Drawing Recognintion Game with MediaPine

The project is built around drawing and recognizing that drawing.

Demo

Predict Table

Table of Contents

• About The Project
• Getting Started
  • Prerequisites
  • Project structure
  • Installation

About The Project

• The dataset is taken from Quick Draw. You can get the dataset here
• This is collected and divided into 2 datasets: train and test. You must be put in data folder.
• Labels = ['apple', 'cake', 'rabbit', 'fish', 'bread', 'monkey', 'hat', 'elephant', 'bird', 'lion', 'car']

Project structure

├── app
│    └── main.py
├── data
│   ├── test_label.npy
│   ├── test.npy
│   ├── train_label.npy
│   └── train.npy
├── images
│── pie_chart.png
│   ├── pie_chart_test.png
│   ├── pie_chart_train.png
│   ├── PredictTable.png
│   └── video.gif
├── model
│   ├── best_model.pth5
│   └── last_model.pth5
├── README.md
└── src
    ├── dataset.py
    ├── model.py
    ├── test.py
    ├── train.py
    └── visualazation.py

Getting Started

Prerequisites

You need to install the following software on your computer:

• Python 3.9 or latest
• pip

Installation

1. Clone the repository:

git clone https://github.com/alloc110/Drawing-Recognition-Game
cd Drawing-Recognition-Game

2. Create virtual environment:

python -m venv Drawing-Recognition-Game

3. Install Packages:

pip install requiretment.txt

4. Download dataset: After downloading the dataset, put it in the dataset folder.

python src/preprocess.py

5. Run main.py:

python app/main.py