LandMarksDetection

KO | EN

gitlite — search

#javascript #python #hacktoberfest #react #ai #typescript #llm #go #golang #android #machine-learning #rust #deep-learning #linux

LandMarksDetection

★ 9 Open GitHub ↗

LandMarksDetection with heatmap regression,another way is coords regression

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# 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

![](https://raw.githubusercontent.com/junqiangchen/LandMarksDetection/master/Image.jpeg)

![](https://raw.githubusercontent.com/junqiangchen/LandMarksDetection/master/landmarksheatmaps.bmp)

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

**2、LandMarks Detection**

* the VNet model

![](https://raw.githubusercontent.com/junqiangchen/LandMarksDetection/master/2dVnet.png)

## Result

* the train loss

![](https://raw.githubusercontent.com/junqiangchen/LandMarksDetection/master/loss.bmp)

* result

![](https://raw.githubusercontent.com/junqiangchen/LandMarksDetection/master/result.bmp)

## 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

LandMarksDetection

Explore Similar Repositories

Was this content helpful?

Recent Feedback

Download README