MPSN: Motion-aware Pseudo Siamese Network for Indoor Video Head Detection in Buildings. (arXiv:2110.03302v4 [cs.CV] UPDATED)

Head detection in the indoor video is an essential component of building
occupancy detection. While deep models have achieved remarkable progress in
general object detection, they are not satisfying enough in complex indoor
scenes. The indoor surveillance video often includes cluttered background
objects, among which heads have small scales and diverse poses. In this paper,
we propose Motion-aware Pseudo Siamese Network (MPSN), an end-to-end approach
that leverages head motion information to guide the deep model to extract
effective head features …

arxiv buildings cv detection head network video