Giter Club home page Giter Club logo

final-devanagari-word-char-detector's Introduction

Devanagari-Character-Word-Recognition

This is the final project for BSC.CSIT 7th semester.

Devanagari-Character-Recognition

This is the final project of 7th semester BSC.CSIT.

Introduction

Devanagari is the national font of Nepal and is used widely throughout the India also. It contains 10 numerals(०, १, २, ३, ४, ५, ६, ७, ८, ९) and 36 consonants (क, ख, ग, घ, ङ, च, छ, ज, झ, ञ, ट, ठ, ड, ढ, ण, त, थ, द, ध,न, प,फ, ब, भ, म, य, र, ल, व, श, ष, स, ह, क्ष, त्र, ज्ञ). Some consonants are complex and made by combine some other. However, throughout this project i considered them as single character.

The required dataset is publicly available on the link.

Implementation

For this project i am using python 3.6 on anaconda. More importantly i am running it on Jupyter Notebook sometimes but Google Colab is what is used most. For model train/test, Colab is used. For real world image recogniton, i used my Intel I5 with 8gb RAM. The dependencies and libraries i used are:
Python 3.6
Numpy
Matplotlib
OpenCv
Keras

For better project information start with Project Demonstration.

Some snaps

  • Model Model

  • Loss Loss

  • Accuracy Accuracy

  • Image testing Image testing

  • False prediction False Prediction

  • Image Cropping (ROI) Cropping

Cropping

  • Eliminating top Tope Removed

  • Segmenting Segmentation

  • Localization Localization

  • Detection Detection

final-devanagari-word-char-detector's People

Contributors

q-viper avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.