputer vision5Feb 26, 2026
Image ClassificationImageNet 2000 image subset (test)computer vision5Feb 26, 2026
Image ClassificationLoc-MNIST 32-shotcomputer vision5Feb 26, 2026