Git Product home page Git Product logo

Comments (2)

GMvandeVen avatar GMvandeVen commented on June 5, 2024

1.) The use of the term ‘task’ in the class-incremental learning scenario is indeed confusing; the term ‘episode’ would be more appropriate.
The results that are printed to the screen at the end of training are indeed for the Class-IL scenario (i.e., using a single-head classifier). For example, the reported accuracy for “task 1” is the average accuracy of the final model for the test data from task 1 (e.g., all the test samples that are ‘0’s and ‘1’s for split-MNIST), but whereby the model had to choose between all possible classes (e.g., a 10-way classification for split-MNIST).

2.) Yes, that EWC, SI and LwF have almost no effect when they are trained and evaluated according the Class-IL scenario is indeed what I would expect. That’s what I found as well.

Hope this helps!

from brain-inspired-replay.

leatherking avatar leatherking commented on June 5, 2024

Many thanks for you! It helps a lot!

from brain-inspired-replay.

Related Issues (12)

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.