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Title: :  Deep Learning Based Web Application for Hand Sign Recognition
PaperId: :  26835
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26835
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Mrs.Sonali SalunkheDattakala Group of Institution
Dr.Dinesh HanchateDattakala Group of Institution
Dr.Sachin BereDattakala Group of Institution

Abstract

Computer Engineering
Deep Learning, Neural Network, Convolutional Neural Network, American Sign Language, Hand Gesture Recognition
The goal of this project is to create a web application powered by deep learning that can accurately identify and interpret alphabets from American Sign Language (ASL). For individuals who are unable to hear or speak, sign language serves as their primary means of communication. It is one of the oldest and most intuitive languages used to convey thoughts and emotions. However, since the majority of people are unfamiliar with sign language and trained interpreters are often not readily available, we have developed a real-time recognition system powered by neural networks. This project introduces an innovative approach to recognizing sign language alphabets. By leveraging computer vision and deep learning techniques, our system can interpret hand gestures and translate them into corresponding alphabet letters. The process begins by applying a filter to isolate the hand from the background. Once filtered, the image is processed by a classifier that determines which letter the hand gesture represents.

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IJARIIE Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. "Deep Learning Based Web Application for Hand Sign Recognition" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 2950-2954
MLA Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. "Deep Learning Based Web Application for Hand Sign Recognition." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 2950-2954.
APA Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, & Dr.Sachin Bere. (2025). Deep Learning Based Web Application for Hand Sign Recognition. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 2950-2954.
Chicago Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. "Deep Learning Based Web Application for Hand Sign Recognition." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 2950-2954.
Oxford Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. 'Deep Learning Based Web Application for Hand Sign Recognition', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 2950-2954. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Deep_Learning_Based_Web_Application_for_Hand_Sign_Recognition_ijariie26835.pdf (Accessed : 10 June 2025).
Harvard Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. (2025) 'Deep Learning Based Web Application for Hand Sign Recognition', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 2950-2954IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Deep_Learning_Based_Web_Application_for_Hand_Sign_Recognition_ijariie26835.pdf (Accessed : 10 June 2025)
IEEE Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere, "Deep Learning Based Web Application for Hand Sign Recognition," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 2950-2954, May-Jun 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/Deep_Learning_Based_Web_Application_for_Hand_Sign_Recognition_ijariie26835.pdf [Accessed : 10 June 2025].
Turabian Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. "Deep Learning Based Web Application for Hand Sign Recognition." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 (10 June 2025).
Vancouver Mrs.Sonali Salunkhe, Dr.Dinesh Hanchate, and Dr.Sachin Bere. Deep Learning Based Web Application for Hand Sign Recognition. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 10 June 2025]; 11(3) : 2950-2954. Available from: http://ijariie.com/AdminUploadPdf/Deep_Learning_Based_Web_Application_for_Hand_Sign_Recognition_ijariie26835.pdf
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