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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 ClassificationTiny-ImageNet Symmetric Noise 0.2 (test)computer vision5Feb 26, 2026
Image ClassificationOpenImages (test)computer vision5Feb 26, 2026
Image ClassificationStanford 40 Actionscomputer vision5Feb 26, 2026
Semi-supervised Image ClassificationImageNet 10% labeled samples (train test)computer vision5Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision5Feb 26, 2026
Image ClassificationMNIST 75 (test)computer vision5Feb 26, 2026
Image ClassificationSpherical MNIST NR/Rcomputer vision5Feb 26, 2026
Image ClassificationSVHN 500 labels (test)computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 40% Nearest noisecomputer vision5Feb 26, 2026
Image ClassificationTiny ImageNet 40% Mixed noise: A-20, S-20computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 40% Mixed noise: A-20, S-20computer vision5Feb 26, 2026
Image ClassificationCIFAR-10 40% Mixed noise: A-20, S-20computer vision5Feb 26, 2026
Image ClassificationTiny ImageNet 40% Mixed noise: A-30, S-10computer vision5Feb 26, 2026
Image ClassificationCIFAR-100 40% Mixed noise: A-30, S-10computer vision5Feb 26, 2026
Image ClassificationCIFAR-10 40% Mixed noise: A-30, S-10computer vision5Feb 26, 2026
Image ClassificationTiny ImageNet 40% Asymmetric noisecomputer vision5Feb 26, 2026
Image ClassificationCIFAR-100 symmetric noise, all labelscomputer vision5Feb 26, 2026
Image ClassificationCIFAR-10 symmetric noise all labelscomputer vision5Feb 26, 2026
Image ClassificationFlowercomputer vision5Feb 26, 2026
Image ClassificationILSVRC12 clean (val)computer vision5Feb 26, 2026
Image ClassificationInShop distorted (test)computer vision5Feb 26, 2026
Image ClassificationSOP distorted (test)computer vision5Feb 26, 2026
Image ClassificationCARS196 distorted (test)computer vision5Feb 26, 2026
Image ClassificationCUB-200 distorted (test)computer vision5Feb 26, 2026
Image ClassificationSVHN Splitcomputer vision5Feb 26, 2026