ENSEMBLE TRANSFORMER ARCHITECTURE FOR EFFICIENT AND REAL TIME SIGN LANGUAGE TRANSLATION

  • Ghegade, Sumeet
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Publication date
January 2023
Publisher
SJSU ScholarWorks

Abstract

Sign language is a form of visual language that uses face expression and hand gestures to communicate thoughts and concepts. The term refers to multiple visual languages that share some common visual cues but differ in their grammar and syntax. Sign language translation (SLT) is a crucial step in closing the communication gap between hearing and hearingimpaired people. The study of SLT using machine learning has gotten a lot of interest during the last three years but despite progress, SLT research is still in its early phases. Most of the previous approaches first convert the signs to glosses and then convert the glosses into meaningful sentences. A gloss is a word connected to a sign or can also be called a label of a particular sign. The...

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