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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 ClassificationImageNet-1K (val)computer vision13Feb 26, 2026
Pathological image classificationTCGA-Lung 16-shotcomputer visionbio medical13Feb 26, 2026
Pathological image classificationTCGA-RCC 16-shotcomputer visionbio medical13Feb 26, 2026
Pathological image classificationTIHD-RCC 16-shotcomputer visionbio medical13Feb 26, 2026
Fine-grained Image ClassificationInsects-2 (I2)computer vision13Mar 4, 2026
Image ClassificationImageNet 1k (pretraining)computer vision13Feb 26, 2026
Image ClassificationImageNet-Sketch original (val)computer vision13Feb 26, 2026
Image ClassificationImageNet-V2 reproduction (val)computer vision13Feb 26, 2026
Image ClassificationCats and Dogscomputer vision13Feb 27, 2026
Image ClassificationCIFAR-10 (test)computer vision13Feb 26, 2026
Image ClassificationImageNet (val)computer vision13Feb 26, 2026
Image ClassificationImageNet-1K 1.0 (val)computer vision13Feb 26, 2026
Federated Image ClassificationCIFAR10 (test)computer visiontabular time series13Jun 1, 2026
Image ClassificationImageNet 1K (val)computer vision13Feb 26, 2026
Image ClassificationDomainNet-345 (target)computer vision13Feb 26, 2026
Image ClassificationCIFAR-100 i.i.d. 500 clients 2% participation (test)computer vision13Feb 27, 2026
Image ClassificationCIFAR-100 Dirichlet 0.6, 500 clients, 2% participation (test)computer vision13Feb 27, 2026
Image ClassificationCIFAR-100 Dirichlet 0.6 100 clients 5% participation (test)computer vision13Feb 27, 2026
Image ClassificationCIFAR-10 Dirichlet 0.6, 100 clients, 5% participation (test)computer vision13Feb 27, 2026
Image ClassificationImageNet100 ISLVRC2012 (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR100 ISLVRC2012 (test)computer vision13Feb 26, 2026
Image ClassificationCIFAR10 0.1computer vision13Apr 21, 2026
Image ClassificationN-Caltech101 (test)computer vision13Feb 26, 2026
Image ClassificationImageNet 64x64 (non-iid)computer vision13Feb 26, 2026
Image ClassificationTinyImageNet (non-iid)computer vision13Feb 26, 2026