xuebi928 / deepmri

The code for paper 'DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolution'

DeepMRI

DeepMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolution

By Shanshan Wang, Huitao Cheng, Taohui Xiao, Leslie Ying, Ziwen Ke, Hairong Zheng, Dong Liang^*

This repository contains the implementation of DeepMRI for parallel MR imaging using Tensorflow-gpu. Test code for Matlab and test data are also included. For a quick test, the trained weights can be used. The folder saved_model_vn contains the model of the trained VN dataset for the knee images.

The architecture of DeepMRI for parallel MR imaging

Reconstruction Results by classical SPIRiT/L1-SPIRiT and the proposed method

More results can be found in the paper.

Dependencies

• Python3
• Tensorflow
• numpy scipy