Date of Publication :17th May 2024

Abstract:This paper presents a potential solution to break down communication barriers and promote inclusivity across various social and professional settings, bridging the disparity between individuals with and without hearing impairments. The "SL to Speech Conversion" and “Speech to SL Conversion” initiative strives to create a real time implementation that can translate Sign2Text & Text2Sign. The goal is to facilitate seamless two-way communication among the hearing impaired and those without. The system will leverage advanced technologies CNN and RNN to accurately recognize a diverse selection of gestures from SL inputs. Furthermore, NLP models facilitate seamless translation of text. A key aspect is the real-time function of the system, minimizing delays in the translation process to enable instantaneous communication between People proficient in ISL and individuals who use spoken language

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