Giter Site home page Giter Site logo

smitha-anil / amdprogresscnn Goto Github PK

View Code? Open in Web Editor NEW

This project forked from qiyanpitt/amdprogresscnn

0.0 0.0 0.0 11.15 MB

Late AMD progression classification using fundus images and genotypes

License: GNU General Public License v2.0

Python 100.00%

amdprogresscnn's Introduction

© 2020 University of Pittsburgh All Rights Reserved

AMDprogressCNN

Use fundus image to classify whether the late AMD progression time is before or after 3 years

python code_img2amdState2time.py --cutoff_yr 3 --input_image test1.jpg --out_file output.txt --weights "/directory/weights"

To generate saliency map to visualize what part of the image is focused by CNN to make the classification decision

python code_img2amdState2time_saliency.py --cutoff_yr 3 --input_image test1.jpg --out_image output.png --weights "/directory/weights"

Use fundus image and 52 reported SNPs to predict whether the late AMD progression time is before or after 3 years

python code_imgNgeno2amdState2time.py --cutoff_yr 3 --input_image test1.jpg --input_geno input.geno --out_file output.txt --weights "/directory/weights"

amdprogresscnn's People

Contributors

qiyanpitt avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.