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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 ClassificationFGVC Aircraft Novelcomputer vision11May 12, 2026
Image ClassificationCIFAR10 (test)computer vision11Feb 26, 2026
Image ClassificationRSICD CLScomputer vision11Feb 26, 2026
Image ClassificationCountrycomputer vision11Feb 26, 2026
Fine-grained Image ClassificationFlood Depth (test)computer vision11Feb 26, 2026
Image Classification (Label shift)CIFAR-10-C target clientscomputer vision11Feb 26, 2026
Image ClassificationCIFAR-10 l2 threat model, epsilon=0.5 (test)computer vision11Feb 27, 2026
Image ClassificationSemi-Aves USB version (test)computer vision11Feb 26, 2026
Image ClassificationEuro-SAT USB version (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR100 Long-Tailed (imbalance ratio 10) (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR100 Long-Tailed (imbalance ratio 50) (test)computer vision11Feb 26, 2026
Image ClassificationCIFAR100 Long-Tailed (imbalance ratio 100) (test)computer vision11Feb 26, 2026
Medical Image ClassificationDermaMNIST v2 (test)bio medicalcomputer vision11Feb 26, 2026
Multi-label Image ClassificationVG500computer vision11Feb 26, 2026
Image ClassificationCIFAR-10-Ncomputer vision11Feb 26, 2026
Medical Image ClassificationReal (last five rounds average)bio medicalcomputer vision11Feb 26, 2026
Image ClassificationImageNet (val)computer vision11Feb 26, 2026
Image ClassificationOffice-31 ResNet-50 (full)computer vision11Feb 26, 2026
Image ClassificationCLIP Classification Suitecomputer vision11Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision11Feb 26, 2026
Zero-Shot Image ClassificationAWA2computer vision11Feb 26, 2026
Image ClassificationHatefulMemes I (test)computer vision11Feb 26, 2026
Image ClassificationImageNet 1K (val)computer vision11Feb 26, 2026
Image ClassificationCIFAR-100 (test)computer vision11Feb 26, 2026