IU X-Ray 数据集

最新推荐文章于 2025-05-07 09:30:00 发布

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最新推荐文章于 2025-05-07 09:30:00 发布

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博客介绍了IU胸部X光数据集，该数据集含7470对图像与诊断报告，报告包含印象、发现等部分。还说明了数据集获取方式，可从论文及指定链接获取，且去标识后的数据集可在国家医学图书馆搜索下载，最后给出使用该数据集的论文地址。

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1）数据集来源：https://iuhealth.org/find-medical-services/x-rays（IU，The Indiana University Health，不直接提供数据集）

数据集简介：

The Indiana University Chest XRay Collection (IU X-Ray) is a set of chest x-ray images paired with their corresponding diagnostic reports. The dataset contains 7,470 pairs of images and reports（6470：500：500）.
Each report consists of the following sections: impression, findings, tags, comparison, and indication.On average, each image is associated with 2.2 tags, 5.7 sentences, and each sentence contains 6.5 words.

Besides, we find that top 1,000 words cover 99.0% word occurrences in the dataset, therefore we only included top 1,000 words in the dictionary.

2）数据集的获取：

论文：Preparing a collection of radiology examinations for distribution and retrieval

链接：https://scholarworks.iupui.edu/bitstream/handle/1805/13649/ocv080.pdf?sequence=1&isAllowed=y

This paper presents an approach to developing a collection of radiology examinations, including both the images and radiologist narrative reports, and making them publicly available in a searchable database.
The authors collected 3996 radiology reports from the Indiana Network for Patient Care and 8121 associated images from the hospitals’ picture archiving systems.

The de-identified Indiana chest X-ray collection is available for searching and downloading from the National Library of Medicine (http://openi.nlm.nih.gov/).

数据集：https://openi.nlm.nih.gov/gridquery.php?q=Indiana%20chest%20X-ray%20collection&it=xg

3）使用该数据集的论文：

On the Automatic Generation of Medical Imaging Reports

论文地址：https://arxiv.org/pdf/1711.08195.pdf