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MIMIC-CXR-JPG - chest radiographs with structured labels

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physionet.org2025-01-16 收录
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https://physionet.org/content/mimic-cxr-jpg/2.1.0/
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The MIMIC Chest X-ray JPG (MIMIC-CXR-JPG) Database v2.0.0 is a large publicly available dataset of chest radiographs in JPG format with structured labels derived from free-text radiology reports. The MIMIC-CXR-JPG dataset is wholly derived from MIMIC-CXR, providing JPG format files derived from the DICOM images and structured labels derived from the free-text reports. The aim of MIMIC-CXR-JPG is to provide a convenient processed version of MIMIC-CXR, as well as to provide a standard reference for data splits and image labels. The dataset contains 377,110 JPG format images and structured labels derived from the 227,827 free-text radiology reports associated with these images. The dataset is de-identified to satisfy the US Health Insurance Portability and Accountability Act of 1996 (HIPAA) Safe Harbor requirements. Protected health information (PHI) has been removed. The dataset is intended to support a wide body of research in medicine including image understanding, natural language processing, and decision support.

MIMIC 胸部X光JPG (MIMIC-CXR-JPG) 数据库 v2.0.0 是一个庞大的公开数据集,其中包含以JPG格式存储的胸部X光片,其结构化标签来源于自由文本的放射学报告。MIMIC-CXR-JPG 数据集完全源自 MIMIC-CXR,提供了由 DICOM 图像转换而来的 JPG 格式文件以及由自由文本报告生成的结构化标签。MIMIC-CXR-JPG 的目标在于提供 MIMIC-CXR 的便捷处理版本,并作为数据分割和图像标签的标准参照。该数据集包含 377,110 张 JPG 格式图像及其相关 227,827 份自由文本放射学报告的结构化标签。数据集经过去标识化处理,以满足 1996 年美国健康保险可携带性和问责法案(HIPAA)的避风港要求,其中受保护的健康信息(PHI)已被移除。该数据集旨在支持包括图像理解、自然语言处理和决策支持在内的广泛医学研究。
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