Giter VIP home page Giter VIP logo

yolongv8's Introduction

YOLOngv8: From Imbalanced to Accurate Object Detection in Long Tailed iSAID Dataset

Requirements

YOLOv8 requires ultralytics package which requires Python>=3.7 and Pytorch>=1.7. Setup Environment with \

conda install pytorch==1.10.1 torchvision==0.11.2 torchaudio==0.10.1 cudatoolkit=11.3 -c pytorch -c conda-forge
pip install ultralytics 

Run validation of model by specifying the checkpoint for PATH/TO/CHECKPOINT in

python validate.py --checkpoint PATH/TO/CHECKPOINT

Model Architecture

Prototype based Contrastive loss

tSNE plots of features

tSNE plot of features before and contrastive learning.

yolongv8's People

Contributors

glenn-jocher avatar ayushexel avatar laughing-q avatar jameelhassan avatar salwaalkhatib avatar adrianboguszewski avatar hedrergudene avatar frdteknikelektro avatar justasbart avatar onuralpszr avatar rangeking avatar yulv-git avatar dependabot[bot] avatar triple-mu avatar zengyf-cver 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.