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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genomics, transcriptomics, clinical metadata, and pathology-related datacancer genomics and clinical datasetLarge multi-cancer TCGA program dataset开放访问

TCGA 癌症基因组数据集

The Cancer Genome Atlas is a large cancer genomics resource with molecular, clinical, and pathology-related data across many cancer types. It is a foundation dataset for oncology AI, survival prediction, subtype discovery, multimodal cancer modeling, and translational biomarker research.

数据资源MRI, PET, biomarkers, clinical and cognitive assessmentslongitudinal neuroimaging and clinical datasetLongitudinal ADNI cohort data; access through ADNI/LONI申请访问

ADNI 阿尔茨海默病神经影像倡议数据集

ADNI provides longitudinal neuroimaging, biomarker, clinical, and cognitive data for Alzheimer disease research. It supports disease progression modeling, dementia diagnosis, multimodal prediction, biomarker discovery, and clinical translation studies.

数据资源multimodal brain MRI with tumor annotationsbrain tumor MRI segmentation challenge datasetBraTS 2024 challenge dataset; see Synapse project申请访问

BraTS 2024 脑肿瘤分割挑战数据集

BraTS 2024 provides multimodal brain MRI data and expert annotations for brain tumor segmentation and related tumor subregion analysis. It is a major benchmark for glioma segmentation, radiology AI, and robust multimodal MRI segmentation methods.

数据资源12-lead ECG waveforms and diagnostic metadataECG waveform datasetLarge-scale diagnostic ECG dataset; version 1.0申请访问

MIMIC-IV-ECG 诊断心电图数据集

MIMIC-IV-ECG is a large deidentified electrocardiogram dataset linked to the MIMIC-IV clinical data ecosystem. It supports ECG classification, arrhythmia detection, representation learning, and multimodal modeling with structured EHR context.

数据资源chest radiographs with radiology reportschest X-ray image-report datasetLarge-scale CXR image-report dataset; version 2.1.0申请访问

MIMIC-CXR v2.1.0 胸部 X 光数据集

MIMIC-CXR is a large deidentified chest radiograph dataset with associated free-text radiology reports. It is widely used for chest X-ray classification, report generation, image-text representation learning, radiology retrieval, and medical multimodal foundation model evaluation.

数据资源deidentified clinical free textclinical notes datasetClinical note extension for MIMIC-IV; version 2.2申请访问

MIMIC-IV-Note v2.2 临床笔记数据集

MIMIC-IV-Note provides deidentified clinical notes linked to MIMIC-IV hospital data. It supports clinical NLP tasks such as note representation learning, discharge summary modeling, information extraction, summarization, and multimodal EHR-text modeling.

数据资源medical images with bilingual visual questions and answersmedical visual question answering datasetBilingual medical VQA dataset; see official project page开放访问

SLAKE:语义标注、知识增强医学 VQA 数据集

SLAKE is a semantically labeled medical visual question answering dataset with bilingual English-Chinese questions, medical images, and knowledge-enhanced annotations. It is useful for medical multimodal learning, image-grounded QA, and radiology VQA evaluation.