INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016
open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15
The proposed research aimed to develop a silent speech recognition system that enables people with speech or hearing impairments to communicate by understanding spoken words based on video lips. The system first detects the face and mouth using high-speed object detection technology, then detects visual features such as lip shape and wrinkles. A machine learning classifier trained on videos where lip movements match spoken words then predicts the most likely word based on the extracted features. Promisingly, it has limitations. Due to personal facial features and speech styles, the system may not work well for everyone. Current versions only recognize a limited vocabulary. Background noise, lighting, and head orientation also affect accuracy. Researchers are actively working on improvements. We are exploring techniques to make the system work for more people and to withstand environmental changes. Deep learning models are being explored to process larger vocabularies and capture details. Additionally, it is considered to combine visual information with audio (if available) to achieve even greater accuracy. This technology can transform communication for people with speech or hearing difficulties. It can also enable silent human-computer communication and has applications in education, language learning, and entertainment.
"Silent speech Interpretation using AI", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.9, Issue 4, page no.253 - 255, April-2024, Available :http://www.ijsdr.org/papers/IJSDR2404037.pdf
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Publication Details:
Published Paper ID: IJSDR2404037
Registration ID:210698
Published In: Volume 9 Issue 4, April-2024
DOI (Digital Object Identifier):
Page No: 253 - 255
Publisher: IJSDR | www.ijsdr.org
ISSN Number: 2455-2631
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