Copyright © 2025 Authors retain the copyright of this article. This article is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
@article{154130, author = {Sakshi Mankar and Kanishka Mohapatra and Ashwin Avate and Mansi Talavadekar and Surendra Sutar}, title = {Realtime Hand Gesture Recognition using LSTM model and Conversion into Speech}, journal = {International Journal of Innovative Research in Technology}, year = {}, volume = {8}, number = {10}, pages = {120-124}, issn = {2349-6002}, url = {https://ijirt.org/article?manuscript=154130}, abstract = {People require communication to communicate with each other. “Specially abled peopleâ€, those who have speech or hearing disorder, “Mute†and “Deaf†people respectively, are always dependent on some sort of visual communication. People without visual and hearing disabilities sometimes face difficulties and cannot communicate with specially abled people due to lack of sign language education. Sign language is well received among them and they use it to express themselves. To achieve two-way communication between specially abled people and the general public there is a need to build a system that can interpret the gestures into text and speech. A vision-based technology of hand gesture recognition is an important part of human-computer interaction. Technology like gesture recognition can help us build a framework that can interpret sign language/gesture into text and speech. Gestures by hand which can represent a notion using unique shapes and finger position have a scope for human machine interaction. The major steps involved in designing the system are: tracking, segmentation, gesture acquisition, feature extraction, gesture recognition and conversion into speech.}, keywords = {Gestures, LSTM neural network, ReLU activation function, sign-language, tensorflow.}, month = {}, }
Cite This Article
Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.
Join NowNational Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024
Submit inquiry