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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016 Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) |
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| Paper Title: | ASL Communication System |
| Authors Name: | Emmanuel Pinto , Vishwa Shukla , Dr.D.V.Bhoir , Palak Joseph |
| Download E-Certificate: | Download |
| Author Reg. ID: |
IJNRD_200621
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| Published Paper Id: | IJNRD2306619 |
| Published In: | Volume 8 Issue 6, June-2023 |
| DOI: | http://doi.one/10.1729/Journal.35006 |
| Abstract: | 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. |
| Keywords: | 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 |
| Cite Article: | "ASL Communication System", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 6, page no.g156-g161, June-2023, Available :http://www.ijnrd.org/papers/IJNRD2306619.pdf |
| Downloads: | 000118766 |
| ISSN: |
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID:IJNRD2306619 Registration ID: 200621 Published In: Volume 8 Issue 6, June-2023 DOI (Digital Object Identifier): http://doi.one/10.1729/Journal.35006 Page No: g156-g161 Country: Vasai(W), Maharashtra, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijnrd.org/viewpaperforall?paper=IJNRD2306619 Published Paper PDF: https://www.ijnrd.org/papers/IJNRD2306619 |
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ISSN: 2456-4184
Impact Factor: 8.76 and ISSN APPROVED
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