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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 ClassificationCIFAR100 alpha=0computer vision21Feb 26, 2026
Imbalanced Image ClassificationCIFAR-100 (test)computer vision21Feb 26, 2026
Imbalanced Image ClassificationCIFAR-10 (test)computer vision21Feb 26, 2026
Image Classificationmini-ImageNet-Red 80% noisecomputer vision21Feb 26, 2026
Image Classificationmini-ImageNet-Red 40% noisecomputer vision21Feb 26, 2026
Image Classificationmini-ImageNet-Red 20% noisecomputer vision21Feb 26, 2026
Image ClassificationCIFAR-10 IDN-50% (test)computer vision21Feb 26, 2026
Image ClassificationCIFAR-10-LT Imbalance Ratio 10 (test)computer vision21Feb 26, 2026
Image ClassificationfMoWcomputer vision21Mar 25, 2026
Image ClassificationSun-297 (val)computer vision21Apr 3, 2026
Few-shot Image ClassificationCifarFS 5-way 5-shotcomputer vision21Feb 26, 2026
Image ClassificationS-Tiny-ImageNetcomputer vision21Feb 26, 2026
Long-tailed Image ClassificationCIFAR-100-LT λ=100 (test)computer vision21Feb 26, 2026
Image ClassificationiNaturalist 2017computer vision21Feb 27, 2026
Image ClassificationWebVisioncomputer vision21May 28, 2026
Long-tailed Image ClassificationCIFAR-10 LT gamma=100, beta=20% (test)computer vision21Mar 4, 2026
Image ClassificationImageNet 1k (v2)computer vision21Feb 26, 2026
Image ClassificationRotated Fashion MNIST (target domains 0° and 90°)computer vision21Feb 26, 2026
Image ClassificationRotated MNIST target domains 0° and 90°computer vision21Feb 26, 2026
Image ClassificationiNaturalist 2019 (val)computer vision21Feb 26, 2026
Image ClassificationImageNet127computer vision21Apr 7, 2026
Image ClassificationCIFAR-10 semantic asymmetric noise (test)computer vision21Feb 26, 2026
Image ClassificationImageNet Real re-assessed (val)computer vision21Feb 26, 2026
Hyperspectral Image ClassificationIndian Pines 10% (train)computer vision21Mar 26, 2026
Image ClassificationWebVision-1000 (val)computer vision21Feb 26, 2026