Sign language recognition plays a crucial role in bridging the communication gap between the hearing-impaired community and the rest of society. This project focuses on developing a robust system that can accurately recognize and interpret sign language gestures into corresponding text or speech, leveraging computer vision and machine learning techniques. By utilizing deep learning models, particularly convolutional neural networks (CNNs) for image classification and recurrent neural networks (RNNs) for sequential gesture recognition, the system aims to achieve real-time performance. The proposed system uses a camera to capture hand gestures and processes them to identify individual signs and dynamic sequences, handling variations in lighting, backgrounds, and individual signers. Our model is trained on a diverse dataset of sign language gestures to ensure its adaptability across different users and environments. The ultimate goal of the project is to create a reliable tool that enhances accessibility and fosters more inclusive communication for the deaf and hard-of-hearing communities.
-
International Journal of Trend in Scientific Research and Development - IJTSRD having
online ISSN 2456-6470. IJTSRD is a leading Open Access, Peer-Reviewed International
Journal which provides rapid publication of your research articles and aims to promote
the theory and practice along with knowledge sharing between researchers, developers,
engineers, students, and practitioners working in and around the world in many areas
like Sciences, Technology, Innovation, Engineering, Agriculture, Management and
many more and it is recommended by all Universities, review articles and short communications
in all subjects. IJTSRD running an International Journal who are proving quality
publication of peer reviewed and refereed international journals from diverse fields
that emphasizes new research, development and their applications. IJTSRD provides
an online access to exchange your research work, technical notes & surveying results
among professionals throughout the world in e-journals. IJTSRD is a fastest growing
and dynamic professional organization. The aim of this organization is to provide
access not only to world class research resources, but through its professionals
aim to bring in a significant transformation in the real of open access journals
and online publishing.