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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:IJSREM61478

Hands To Voice: Real Time Sign Language Translator

Stream/Area:

-

Subject:

-

Paper ID:

IJSREM61478

Volume:

10 |

4 |

April 2026

Pages:

Publication Frequency:

Monthly (12 issues per year)

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Not assigned

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

KAR

K. Annaji Rao

GLS

G. Lalitha Sravani

KIRK

K. Isaac Ratna Kanth

KS

K. Shashank

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Abstract

Hands to Voice is an AI-powered application that enables real-time translation of sign language gestures into audible speech and text, aiming to bridge the communication gap between hearing impaired individuals and the broader community. The system utilizes computer vision techniques with MediaPipe for accurate hand landmark detection, and a deep learning-based gesture classification model (CNN or LSTM) trained on sign language datasets such as ASL. Recognized gestures are mapped to corresponding words or phrases and converted into natural speech using Text-to-Speech (TTS) technology. A user-friendly interface, developed using Python frameworks like Streamlit, allows live webcam input for hands-free interaction with mobile optimization through TensorFlow Lite, the system has potential for real-world deployment in schools, hospitals and public spaces to foster inclusive communication.

KEYWORDS

Sign Language Gesture Recognition Deep Learning Computer Vision Text-to-Speech MediaPipe Accessibility Python CNN LSTM Real-time Translation

Cite This Article

K. Annaji Rao, G. Lalitha Sravani, K. Isaac Ratna Kanth, K. Shashank, "Hands To Voice: Real Time Sign Language Translator," International Journal of Scientific Research in Engineering and Management, vol. 10, no. 4, April 2026.

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Publication Date

4/26/2026

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Double-Blind Peer Review

Review Rounds: 2

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The authors declare no conflict of interest related to this research work.

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