ahmedehabb / Project-Pattern-Recognition

CMPN450 Project. In this project, We implement a Hand Gesture Recognition System. Given an image containing a single hand, our system is supposed to classify the hand gesture into one of six digits (from 0 to 5).

Hand Gesture Recognition Project

This project aims to put your understanding of machine learning algorithms into practice with a real world problem.

Environment

you can download all the packages used using conda or pip

1. This will create new environment from scratch with all listed modules.

   conda env create -f environment.yml

   if this option stuck at solving environment step, you may need to run : conda config --set channel_priority strict

2. If you already have an env and want to install the modules only you can use The --prune option removes any packages that are not listed in the environment.yml file.

   conda env update -f environment.yml

3. Or using pip

   pip install -r requirements-pip.txt

Dataset

Option 1: download the processed data

download https://drive.google.com/drive/u/2/folders/1o9wzwaJVfrbpCFJ0rIyed1QvARh0JAtn

unzip the zipfile and put it all into data folder

Option 2: run the data insertion script data_insertion.py

It will handle everything from downloading into extracting data into /data folder.

However you would need to have gdown library installed. (included in requirements.txt)

Data Preparation

Model Training

Model Evaluation