数据资源abdominal CT with kidney and tumor annotationskidney tumor CT segmentation datasetTCIA C4KC-KiTS collection; see collection page开放访问 C4KC-KiTS 肾肿瘤分割集合
C4KC-KiTS is a TCIA imaging collection associated with kidney and kidney tumor segmentation benchmarks. It supports kidney segmentation, renal tumor segmentation, surgical planning research, and evaluation of abdominal CT segmentation models.
数据资源chest radiographs with multi-label findingschest X-ray classification datasetLarge-scale Stanford chest X-ray dataset申请访问 CheXpert 胸部 X 光数据集
CheXpert is a large chest radiograph dataset from Stanford with uncertainty-aware labels for common chest X-ray findings. It is widely used for radiology classification, label uncertainty modeling, chest X-ray representation learning, and clinical imaging benchmarks.
数据资源EEG and polysomnography biosignalssleep physiology signal datasetExpanded Sleep-EDF PhysioNet dataset; version 1.0.0开放访问 Sleep-EDF Expanded 多导睡眠图数据集
Sleep-EDF Expanded contains polysomnographic sleep recordings with EEG and related physiological signals. It is used for sleep stage classification, biosignal time-series modeling, self-supervised learning on physiological signals, and clinical sleep research benchmarks.
数据资源CT/MRI分割基准10 segmentation tasks开放访问 Medical Segmentation Decathlon 医学分割十项全能
Legacy multi-task biomedical image segmentation benchmark retained as a reference; newer segmentation benchmarks are listed above it.