Git Product home page Git Product logo

tsgcnet's Introduction

Two-Stream Graph Convolutional Network for Intra-Oral Scanner Image Segmentation

Prequisites

  • python 3.7.4
  • pytorch 1.4.0
  • numpy 1.19.0
  • plyfile 0.7.1

Introduction

This work is the pytorch implementation of TSGCN, which has been published in IEEE Transactions on Medical Imaging (https://ieeexplore.ieee.org/abstract/document/9594785/) and CVPR 2021 (https://openaccess.thecvf.com/content/CVPR2021/html/Zhang_TSGCNet_Discriminative_Geometric_Feature_Learning_With_Two-Stream_Graph_Convolutional_Network_CVPR_2021_paper.html).

Usage

To train the TSGCN, please put the trainning data and testing data into data/train and data/test, respectively. Then, you can start to train a TSGCN model by following command.

python train.py

Citation

If you find our work useful in your research, please cite:

  • Y. Zhao et al., "Two-Stream Graph Convolutional Network for Intra-Oral Scanner Image Segmentation," in IEEE Transactions on Medical Imaging, vol. 41, no. 4, pp. 826-835, April 2022, doi: 10.1109/TMI.2021.3124217.
  • Zhang L, Zhao Y, Meng D, et al. TSGCNet: Discriminative Geometric Feature Learning with Two-Stream Graph Convolutional Network for 3D Dental Model Segmentation[C]//Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition. 2021: 6699-6708.

tsgcnet's People

Contributors

zhanglingming1 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.