MIMIC CXR JPG dataset

该数据集是一个公开的开放数据集，包含了胸部X光片和计算机断层扫描（CT）图像，这些图像来自被确诊或疑似感染新冠病毒或肺炎的患者。数据集不仅包含图像，还附带有元数据，提供了关于诊断和患者信息的详细信息。这些元数据包括患者ID、性别、年龄、生命体征、临床笔记以及肺部疾病或肺炎的诊断类型。该数据集规模庞大，包含了大量的胸部X光片及其相关元数据。可应用于视觉问答（VQA）、胸部X光报告生成以及从X光片到报告的生成等任务。

This is a publicly available open dataset consisting of chest X-ray images and computed tomography (CT) scans from patients diagnosed with or suspected of being infected with COVID-19 or pneumonia. In addition to the imaging data, the dataset is accompanied by metadata that provides comprehensive details related to diagnoses and patient information. This metadata includes patient ID, gender, age, vital signs, clinical notes, and the specific type of diagnosis for lung diseases or pneumonia. The dataset has a large scale, containing a substantial number of chest X-ray images and their corresponding metadata. It can be applied to tasks such as visual question answering (VQA), chest X-ray report generation, and X-ray-to-report generation.

搜集汇总

背景与挑战

背景概述

The dataset consists of chest X-ray images primarily focused on COVID-19 cases, along with other pneumonia types, sourced from multiple medical repositories and publications. It includes sequential images showing disease progression and is regularly updated with new cases and corrections.