# DeepMRI

**Repository Path**: liuchang0286_admin/DeepMRI

## Basic Information

- **Project Name**: DeepMRI
- **Description**: The code for paper 'DeepcomplexMRI: Exploiting deep residual network for fast parallel MR imaging with complex convolution'
- **Primary Language**: Unknown
- **License**: GPL-3.0
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-04-20
- **Last Updated**: 2020-12-19

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 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<sup>\*</sup>  

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**    

![The architecture of DeepMRI](figures/architecture_version5.png)  



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

![Reconstruction](figures/1D.png)

More results can be found in the paper.   

**Dependencies**  

* Python3
* Tensorflow
* numpy scipy