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tamil_ocr_'s Introduction

Tamil Optical Character Recognition using Deep learning

Project Overview

This project develops a deep learning model for Optical Character Recognition (OCR) to identify Tamil characters from printed texts. It leverages a custom-built convolutional neural network (CNN) to process images and recognize characters, addressing the unique challenges posed by the Tamil script's complexity.

Key Features

  • Custom CNN Architecture: Tailored network to handle the intricacies of Tamil characters.
  • Reduced Character Classes: Simplifies the recognition process by reducing the classes to 108.
  • Preprocessing and Training: Detailed steps for image preprocessing, model training, and evaluation.
  • Real-Time OCR Capability: Designed to handle real-time image processing and character recognition.
  • Image Preprocessing: Automates the conversion of images to grayscale, resizes them, and extracts labels for training.
  • Robust CNN Architecture: Employs Conv2D, MaxPooling2D, Flatten, and Dense layers to effectively recognize Tamil characters.
  • Training and Evaluation: Includes scripts for training the model on a curated dataset and evaluating its accuracy on a separate test set.

Installation

Ensure the following are installed:

  • Python 3.x
  • TensorFlow
  • Keras
  • NumPy
  • Matplotlib
  • OpenCV

Usage

  1. Clone the repository.
  2. Install dependencies.
  3. Run the script tamil_ocr.py to train the model and perform OCR on new images.

Contributing

Contributions are welcome! Please feel free to submit pull requests, report issues, or suggest improvements.

tamil_ocr_'s People

Contributors

akashkumarsenthil avatar

Watchers

James Cloos avatar  avatar

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