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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
Long-tailed Image ClassificationSVHN-LT gamma=100, beta=20% (test)computer vision13Feb 26, 2026
Image ClassificationImageNet 10% labeled 1k (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10computer vision13Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision13Feb 26, 2026
Image ClassificationNATS-Bench SSS ImageNet-16-120 (val)computer vision13Feb 26, 2026
Image ClassificationNATS-Bench SSS CIFAR-100 (test)computer vision13Feb 26, 2026
Image ClassificationNATS-Bench SSS CIFAR-10 (test)computer vision13Feb 26, 2026
Image ClassificationNATS-Bench SSS CIFAR-10 (val)computer vision13Feb 26, 2026
Image ClassificationImageNet-LT Uniform Shifted (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-100 4k labelscomputer vision13Feb 26, 2026
Image ClassificationImageNet FScomputer vision13Feb 26, 2026
Image ClassificationCIFAR-100 40% Asymmetric noisecomputer vision13May 21, 2026
Image ClassificationImageNet 100% labelscomputer vision13Feb 26, 2026
Image ClassificationMNIST Sym-50% (test)computer vision13Feb 26, 2026
Image ClassificationMNIST Sym-20% (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 (val)computer vision13Feb 26, 2026
Image ClassificationAwAcomputer vision13Feb 26, 2026
Image ClassificationCIFAR-10.1 (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision13Feb 26, 2026
Hyperspectral Image ClassificationPavia University (5% samples per class)computer vision13Apr 28, 2026
Image ClassificationVOC 2012 (trainval test)computer vision13Feb 26, 2026
Image ClassificationMelanoma Private Kaggle 2020 (test)computer vision13Feb 26, 2026
Image ClassificationMelanoma Public Kaggle 2020 (test)computer vision13Feb 26, 2026
Image ClassificationMalariacomputer vision13Feb 26, 2026
Image ClassificationTiny-ImageNet 202 (test)computer vision13Feb 26, 2026