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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
Fine-grained Image ClassificationHerbarium (test)computer vision21Feb 26, 2026
Fine-grained Image ClassificationEuroSAT (test)computer vision21Feb 26, 2026
Fine-grained Image ClassificationDTD (test)computer vision21Jun 8, 2026
Image ClassificationCIFAR-100 (test)computer vision21Feb 26, 2026
Image ClassificationSVHN (test)computer vision21Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision21Feb 26, 2026
Image ClassificationSVHN (test)computer vision21Feb 26, 2026
Image ClassificationBreast UltraSound (BUS) datasetcomputer vision21Apr 3, 2026
Image ClassificationCIFAR-100 LT IR=10 (test)computer vision21Feb 26, 2026
Image ClassificationImageNet IDcomputer vision21Feb 26, 2026
Image ClassificationCIFAR-100 semantic noise (test)computer vision21Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision21Feb 26, 2026
Fine-grained Image ClassificationOxfordPets (test)computer vision21Feb 26, 2026
Image ClassificationPatching Task Suite Averagecomputer vision21Feb 26, 2026
Long-tailed Image ClassificationImageNet-LT 1.0 (test)computer vision21Feb 26, 2026
Image ClassificationCIFAR-100-LT (Imbalance 20)computer vision21Feb 26, 2026
Image ClassificationCIFAR-100-LT Imbalance 200computer vision21Feb 26, 2026
Image ClassificationStylized-ImageNet (test)computer vision21Jul 7, 2026
Continual Image ClassificationImageNet-1000 10 stepscomputer vision21Feb 26, 2026
Image ClassificationCIFAR100-PAMcomputer vision21Feb 26, 2026
Image ClassificationCIFAR10 alpha=100computer vision21Feb 26, 2026
Image ClassificationCIFAR10 (alpha=0.05)computer vision21Feb 26, 2026
Image ClassificationCIFAR10 alpha=0computer vision21Feb 26, 2026
Image ClassificationCIFAR100 alpha=1000computer vision21Feb 26, 2026
Image ClassificationCIFAR100 (alpha=0.5)computer vision21Feb 26, 2026