LandMarksDetection

This is an example of the X-ray hand landmarks detection with heatmap regression

Prerequisities

The following dependencies are needed:

• numpy >= 1.11.1
• SimpleITK >=1.0.1
• tensorflow-gpu ==1.8.0
• pandas >=0.20.1

How to Use

1、Preprocess

• first,load image and landmark coords from csv,then resize to net input size,last generate landmarks heatmaps:run the data2dprepare.py
• image and landmarks heatmaps

• save image and mask into csv file: run the utils.py,like file traindetection.csv

2、LandMarks Detection

• the VNet model

Result

• the train loss

• result

Author

junqiangChen

Contact

• https://github.com/junqiangchen
• email: 1207173174@qq.com
• Contact: junqiangChen
• WeChat Number: 1207173174
• WeChat Public number: 最新医学影像技术