Title :
New approach to people density estimation based on video surveillance
Author :
Parzych, Marianna ; Chmielewska, Agata ; Marciniak, Tomasz ; Dabrowski, Adam
Author_Institution :
Div. of Signal Process. & Electron. Syst., Poznan Univ. of Technol., Poznan, Poland
Abstract :
This paper presents an algorithm for precise estimation of people density in indoor and outdoor areas. Automatic generation of so-called people density maps is based on video sequences acquired by surveillance systems. Our approach offers two types of estimation algorithms. The first one increments accumulation matrix when a person is detected in a given location. The second algorithm increments the second accumulation matrix only in the case of detecting a new person. Proposed methods were tested with the use of PETS 2009 database and our database of long-term video recordings. Finally, the results of visualization and determination of the “busy hours” are presented.
Keywords :
video recording; video surveillance; accumulation matrix; long-term video recordings; people density estimation; video sequences; video surveillance; Abstracts; Detectors; Estimation; Green products; Queueing analysis; Surveillance; Tracking; CCTV; behavior analysis; crowd analysis; density maps; marketing spaces analysis; people density estimation; people tracking;
Conference_Titel :
Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA), 2014
Print_ISBN :
978-8-3620-6518-9