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An Intuitive Desktop GUI Application For Recognizing Multiple Handwritten Digits Drawn At The Same Time. Trained On MNIST Dataset and Built With Python, OpenCV and TKinter

License: MIT License

Python 100.00%
computer-vision convolutional-neural-networks tkinter tkinter-gui tkinter-python tkinter-graphic-interface python python3 mnist mnist-image-dataset mnist-handwriting-recognition mnist-model software-engineering documentation opencv opencv-python keras pillow

handwritten-multiple-digits-recognizer's Introduction

Handwritten-Multiple-Digits-Recognizer

Header

Introduction

Hello everyone👋, and welcome to this amazing repository which maintains all the code + documentation for the project Handwritten Multiple Digits Recognizer which was created during the third semester of my sophomore year at NMIMS University, Mukesh Patel School Of Technology Management And Engineering, Mumbai.

About

Table Of Contents

SRS Documentation Software Requirements Specification
README Link Click To View
View/Download As PDF Click To View
Code Files For Project 2 Modules + 1 Model
GUI Module View Code
Train_Digit_Recognizer View Code
mnist.h5 Trained Model Saved Model
Complete Code Explanation Total Modules = 2
GUI Module Click to view Explanation
Train_Digit_Recognizer Module Click to view Explanation

How To Use The Project?/Project Installation Guide

Step 1: Clone the Repository to your local system

Step 2: Change the directory from current to the project folder location in your system

Step 2

Step 3: Run the following command and wait till al the libraries and dependencies are loaded.

Step 3

Step 4: If all goes well, you shall see the GUI Window loaded.

Step 5: You've sucessfully got the project running in your local system. Explore it and try all the functionalities!

You can view the live Demo GIFs in the section below.

Project Demonstration

The following GIF depicts how the project works covering all its functionalities!

Draw + Recognize Multiple Handwritten Digits

GIF 1

Clear Output

GIF 2

Feedback Button Functionality

GIF 3

For HD Video Demonstration, refer the following Google Drive Links:

Demo Video Name View Link
Recognize Digits Click To View
Clear Output Click To View
Feedback Button Functionality Click To View

How To Contribute?

Contributing

Contributions are what make the open source community such an amazing place to be learn, inspire, and create. Any contributions you make are greatly appreciated.

  1. Fork the Project
  2. Create your Feature Branch (git checkout -b feature/AmazingFeature)
  3. Commit your Changes (git commit -m 'Add some AmazingFeature')
  4. Push to the Branch (git push origin feature/AmazingFeature)
  5. Open a Pull Request

Feel free to add new features and share it with me!

Feature Ideas I would Love To See Be Implemented:

  • Add Text-To-Speech Functionality For Predictions
  • Extend Recognition To Alphabets Using MNIST Alphabets Dataset
  • Transform Into Web App!
  • So much more,....
Donate/Support View My Work(In Progress!) Follow / Connect With Me Follow / Connect With Me
Arya Shah - PatreonArya Shah - Ko-Fi Arya's Hashnode BlogArya's KaggleArya's Dockship Arya Shah - TwitterArya's InstagramArya's RedditArya's Person Email Arya's LinkedInArya's StackoverlfowArya's Institute Email

Show Some ❤️, Give a ⭐ To This Repository!

handwritten-multiple-digits-recognizer's People

Contributors

0xdeadcell avatar aryashah2k avatar

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handwritten-multiple-digits-recognizer's Issues

Create an executable .exe file for the Project

Although the project seems complete, it is not readily usable since its usability is restricted to those who can run the project via cmd and have all the bindings installed. Aim of this issue is to resolve by creating a .exe executable of this project as a standalone application which performs the objective of "click and run" right from the user desktop.

Few ideas on how to achieve this?

Maybe look into any python package facilitating the creation of .exe files like "pyinstaller"

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