Coder Social home page Coder Social logo

Comments (1)

mpelchat04 avatar mpelchat04 commented on June 27, 2024

As of today, Albumentations has too many limitations (for our purpose), such as:

  • Most of the transformations can only be done on 3 channel images. Our system is generic anough so someone would be able to use it with >3 channels input images. An example of this limitation is provided in the code here
  • Some transformations assume that input images are uint8. Since we do not want to limit the use of GDL to uint8 images, I'm not sure we should use libraries that makes that assumptions.

Albumentations is not quite suited for our purposes. We'll reconsider the use of this library (or another one) to manage data augmentation later.

In the meantime, we'll still expose our data augmentation operations in the configuration file.

from geo-deep-learning.

Related Issues (20)

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.