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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 ClassificationStanfordCars (novel classes)computer vision28Feb 27, 2026
Fine-grained Image ClassificationOxfordPets (novel classes)computer vision28Feb 27, 2026
Fine-grained Image ClassificationCaltech101 (novel classes)computer vision28Feb 27, 2026
Image ClassificationCIFAR-100 WRN-28-10 (test)computer vision28Feb 26, 2026
Image ClassificationImageNet 1K (test)computer vision28Feb 26, 2026
Image ClassificationCIFAR-10 WRN-28-10 (test)computer vision28Feb 26, 2026
Image ClassificationSVHN WRN-16-8 (test)computer vision28Feb 26, 2026
Image ClassificationTALL-14computer vision28Feb 26, 2026
Image ClassificationTA-8computer vision28Feb 26, 2026
Multi-task Image ClassificationTA-8 (test)computer vision28Mar 4, 2026
Image ClassificationSUN397computer vision28May 14, 2026
Image ClassificationOxford Petscomputer vision28Jun 24, 2026
Image ClassificationImageNet-ES-Diversecomputer vision28Feb 26, 2026
Image ClassificationImageNet EScomputer vision28Feb 26, 2026
Hyperspectral Image ClassificationHouston 2013 (test)computer vision28May 15, 2026
Zero-shot Image ClassificationDataCompcomputer vision28Feb 26, 2026
Image ClassificationImageNet-1k 1% labelscomputer vision28Apr 20, 2026
ClassificationImageNet-shiftcomputer visionnlp+328Jun 23, 2026
Image Classification CalibrationTinyImageNetcomputer vision28Apr 10, 2026
Image ClassificationCIFAR-10 Imbalance Factor 200 Long-Tailed (test)computer vision28Feb 26, 2026
Image ClassificationImageNet-1Kcomputer vision28Feb 26, 2026
Image ClassificationFLWcomputer vision28Apr 24, 2026
Image ClassificationCIFAR-10Ccomputer vision28May 12, 2026
Image ClassificationCIFAR-10 LT (IF=200)computer vision28May 12, 2026
Image ClassificationImageNet-1K (val)computer vision28Feb 26, 2026