Complete article Highlights: A combined algorithm based on shape and motion features of human activity. A single key pose is used for estimation of shape using edges. A single global key pose is extracted from video signal by exploiting local notion. The temporal motion feature is computed using RR-transform. Robustness of the algorithm is demonstrated on the varied dataset. Abstract: The aim of this paper is to present a novel …Read More