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Deformable Image Registration Projects

Python 100.00%

deformable-image-registration-projects's Introduction

基于无监督学习的医学图像非刚性配准项目

使用说明

本项目包括两个部分,第一个是XIR-2D,就是做的二维图片,具体是X-ray胸腔图片;第二个是MIR-3D,做的三维的胸部CT图片配准,使用的公开数据集是DIR-Lab。两个项目都是单模态非刚性配准。

注意:以上只共享了主要的代码,仅供参考。由于是从服务器上粘贴下来的,有些零乱,不能直接运行。如果两个文件夹里找不到代码,可以在根目录里找。

如果想了解项目的实现细节,可以参考我的两篇会议论文:

1,Unsupervised learning-based deformable registration of temporal chest radiographs to detect interval change. SPIE Medical Imaging 2020.

2,A FCN-based Unsupervised Learning Model for Deformable Chest CT Image Registration. IEEE NSS/MIC 2019.

另外,如果你对我的项目感兴趣,可以查看我的B站视频(账号Timmy870),了解的更详细清楚,这里是链接。欢迎关注我,与我一起互动交流。 你还可以查看我的CSDN博客(账号Timmymm)这里是链接,里面有一些我介绍配准相关内容的博客。

最后,希望对你有所帮助,谢谢,祝科研顺利!

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