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American Sign Language Alphabet Detection using Webcam

This project detects hand shapes to output the corresponding ALS alphabet Webcam is used to cature the video and out detection results in realtime

Please refer:

  1. https://www.youtube.com/watch?v=RuOMUK76-0Q&t=86s (SVM Implementation)
  2. https://github.com/mjk188/ASL-Translator (Repository for above Project)

American Sign Language Chart

DATASET USED

Data downloaded from https://www.kaggle.com/datamunge/sign-language-mnist. Data Augmentation techniques were used to further improve accuracy.

FILE DESCRIPTIONS

  1. img_prep.py: Programme that does shape transformation and other related procedures to input data for prediction through Neural Network during realtime application
  2. mobiletrain.py: Notebook For training model
  3. model.h5: trained MobileNet model
  4. Masin_ASL_Prediction_App.ipynb: Main application programme. Run this programme to
    launch application.

ASL Detection Project Demo

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Uses Deep Learning to detect letters from american sign language through hand gestures and Webcam

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