GithubHelp home page GithubHelp logo

cwx-worst-one / eat Goto Github PK

View Code? Open in Web Editor NEW
86.0 5.0 2.0 5.24 MB

[IJCAI 2024] EAT: Self-Supervised Pre-Training with Efficient Audio Transformer

License: MIT License

Python 96.98% Shell 3.02%
audio audio-classification deep-learning eat fairseq pytorch representation-learning self-supervised-learning

eat's Issues

Issue with reproducing pretraining

Hi, Great work! I pre-trained the network using the provided script with the full AudioSet (unbalanced + balanced), similar to BEATs and AudioMAE. So my pre-training set is slightly larger than yours (1.93M samples). I trained for 10 epochs (40K updates) using the provided script. However, I am unable to reproduce the reported AS20K performance, achieving only around 35.8 mAP compared to the reported 40.2 mAP. I fine-tuned on AS20K using the shared pre-trained weights(EAT-base_epoch10.pt) and achieved the reported performance, so I don't think there is an issue with the dataset. Am I missing something here?

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.