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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 ClassificationCIFAR-20 Label Noise 0.2 (test)computer vision7Feb 26, 2026
Image ClassificationColor-MNIST Class-prior Shift 100 (test)computer vision7Feb 26, 2026
Image ClassificationColor-MNIST Class-prior Shift 10 (test)computer vision7Feb 26, 2026
Image ClassificationColor-MNIST Label Noise 0.4 (test)computer vision7Feb 26, 2026
Image ClassificationColor-MNIST Label Noise 0.2 (test)computer vision7Feb 26, 2026
Image ClassificationMNIST LN 0.4 (test)computer vision7Feb 26, 2026
Image ClassificationMNIST LN 0.2 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet 500computer vision7Feb 26, 2026
Image ClassificationGoogle500computer vision7Feb 26, 2026
Image ClassificationCIFAR-10computer vision7Feb 26, 2026
Permuted Image ClassificationpMNIST 3136computer vision7Feb 26, 2026
Permuted Image ClassificationpMNIST 784computer vision7Feb 26, 2026
Satellite Image ClassificationFMoW OOD WILDS (test)computer vision7Feb 26, 2026
Image ClassificationMNIST 5000 train, 8000 (test)computer vision7Feb 26, 2026
Image ClassificationImageNet-S 1.0 (val)computer vision7Feb 26, 2026
Long-tailed Image ClassificationCIFAR-100 LT (Imbalance ratio 200)computer vision7Feb 26, 2026
Long-tailed Image ClassificationCIFAR-10-LT Imbalance ratio 200computer vision7Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision7Feb 26, 2026
Image ClassificationCelebA HeavyMakeupcomputer vision7Feb 26, 2026
Image ClassificationCelebA HairColorcomputer vision7Feb 26, 2026
Image ClassificationDigit-Five 200 clients (test)computer vision7Feb 26, 2026
Image ClassificationDigit-Five 100 clients (test)computer vision7Feb 26, 2026
Image ClassificationDigit-Five 50 clients (test)computer vision7Feb 26, 2026
Image ClassificationImageNet-1K Robustness Variants (IN-1K, IN-V2, IN-ReaL, IN-Adv., IN-Ren., IN-Ske.) 1.0 (val)computer vision7Feb 26, 2026
Fine-grained Image ClassificationWebFG-496computer vision7Feb 26, 2026