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International Journal for Research Trends and Innovation
International Peer Reviewed & Refereed Journals, Open Access Journal
ISSN Approved Journal No: 2456-3315 | Impact factor: 8.14 | ESTD Year: 2016
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Issue: March 2026
Volume 11 | Issue 3
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Impact Factor : 8.14
Issue per Year : 12
Volume Published : 11
Issue Published : 118
Article Submitted : 21664
Article Published : 8541
Total Authors : 22459
Total Reviewer : 811
Total Countries : 159
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| Paper Title: | Flex Lingo:BY USING Flex Sensors with Random Forest and BiLSTM |
| Authors Name: | Shekhar Dilip Nalage , Sumit Charandas Kilnake , Yash Thakare , Dhanajay Nikam |
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IJRTI_204577
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| Published Paper Id: | IJRTI2506053 |
| Published In: | Volume 10 Issue 6, June-2025 |
| DOI: | |
| Abstract: | Sign language is a primary mode of communication for many individuals with hearing and speech impairments. However, it is often not widely understood by the general population, creating barriers to effective communication. This research presents Flex Lingo, a wearable glove that uses flex sensors to capture hand movements, enabling real-time translation of sign language into spoken or written language. The primary objective of this research is to develop an affordable and efficient solution for sign language translation using Random Forest and BiLSTM (Bidirectional Long Short-Term Memory) machine learning algorithms. These models are trained to interpret hand gestures accurately. The system’s performance was evaluated based on gesture recognition accuracy and real-time processing speed. The research demonstrates the potential of wearable technology to bridge communication gaps and enhance inclusivity for individuals with hearing and speech impairments. The solution could be a game-changer in assistive technology, fostering better communication and social integration for those facing communication Challenges. |
| Keywords: | Random Forest,BILSTM |
| Cite Article: | "Flex Lingo:BY USING Flex Sensors with Random Forest and BiLSTM", International Journal for Research Trends and Innovation (www.ijrti.org), ISSN:2455-2631, Vol.10, Issue 6, page no.a471-a477, June-2025, Available :http://www.ijrti.org/papers/IJRTI2506053.pdf |
| Downloads: | 000483 |
| ISSN: |
2456-3315 | IMPACT FACTOR: 8.14 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.14 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: IJRTI2506053
Registration ID:204577
Published In: Volume 10 Issue 6, June-2025
DOI (Digital Object Identifier):
Page No: a471-a477 Country: PUNE, Maharastra, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijrti.org/viewpaperforall?paper=IJRTI2506053 Published Paper PDF: https://www.ijrti.org/papers/IJRTI2506053 |
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ISSN: 2456-3315
Impact Factor: 8.14 and ISSN APPROVED,
Journal Starting Year (ESTD) : 2016
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