# Chester the AI Radiology Assistant
Source code or this page: https://mlmed.org/tools/xray/
![](res/dr-convnet-small.png)
NOT FOR MEDICAL USE. In order to bridge the gap between AI researchers and medical professionals we developed a very accessible free prototype system which can be used by medical professionals to understand the reality of Deep Learning tools for chest X-ray diagnostics. The system is designed to be a second opinion where a user can process an image to confirm or aid in their diagnosis. The tool predicts 18 different radiological findings based on data from the 7 largest public datasets. What makes this tool unique is that the web version runs entirely local and no data is sent off the device which allows this tool to scale to millions of users for free. The tool is available as a webpage which works on computers and mobile phones and with our new version 3 release we provide native windows and mac versions. The goals of this system are:
Demonstrate how AI systems work and their limitations.
Show the potential of open data (needed to build a public system like this).
Create a tool to help teach radiology.
Demonstrate a model delivery system that can scale to provide free medical tools to the world.
Publications:
- Chester: A Web Delivered Locally Computed Chest X-Ray Disease Prediction System, Joseph Paul Cohen and Paul Bertin and Vincent Frappier, arxiv, https://arxiv.org/abs/1901.11210
- On the limits of cross-domain generalization in automated X-ray prediction, Joseph Paul Cohen and Mohammad Hashir and Rupert Brooks and Hadrien Bertrand, Medical Imaging with Deep Learning, https://arxiv.org/abs/2002.02497
- A Benchmark of Medical Out of Distribution Detection, Tianshi Cao and Chinwei Huang and David Yu-Tung Hui and Joseph Paul Cohen, arxiv, https://arxiv.org/abs/2007.04250
A screenshot:
![](res/share.jpg)
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人工智能放射学助理 Chester_JavaScript_代码_下载
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不用于医疗用途。为了弥合 AI 研究人员和医疗专业人员之间的差距,我们开发了一个非常易于访问的免费原型系统,医疗专业人员可以使用它来了解用于胸部 X 光诊断的深度学习工具的现实情况。该系统旨在提供第二种意见,用户可以在其中处理图像以确认或帮助他们的诊断。该工具根据来自 7 个最大的公共数据集的数据预测 18 种不同的放射学发现。该工具的独特之处在于网络版本完全在本地运行,并且不会从设备发送任何数据,这使得该工具可以免费扩展到数百万用户。该工具以网页形式提供,可在计算机和手机上使用,并且在我们的新版本 3 版本中,我们提供原生 windows 和 mac 版本。该系统的目标是: 展示 AI 系统的工作原理及其局限性。展示开放数据的潜力(需要构建这样的公共系统)。创建一个工具来帮助教授放射学。展示一个模型交付系统,该系统可以扩展以向世界提供免费医疗工具。
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人工智能放射学助理 Chester_JavaScript_代码_下载
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