Skip to content

varunkodathala/Sign-Language-Translator

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

44 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Sign-Language-Translator

This model is designated to translate the sign language used by voiceless people(mute) to audio using deep learning, computer vision and Image processing Techniques.

Sign Language refers to

Image 1 Image 2

Model:

  1. Image Access through webcam using opencv
  2. Predict the Image using trained CNN model. Model
  3. Process the prediction and display back using opencv

Architecture:

Model Summary

Dataset:

Kaggle ASL Dataset

Class Id's:

class_labels = ['A','B','C','D','E','F','G','H','I','J','K','L',
               'M','N','O','P','Q','R','S','T','U','V','W','X',
               'Y','Z','del','nothing','space']

Model Analysis:

  • Total Epochs: 60

Plots:

  • Accuracy Plot

    Accuracy Plot

  • Loss Plot

    Accuracy Plot

Demo:

Image Demo:

Demo_Image

GIF DEMO:

GIF_DEMO

Video Demo:

Proceed to: Video

Feedback

Please provide your feedback by mailing to (varunrail1111@gmail.com) and Please bring to my notice if any mistakes were made.

About

Translate sign language to audio

Resources

Stars

5 stars

Watchers

1 watching

Forks

Releases

No releases published

Packages

 
 
 

Contributors