Real-Time Language Translator with Sign Language Recognition: A Multi-Modal Approach


Authors : Vasu Kapil; Dheeraj; Ritik Chauhan; Amardeep Singh

Volume/Issue : Volume 10 - 2025, Issue 2 - February


Google Scholar : https://tinyurl.com/47wp29yb

Scribd : https://tinyurl.com/ms3s4bpm

DOI : https://doi.org/10.5281/zenodo.14921228


Abstract : This research explores the development of a real-time language translation system integrating speech recognition, text-based translation, and sign language recognition. The system employs Google Translate API for multilingual translation, MediaPipe Hands for sign language recognition, and SpeechRecognition for real-time voice input. The study aims to bridge communication gaps between spoken, written, and signed languages. The paper presents implementation details, experimental results, and future scope for improvement. Findings indicate promising accuracy in sign recognition and speech translation, highlighting the potential for real-world application in accessibility and communication enhancement.

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This research explores the development of a real-time language translation system integrating speech recognition, text-based translation, and sign language recognition. The system employs Google Translate API for multilingual translation, MediaPipe Hands for sign language recognition, and SpeechRecognition for real-time voice input. The study aims to bridge communication gaps between spoken, written, and signed languages. The paper presents implementation details, experimental results, and future scope for improvement. Findings indicate promising accuracy in sign recognition and speech translation, highlighting the potential for real-world application in accessibility and communication enhancement.

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