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

This is an example of the ultrasound imaging is used to measure the fetal head circumference (HC).

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

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

Result

  • loss and accuracy,orange line is first trained,blue is second trained

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