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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-100 (test)computer vision27Feb 26, 2026
Image ClassificationCINIC-10 under sudden drift and Dir(0.1) 1.0 (test)computer vision27Feb 26, 2026
Image ClassificationImageNet 40 classescomputer vision27Feb 26, 2026
Fine-Grained Image ClassificationStanford Carscomputer vision27Jun 2, 2026
Image ClassificationHAM10000computer vision27Jun 11, 2026
Image ClassificationFLUID streaming (test)computer vision27Feb 26, 2026
Image ClassificationAddNIST (test)computer vision27Feb 26, 2026
Image ClassificationImageNet-O (test)computer vision27Jun 1, 2026
Image ClassificationCIFAR-10 40% asymmetric noisecomputer vision27Feb 26, 2026
Image ClassificationImageNet-Adversarial (val)computer vision27Feb 26, 2026
Image ClassificationImageNetcomputer vision27Feb 26, 2026
Image ClassificationImageNetcomputer vision27Mar 12, 2026
Image ClassificationAircraftscomputer vision27Feb 26, 2026
Image ClassificationS-CIFAR-10computer vision27Feb 26, 2026
Image ClassificationImageNet-100 1.0 (val)computer vision27Feb 26, 2026
Certified Image ClassificationMNIST (test)computer vision27Feb 27, 2026
Image Classification Certified RobustnessMNIST (test)computer vision27Feb 27, 2026
Image ClassificationColoredMNIST (test)computer vision27Jul 2, 2026
Image ClassificationFlowerscomputer vision27Feb 26, 2026
Image ClassificationCIFAR-10 Long-Tailed (rho=50) (test)computer vision27May 19, 2026
Image ClassificationCIFAR-10 symmetric label noise (test)computer vision27Feb 26, 2026
Image ClassificationVOC 07computer vision27Apr 6, 2026
Image ClassificationImageNet (val)computer vision27Feb 26, 2026
Image ClassificationCIFAR-100 Long Tailed Imbalance Ratio 50 (test)computer vision27Feb 26, 2026
Image ClassificationCIFAR-100computer vision27Feb 26, 2026