This is an example of the ultrasound imaging is used to measure the fetal head circumference (HC).
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
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
- 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
- loss and accuracy,orange line is first trained,blue is second trained
- https://github.com/junqiangchen
- email: 1207173174@qq.com
- Contact: junqiangChen
- WeChat Number: 1207173174
- WeChat Public number: 最新医学影像技术