Code Monkey home page Code Monkey logo

the-sign-language-platform's Introduction

Sign-Language-Platform

ASL translator using CNN. Currently, it has been trained for 10 letters only ['A', 'C', 'E', 'H', 'I', 'L', 'O', 'U', 'V', 'W']

What it does?

It translates American Sign Language from live webcam to text and then to speech.

Creators:

  1. Prajwol Lamichhane
  2. Pratik Rajbhandari
  3. [Abhay Raut]
  4. Bishal Sarangkoti

Screenshots:

enter image description here

Requirements:

Python 3.6 64 bit (Python 3.7 is not officially supported by tensorflow)

For Anaconda Users: You can download and import the virtual environment file to anoconda environment "tensorflow_env.yml" which install all the libraries neeeded for project.

Other users can install all requirements from "requirements.txt" file

pip install -r requirements.txt

Configuring paths to run the translator:

  1. Download pre-trained model from here
  2. Modify MODEL_PATH from variables.py

Running translator.py After installing all the requirements in your system environment or virtual environment run the translator directly Download model and set MODEL_PATH Usage:

  1. Translate from webcam
python translator.py 

Controls: Press n to append current letter
Press m for space
Press d to delete last letter from sentence
Press s to speak the translated sentence
Press c to clear the sentence
Press ESC key to exit

Configuring paths to run ASL.ipynb

  1. Download datasets from here or create your own
  2. Modify TRAIN_DATA_PATH and TEST_DATA_PATH
  3. Train the model
  4. Your model is saved as withbgmodelv1.h5
  5. Use the model to run translator.py by configuring the path in variables.py

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.