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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 ClassificationStanford Dogs (test)computer vision21Feb 26, 2026
Image ClassificationCIFAR100 20 (val)computer vision21Feb 26, 2026
Image ClassificationCIFAR10 (val)computer vision21Feb 26, 2026
Image ClassificationImageNet-1K 10computer vision21Feb 26, 2026
Image ClassificationAnimals with Attributes (AwA) (Standard Split)computer vision21Feb 26, 2026
Zero-shot Image ClassificationaPY (test)computer vision21Feb 26, 2026
Image Classificationnoise padded CIFAR-10 (test)computer vision21Feb 26, 2026
Image ClassificationSAT-6 (test)computer vision21Feb 26, 2026
Image ClassificationSAT-4 (test)computer vision21Feb 26, 2026
Image ClassificationNIH ChestX-raycomputer vision21Feb 27, 2026
Image ClassificationImageNet-GLT GBL 1k (test)computer vision21Feb 26, 2026
Image ClassificationImageNet 1% labeled 1.0computer vision21Feb 26, 2026
Image ClassificationCIFAR-100computer vision20Jul 9, 2026
Image ClassificationImageNetcomputer vision20Jul 2, 2026
Image ClassificationImageNet Hardcomputer vision20Jul 2, 2026
Image ClassificationOxford Flowerscomputer vision20Jul 2, 2026
Image ClassificationCIFAR-10 Structurecomputer vision20Jun 30, 2026
Image ClassificationMNIST (Structure)computer vision20Jun 30, 2026
Image ClassificationCIFAR-10 (test)computer vision20Jun 29, 2026
Image ClassificationCIFAR-100 30% Minority (test)computer vision20Jun 25, 2026
Image ClassificationCIFAR-100 10% Minority (test)computer vision20Jun 25, 2026
Image ClassificationCIFAR-10 30% Minority (test)computer vision20Jun 25, 2026
Image ClassificationF-MNIST 30% Minority (test)computer vision20Jun 25, 2026
Image ClassificationF-MNIST 10% Minority (test)computer vision20Jun 25, 2026
Image ClassificationOOD 6 tasks (test)computer vision20Jun 24, 2026