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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
Partial-Label Image ClassificationCIFAR-100computer vision22Feb 26, 2026
Partial-Label Image ClassificationCIFAR-10computer vision22Feb 26, 2026
Image ClassificationCIFAR-100 50% symmetric noisecomputer vision22May 21, 2026
Image ClassificationCIFAR-100 20% symmetric noisecomputer vision22May 21, 2026
Long-tailed Image ClassificationCIFAR100-LT Uniform distribution IR100 (test)computer vision22Feb 26, 2026
Image ClassificationImageNet-1K 64x64computer vision22Feb 27, 2026
Image ClassificationCLEVRcomputer vision22Apr 3, 2026
Image ClassificationCIFAR-10 (test)computer vision22Feb 26, 2026
Image ClassificationImageNet mobile settingcomputer vision22Feb 26, 2026
Long-tailed Image ClassificationCIFAR10-LT IF 50 (test)computer vision22Jun 23, 2026
Image ClassificationCIFAR-100 (test)computer vision22Feb 26, 2026
Image ClassificationR-MNISTcomputer vision22Feb 26, 2026
Image ClassificationP-MNISTcomputer vision22Feb 26, 2026
Image ClassificationM(CIFAR100-20, F-CelebA) Overallcomputer vision22Feb 26, 2026
Image ClassificationM(EMNIST-20, F-EMNIST)computer vision22Feb 26, 2026
Image ClassificationM(CIFAR100-10, F-CelebA) (Overall)computer vision22Feb 26, 2026
Image ClassificationM(EMNIST-10, F-EMNIST) Overallcomputer vision22Feb 26, 2026
Few-shot image classificationMiniImageNet ILSVRC-2012 (test)computer vision22Feb 26, 2026
Image ClassificationImageNet 10% labels 1k (train)computer vision22Feb 26, 2026
Image ClassificationCIFAR-10 ε = 36/255 (test)computer vision22Feb 26, 2026
Image ClassificationImageNet 1% labeled subset 1k (test)computer vision22Feb 26, 2026
Semi-supervised Image ClassificationCIFAR-10 standard (test)computer vision22Feb 26, 2026
Image ClassificationiNaturalist 2017computer vision22Feb 26, 2026
Image ClassificationWebVision mini 1.0 (val)computer vision22Feb 26, 2026
Image ClassificationImageNet ILSVRC 10% labeled examples 2012computer vision22Feb 26, 2026