satyajeetburla / matchmaster

Real-Time Tennis Analytics with YOLO and CNN

MatchMaster

Real-Time Tennis Analytics with YOLO and CNN

Project Overview

This project aims to develop an AI system with YOLO for player and ball detection and a custom CNN for court mapping, delivering real-time analytics to optimise strategies and identify performance gaps

Sample Output

Here's a sample frame taken from one of the processed videos, demonstrating how the analysis functions:

Pre-Trained Models

• Player Detection Model:
• Court Key Point Model:

Installing the Dependencies

1. Create a Conda Environment: Run the following command in your terminal or Anaconda prompt to create a new Conda environment named tennis_analysis with Python 3.8:

   conda create -n tennis_analysis python=3.8

2. Activate the Environment:

   Once created, activate your new environment using:

   conda activate tennis_analysis

3. Install Dependencies:

   install the required packages using the requirements.txt file:

   pip install -r requirements.txt

Run

Place your video in the input video folder and run the following command:

python main.py