MIMIC-CXR-JPG - chest radiographs with structured labels

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](https://physionet.org/content/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射线JPG（MIMIC-CXR-JPG）数据库v2.0.0是一款大型公开可用的胸部放射影像数据集，采用JPG格式，附带从放射科自由文本报告中提取的结构化标注。本数据集完全衍生自[MIMIC-CXR](https://physionet.org/content/mimic-cxr/)，提供了由DICOM影像转换而来的JPG格式文件，以及从自由文本报告中提取的结构化标注。MIMIC-CXR-JPG的研发目标是提供MIMIC-CXR的便捷处理版本，同时为数据划分与影像标注提供标准参考。该数据集包含377110张JPG格式影像，以及关联这些影像的227827份自由文本放射科报告所对应的结构化标注。本数据集已完成去标识化处理，符合1996年美国《健康保险流通与责任法案》（Health Insurance Portability and Accountability Act of 1996, HIPAA）的安全港要求，已移除所有受保护健康信息（Protected Health Information, PHI）。本数据集旨在支撑医学领域的广泛研究，包括影像理解、自然语言处理以及决策支持等方向。

搜集汇总

背景与挑战

背景概述

MIMIC-CXR-JPG是一个大型公开胸片数据集，包含377,110张JPG格式图像和从227,827份放射报告中提取的结构化标签，数据经过去标识化处理。该数据集源自MIMIC-CXR，旨在通过提供易于处理的JPG格式和标准化的数据划分与标签，支持医学图像分析、自然语言处理等研究。