Code Monkey home page Code Monkey logo

e2e-language-diarization's Introduction

Codes for paper:

[Interspeech 2021] End-to-End Language Diarization for Bilingual Code-switching Speech

I am trying to include the data preprocessing steps in this repo so that you can reproduce the results faster. But maybe after I complete my work for interspeech 2022. Hope our work help your research. -- Updated 2022 Jan

Pls cite as follow if you referred to this work:

@inproceedings{liu21d_interspeech,
author={Hexin Liu and Leibny Paola García Perera and Xinyi Zhang and Justin Dauwels and Andy W.H. Khong and Sanjeev Khudanpur and Suzy J. Styles},
title={{End-to-End Language Diarization for Bilingual Code-Switching Speech}},
year=2021,
booktitle={Proc. Interspeech 2021},
pages={1489--1493},
doi={10.21437/Interspeech.2021-82}
}

Requirement:

argparse
torch
tqdm
numpy
scipy

  • There is no script for making data (I am trying to include them soon), pls do it yourself for now and revise the code in "data_load.py" accordingly.
  • Note that the torch.cuda.deterministics=True conflicts with dilated conv1d which makes the code very slow, so we set it to False in train_xsa.py and thus don't fix the random seed in the training stage. But if you would like to do that, that's also fine, just set it to True.
  • No particular initialization is needed. Just run it. And if your have better hyperparams, pls email me so that I can use them hahaha:)

e2e-language-diarization's People

Contributors

lhx94as avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  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.