zzz333za / PHU-Net

PHU-Net

The PHU-NET: A robust phase unwrapping method for magnetic resonance imaging based on deep learning

Data:

For simulation and training ODIR2019: https://odir2019.grand-challenge.org/
Validation data ISMRM2012-challenge https://www.ismrm.org/workshops/FatWater12/data.htm

Pretrain_weight:https://pan.baidu.com/s/1ev8WAhjNnqa8cfnSomam5w pwd：phun

Environment

python3

CUDA 10.1

pytorch 18.1

tensorflow 1.4.1 & keras 2.3.0 (just for data augmentation)

open-cv2

segmentation_models_pytorch

skimage

albumentations

pydicom

apex

How to train

1.prepare train/valid data 2.python train-test.py

How to test

python just-test.py