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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 ClassificationMS COCO 300 images subset (test)computer vision20Feb 26, 2026
5-way Few-shot Image ClassificationFC100computer vision20Feb 26, 2026
Image ClassificationGeneral-ImageNetcomputer vision20Feb 27, 2026
Image ClassificationAnimalscomputer vision20Feb 26, 2026
Image ClassificationCifar-10 (test)computer vision20Feb 26, 2026
Image ClassificationMNIST ViT-Lite variant (test)computer vision20Feb 26, 2026
Federated Image ClassificationFashion-MNIST (test)computer visiontabular time series20Feb 26, 2026
ClassificationTinyImageNetcomputer visionnlp+320May 18, 2026
Image ClassificationVLCS DomainBed suite (test)computer vision20Feb 26, 2026
Image ClassificationPACS DomainBed suite (test)computer vision20Feb 26, 2026
Image ClassificationImageNet (test)computer vision20Feb 26, 2026
Image ClassificationImageNetcomputer vision20Feb 26, 2026
Image ClassificationEntity-30 OODcomputer vision20Feb 26, 2026
Image ClassificationEntity-30 IDcomputer vision20Feb 26, 2026
Image ClassificationCIFAR-10 (test)computer vision20Feb 26, 2026
Image ClassificationImageNet and its cross-domain variants (ImageNetV2, ImageNet-S, ImageNet-A, ImageNet-R) (test)computer vision20Apr 23, 2026
Image ClassificationImageNet V2 A Sketch ObjNet Rcomputer vision20Feb 26, 2026
Image ClassificationCIFAR-10 Instance-Dependent Noise 40% (test)computer vision20Mar 19, 2026
Image ClassificationCIFAR-10 Instance-Dependent Noise 20% (test)computer vision20Mar 19, 2026
Image ClassificationCIFAR-10 rho=100 long-tailed (test)computer vision20Feb 26, 2026
Image ClassificationCIFAR-10computer vision20Feb 26, 2026
Satellite Image ClassificationEuroSATcomputer vision20Apr 14, 2026
Fine-Grained Image ClassificationFlowers 102computer vision20Apr 7, 2026
Fine-Grained Image ClassificationOxford Petscomputer vision20Jun 2, 2026
Image ClassificationPathMNIST (test)computer vision20Jun 12, 2026