Digit-Recognition-System

CNN-based multi-digit recognition using deep learning

Digit Recognition System using Deep Learning

This project implements a CNN-based digit recognition system capable of recognizing single and multi-digit numbers from real-world images.

Features

• CNN trained on MNIST dataset
• Single-digit and multi-digit recognition
• Robust image preprocessing
• Digit segmentation and ordering
• Confidence score for predictions

Technologies Used

• Python
• TensorFlow / Keras
• OpenCV
• NumPy

Applications

• OTP recognition
• Roll number extraction
• PIN / postal code reading
• Cheque number recognition

How to Run

1. Install dependencies: pip install -r requirements.txt
2. Run the script: python multi_digit_recognition.py

Note

The model is trained using the MNIST dataset and tested on real-world images.