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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-10computer vision13Feb 27, 2026
Image ClassificationCIFAR-10 500 clients, 2% participation (i.i.d.)computer vision13Feb 27, 2026
Image ClassificationAverage (CIFAR, CUB, Flowers, Food, Pets, VWW)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10-LT (ρ = 0.1)computer vision13May 4, 2026
Image ClassificationCIFAR-10-LT ρ = 0.01computer vision13May 4, 2026
Image Classificationm-forestnet (test)computer vision13Mar 10, 2026
Image ClassificationFMNISTcomputer vision13Feb 26, 2026
Image ClassificationMNISTcomputer vision13Feb 26, 2026
Image ClassificationCIFAR100 standard (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR-10computer vision13Feb 26, 2026
Image ClassificationCIFAR100 (test)computer vision13Feb 26, 2026
Image ClassificationMNIST non-iid (4 classes/client) (test)computer vision13Feb 26, 2026
Image ClassificationVLCScomputer vision13Feb 26, 2026
Image ClassificationCIFAR-10computer vision13Feb 26, 2026
Image ClassificationDomainNetcomputer vision13Feb 26, 2026
3D Medical Image ClassificationVLM3D Challenge3d vision geometrybio medical+113Feb 26, 2026
Image Classification11-dataset VLM Generalization Suite base-to-novelcomputer vision13Feb 27, 2026
Image ClassificationImageNet-1K (val)computer vision13Feb 26, 2026
Image ClassificationWaterhemp (test)computer vision13Feb 26, 2026
Image ClassificationCotton Leaf Disease Dataset (test)computer vision13Jun 15, 2026
Image ClassificationImageNet-Ccomputer vision13Feb 26, 2026
Fine-grained Image ClassificationCU-Tree102computer vision13Feb 26, 2026
Image ClassificationFood101 5-way 5-shot (test)computer vision13Feb 26, 2026
Image ClassificationOxford-IIIT Pet 5-way 5-shot (test)computer vision13Feb 26, 2026
Image ClassificationStanford Dogs 5-way 5-shot (test)computer vision13Feb 26, 2026