Git Product home page Git Product logo

fewshot's Introduction

ESP Fewshot

This is the repository connected to the DCASE 2024 Few-shot Bioacoustic Event Detection Challenge. Our technical report can be found here (link to come).

Example setup

Create conda environment: conda create --name=fewshot pytorch==2.2.2 torchvision==0.17.2 torchaudio==2.2.2 pytorch-cuda=12.1 -c pytorch -c nvidia

Install requirements: pip install -r requirements.txt

Install this package: pip install -e .

Get trained model weights: mkdir weights; wget https://storage.googleapis.com/esp-public-files/fewshot/atst-finetuned-40s-support-windowed.pt weights; wget https://storage.googleapis.com/esp-public-files/fewshot/atstframe_base.ckpt weights

Example usage

Get example data: wget wget https://storage.googleapis.com/esp-public-files/fewshot/example.zip ./, unzip example.zip

Then, see example_usage.py

fewshot's People

Contributors

benjaminsshoffman avatar david-rx avatar

Stargazers

Hobart avatar

Watchers

Britt Selvitelle avatar Aza Raskin avatar Katie Zacarian avatar Hobart avatar

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.