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HC18-Automated-measurement-of-fetal-head-circumference

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HC18—Automated measurement of fetal head circumference

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# HC18-Automated-measurement-of-fetal-head-circumference
> This is an example of the ultrasound imaging is used to measure the fetal head circumference (HC).
![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/bannerV3_V5OH10E.png)

## Prerequisities
The following dependencies are needed:
- numpy >= 1.11.1
- SimpleITK >=1.0.1
- opencv-python >=3.3.0
- tensorflow-gpu ==1.8.0
- pandas >=0.20.1
- scikit-learn >= 0.17.1

## How to Use

**1、Preprocess**
* download ultrasound image data:https://zenodo.org/record/1327317
* convert annotation image to mask image,you can download here:https://pan.baidu.com/s/1NmmztKR0Omu1fKue7263Sw password：6ax7 
* data augmentation:run the augtest.py

**2、HC Segmentation**
* the VNet2d model

![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/VNet2d.png)

* train and predict in the script of vnet2d_train.py and vnet2d_predict.py

**3、trained model can download on here:https://pan.baidu.com/s/1ved3w6Tn4nwnBUDzxW8arw password：r0li**

## Result
* loss and accuracy,orange line is first trained,blue is second trained
![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/loss.PNG)
![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/accu.PNG)
![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/37.bmp)
![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/38.bmp)
![](https://raw.githubusercontent.com/junqiangchen/HC18-Automated-measurement-of-fetal-head-circumference/master/32.bmp)

## 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

HC18-Automated-measurement-of-fetal-head-circumference

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