Giter VIP home page Giter VIP logo

lucas's Introduction

LUCAS

This is the Pytorch implementation of LUCAS: LUng CAncer Screening with Multimodal Biomarkers presented at the Multimodal Learning for Clinical Decision Support workshop ML-CDS in MICCAI, 2020.

LUCAS dataset and pretrained models

You can access the LUCAS dataset, corresponding annotations, and pretrained models following this link

Installation

Requirements:

  • Python >= 3.6
  • Pytorch == 1.4
  • Numpy
  • NiBabel
  • Apex (optional, for Automatic Mixed Precision training)

Citation

@inproceedings{daza2020lucas,
  title={LUCAS: LUng CAncer Screening with Multimodal Biomarkers},
  author={Daza, Laura and Castillo, Angela and Escobar, Maria and Valencia, Sergio and Pinz{\'o}n, Bibiana and Arbel{\'a}ez, Pablo},
  booktitle={Multimodal Learning for Clinical Decision Support and Clinical Image-Based Procedures},
  pages={115--124},
  year={2020},
  organization={Springer}
}

Acknowledgments

This project was partially supported by the Google Latin America Research Awards (LARA) 2019.

lucas's People

Contributors

lauradaza avatar mc-escobar11 avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar

lucas's Issues

Dataset Not Accessible

Hi, it appears the link to the dataset is not currently working? Is this a temporary issue or is it not available for public access?

Dataset processing

Hello, I have downloaded your dataset and now I am trying to run processing.py but it needs a file named stats.json. I can't find it in the dataset directory. Could you share that file with me? Thank you very much!

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.