Giter Club home page Giter Club logo

hinet's Introduction

Hi-Net

Code for TMI 2020 "Hi-Net: Hybrid-fusion Network for Multi-modal MR Image Synthesis"

alt text


Usage

  1. The original implementation of Hi-Net is Pytorch. The code has been tested in Mac and Linux.

  2. To run the code, you should first install dependencies:

    pip install fire

  3. Setup all parameters in config.py

  4. Put your data into ./data (Some samples from BraTs2018 have been stored out in this file)

  5. Train

    CUDA_VISIBLE_DEVICES=0,1 python main.py train --batch_size=128 --task_id=2 --gpu_id=[0,1]

    (you can set your parameters when runing the code)


If you use this code, please cite the following papers:

[1] Tao Zhou, Huazhu Fu, Geng Chen, Jianbing Shen, Ling Shao. "Hi-Net: Hybrid-fusion Network for Multi-modal MR Image Synthesis". IEEE Transactions on Medical Imaging (IEEE TMI), 2020. (Offical version)(arXiv version)


Datsets: you can download multi-modal medical datastes from:

[1] BraTs 2018: [HERE]

[2] BraTs 2019: [HERE]

[3] ISLES2015: [HERE]

hinet's People

Contributors

taozh2017 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.