Objectives: The Recent COVID 19 Pandemic has capped the efficacy of mostly used existing touch-based fingerprint detection. Hence, main objective this study is to develop a lightweight, robust and efficient touchless identification model. To cope up with environment demands, an emphasis made on improvement in local conditions, feature modalities as well learning environment. Methods: Considerin...