数据资源MRI, DXA, ultrasound, retinal imaging, genetics, and health recordspopulation-scale multimodal imaging cohortPopulation-scale UK Biobank imaging cohort; application required申请访问 UK Biobank 影像数据
UK Biobank Imaging provides large-scale imaging phenotypes linked to genetic, lifestyle, and health outcome data. It is used for population-scale medical imaging AI, disease risk prediction, representation learning, multimodal biomedical modeling, and epidemiological AI studies.
数据资源2D and 3D biomedical imagesstandardized biomedical image benchmark12 2D datasets and 6 3D datasets in MedMNIST v2开放访问 MedMNIST v2 生物医学图像基准
MedMNIST v2 is a standardized collection of lightweight biomedical image classification datasets, including 2D and 3D tasks. It is useful for quick benchmarking, AutoML, foundation model sanity checks, and reproducible evaluation across multiple medical imaging domains.
数据资源医学影像分割基准IMed-361M / IMIS-Bench开放访问 IMed-361M / IMIS-Bench 交互式医学图像分割基准
Interactive medical image segmentation benchmark and baseline from CVPR 2025, covering multiple modalities, organs, and target structures.