ASL Communication System

Registration ID: IJNRD_200621

Published ID: IJNRD2306619

DOI: http://doi.one/10.1729/Journal.35006

Emmanuel Pinto , Vishwa Shukla , Dr.D.V.Bhoir , Palak Joseph

ASL American Sign Language, KNN K Nearest neighbor, CNN Convolutional Neural Networks, RNN Recurrent Neural Networks, GUI Graphical User Interface, E-R Entity Relationship, ROI Region of Interest, HCI Human Computer Interaction, SVM Support Vector Machine, HOG Histogram of Oriented Gradients, SIFT Scale-Invariant Feature Transform

This project aims to create an application that can recognize and translate the American Sign Language (ASL) alphabet into text. It uses a convolutional neural network (CNN) model and a Flask web application with a user-friendly interface. The ASL dataset is preprocessed and trained on a CNN model with three convolutional layers, two fully connected layers, and an output layer representing the 26 letters of the alphabet. The trained model is then deployed on the Flask web application, allowing users to upload an image of an ASL letter and receive the predicted letter on the screen. The user interface is intuitive and accessible, including additional features such as a "Clear" button and a "Learn More" button. The model achieved an accuracy of 96% on the validation set after training on 80% of the ASL dataset, making it a reliable tool for real-time ASL letter recognition for people with speech or hearing impairments. This application is a significant step towards bridging the communication gap and making communication more inclusive.

Published Paper   E-Certificate

Emmanuel Pinto, Vishwa Shukla, Dr.D.V.Bhoir, & Palak Joseph (June-2023). ASL Communication System. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 8(6), g156-g161. http://doi.one/10.1729/Journal.35006

Volume 8 Issue 6, June-2023

Pages : g156-g161

Paper Reg. ID: IJNRD_200621

Published Paper Id: IJNRD2306619

Downloads: 000121998

Research Area: Engineering

Country: Vasai(W), Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2306619.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2306619

Crossref DOI: http://doi.one/10.1729/Journal.35006

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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