Sign Verse

Sign-Verse is an AI-powered web application (currently under development) that bridges the communication gap between the hearing- and speech-impaired community and the general population by converting sign-language gestures into text and bilingual audio (English and Hindi). Built with deep-learning models and a modern, responsive interface, Sign-Verse makes communication more inclusive and accessible.

• Real-time gesture recognition

  Live camera feed classified frame-by-frame using a deep-learning model.
• Bilingual TTS

  Recognised text spoken back in English or Hindi for accessibility.
• Responsive UI

  Works on mobile browsers so it can be used anywhere.

Getting reliable gesture recognition across lighting conditions and low-end devices.

Model quantisation and inference-in-the-browser tradeoffs; designing UX for accessibility-first apps.