/Object-Tracking-YOLOv10-DeepSORT

This repository contains the code for object tracking in images, videos, and live webcam feed using YOLOv10 and the DeepSORT algorithm.

Primary LanguagePython

Object Tracking using YOLOv10 & DeepSORT

Installation

  1. Clone the YOLOv10 github repo.
https://github.com/THU-MIG/yolov10.git
  1. Set YOLOv10 folder as current directory
cd yolov10
  1. Install all the required packages
pip install -r requirements.txt
  1. Perform Object Detection using YOLOv10
python object_detection.py
  1. Download DeepSORT files from the Google Drive and add them into
https://drive.google.com/drive/folders/1kna8eWGrSfzaR6DtNJ8_GchGgPMv3VC8?usp=sharing
  • After downloading the DeepSORT Zip file from the drive, unzip it go into the subfolders and place the deep_sort_pytorch folder into the yolov10 folder
  1. Install additional libraries to implement object tracking using DeepSORT
pip install easydict

pip install "numpy<1.24"
  1. Perform object tracking using YOLOv10 and DeepSORT algorithm.
python objectTracking.py

Watch the Complete Step by Step Explanation

Watch the Complete Tutorial for the Step by Step Explanation