Giter Club home page Giter Club logo

object-detection-yolov4's Introduction

object-detection-yolov4

A complete guide to object detection using YOLO V4 and OpenCV

This collection of Google Colab-Notebooks demonstrates how to perform object detection using the YOLO V4 model.

The material is seperated in two sections as listed below:

object detection using the pretrained model

Access the two notebooks for a step-by-step deployment of the object detector on images and video containing instances of the COCO dataset classes.

  • object_detection_yolov4_pretrained_image.ipynb
  • object_detection_yolov4_pretrained_video.ipynb

object detection using a custom-trained model

Access the two notebooks for a step-by-step guide on how to train a custom model tuned to your training data and deploy it on new, previously unseen images. The exercise focuses on face-mask detection and uses the publically available dataset Face Mask Detection(Images with YOLO Format) posted in kaggle.

  • object_detection_yolov4_custom_model_train.ipynb
  • object_detection_yolov4_custom_model_deploy.ipynb

requirements

You need to have a Google account and access to your Google Drive

license

This material is provided as is and it is meant for educational purposes only. Use it as you wish at your own risk. PLease include a reference to this page.

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.