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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 (test)computer vision11Feb 26, 2026
Fine-grained Image ClassificationAircrafts (test)computer vision11Feb 26, 2026
Image ClassificationImageNet FGSM (val)computer vision11Feb 27, 2026
Image ClassificationCIFAR10 symmetric noise 0.6 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR10 symmetric noise 0.2 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR10 pair noise 0.4 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR10 pair noise 0.1 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationMNIST symmetric noise 0.6 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationMNIST symmetric noise 0.2 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationMNIST pair noise 0.4 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Image ClassificationMNIST pair noise 0.1 Dirichlet non-IID (a=100) (test)computer vision11Feb 26, 2026
Whole Slide Image ClassificationCOLON-MSI (test)bio medicalcomputer vision11Feb 26, 2026
Image ClassificationHateful Memescomputer vision11Feb 26, 2026
Image Classificationmini-ImageNet-Red 0% noisecomputer vision11Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision11Feb 26, 2026
Image ClassificationCIFAR-10 down-sampled to 32x32 (test)computer vision11Feb 26, 2026
5-way Image ClassificationFC-100computer vision11Feb 26, 2026
Image ClassificationLong-tailed CIFAR-10 Imbalance factor 0.02 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision11Feb 26, 2026
Image ClassificationiNaturalist Few-shot 2018computer vision11Feb 27, 2026
Image ClassificationiNaturalist Medium-shot 2018computer vision11Feb 27, 2026
Image ClassificationiNaturalist Many-shot 2018computer vision11Feb 27, 2026
Fine-grained Image ClassificationCrowd Activity (test)computer vision11Feb 26, 2026
Long-tailed Image ClassificationCIFAR-100-LT λ=10 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR-10-LT λ=10 (test)computer vision11Feb 26, 2026