RGB-D sensing based human action and interaction analysis: a survey

•A thorough overview of human action and interaction recognition using RGB-D sensors is presented.•A comprehensive analysis of both hand-crafted and deep learning based methods is conducted.•The challenges of human activity recognition using RGB-D data and existing solutions are discussed.