Giter VIP home page Giter VIP logo

sigua's Introduction

SIGUA

ICML'20: SIGUA: Forgetting May Make Learning with Noisy Labels More Robust

======== This is the code for the paper: SIGUA: Forgetting May Make Learning with Noisy Labels More Robust

Presented at ICML'20 If you find this code useful in your research then please cite

@InProceedings{pmlr-v119-han20c,
  title = 	 {{SIGUA}: Forgetting May Make Learning with Noisy Labels More Robust},
  author =       {Han, Bo and Niu, Gang and Yu, Xingrui and Yao, Quanming and Xu, Miao and Tsang, Ivor and Sugiyama, Masashi},
  booktitle = 	 {International Conference on Machine Learning},
  pages = 	 {4006--4016},
  year = 	 {2020}
}

Setup

Istall Miniconda3, and then

conda create -f environment.yml 
conda activate pytorch1.0.0_py36

Running SIGUA on benchmark datasets (MNIST, CIFAR-10)

sh scripts/mnist_sigua_sl.sh
sh scripts/mnist_sigua_bc.sh
sh scripts/cifar10_sigua_sl.sh
sh scripts/cifar10_sigua_bc.sh

The other reproducible version

Please check the other reproducible code of SIGUA: https://github.com/yeachan-kr/pytorch-sigua

sigua's People

Contributors

bhanml avatar xingruiyu 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.