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, 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是一个包含大量公开胸部X光片的大数据集，数据以JPG格式存储，并附有从自由文本放射学报告提取的结构化标签。MIMIC-CXR-JPG数据集完全源自MIMIC-CXR，包括从DICOM图像生成的JPG格式文件和从自由文本报告提取的结构化标签。MIMIC-CXR-JPG旨在提供一个便捷的MIMIC-CXR处理版本，并为数据拆分和图像标签提供一个标准参考。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提取的结构化标签。数据集已去标识化，以满足1996年美国健康保险可携带性和问责法案（HIPAA）安全港的要求，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领域。

搜集汇总

背景与挑战

背景概述

MIMIC-CXR-JPG是一个大型公开胸部X光片数据集，包含377,110张JPG格式图像，这些图像从DICOM格式转换而来，并带有从227,827份自由文本放射报告中提取的结构化标签。数据集已去标识化以满足HIPAA要求，旨在支持医学图像理解、自然语言处理和决策支持等研究，提供了标准的数据分割和标签参考。