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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
Zero-shot Image ClassificationImageNet V2 (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision19Mar 6, 2026
Image ClassificationCIFAR-100 N (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR-10N (test)computer vision19Mar 24, 2026
Image ClassificationImageNet Distribution Shifts Average of ImageNet-V2, ImageNet-R, ImageNet-Sketch, ObjectNet, and ImageNet-A (test)computer vision19Feb 26, 2026
Image ClassificationImageNet 16-shot (Source)computer vision19Feb 26, 2026
5-way Image ClassificationCIFAR FScomputer vision19May 26, 2026
Image ClassificationFood101Ncomputer vision19May 19, 2026
Long-tailed Image ClassificationCIFAR100-LT IF 50 (test)computer vision19Feb 26, 2026
Image ClassificationImageNet 1K (test val)computer vision19Feb 26, 2026
Fine-grained Image ClassificationCUB 5-waycomputer vision19Feb 26, 2026
Image ClassificationC-MNIST (test)computer vision19Jun 4, 2026
Image ClassificationImageSquawk 128x128 (val)computer vision19May 14, 2026
Image ClassificationImageMeow 128x128 (val)computer vision19May 14, 2026
Fine-grained Image ClassificationiNaturalist 2017 (test)computer vision19Feb 26, 2026
Image ClassificationImageNet (val)computer vision19Feb 26, 2026
Image ClassificationCIFAR-100 (train test)computer vision19Feb 26, 2026
Image ClassificationCIFAR-10 (train test)computer vision19Feb 26, 2026
Image ClassificationImageNet original (test)computer vision19Jun 25, 2026
Image ClassificationColoredMNIST (CMNIST) (test)computer vision19Feb 26, 2026
Image ClassificationImageNet natural distribution shift v2 (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR10 (test)computer vision19Feb 26, 2026
Image ClassificationLabelMe (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR-100 60% symmetric noise (test)computer vision19Feb 26, 2026
Image ClassificationCIFAR-100 40% symmetric noise (test)computer vision19Feb 26, 2026