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sign-language-translator-asl's Introduction

Sign Language Translator

A Deep Learning Application made with python to detect and recognize Sign Language gestures using "ASL" Standard then translates it into words.

Description

We made this Application as our graduation project also we hope it could be used as an extension for video conference applications so that deaf and dump people can interact online easily with others.

The App Consists of 3 main modules.

1- Deep Learning Model.

2- Hand Detection.

3- Auto Correction.

Getting Started

Architecture

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Dataset Snapshots

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Dataset Specifications

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You can Download The Dataset using this link : https://www.kaggle.com/grassknoted/asl-alphabet

Dependencies

Note: you can run the command pip install -r requirments.txt and all libraries will be downloaded directly

Used Libraries:

  • MediaPipe
  • Numpy
  • Tensorflow
  • OpenCv-python
  • pyspellchecker
  • sklearn
  • matplotlib

Requirements

  • Camera (not less than 3 mega pixels)
  • CPU (2.7 Ghz Multi-core Processor)
  • Python version >= 3.8

AI Model Specification

Models Accuarcy

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Model Architecture

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How to Run

  • You Can run the Application by simply openning hand_detector module then press f5.
  • You can also open hand_detector using python IDLE then from run window choose run module

Demo

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Important Notes

  • Model Trainning Process is Done seperately using Google Colab.
  • To get the best efficiency from this application please make sure to run it in a bright place with plain background.

sign-language-translator-asl's People

Contributors

mahmoud45 avatar mohamedyasserhelmy avatar

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