Title :
Scene and crowd behaviour analysis with local space-time descriptors
Author :
Bertini, Marco ; Bimbo, Alberto Del ; Seidenari, Lorenzo
Author_Institution :
Media Integration & Commun. Center, Univ. degli Studi di Firenze, Firenze, Italy
Abstract :
In this paper we propose a local space-time descriptor to be employed for behaviour analysis in video-surveillance applications. We show how this local video representation is able to extract scene semantics in both a supervised (behaviour recognition) and semi-supervised (anomaly detection) setup. Our approach yields state-of-the art performance on two publicly available datasets and is not computationally intensive.
Keywords :
image recognition; learning (artificial intelligence); unsupervised learning; video signal processing; video surveillance; anomaly detection; behaviour recognition; crowd behaviour analysis; local space-time descriptors; local video; scene analysis; scene semantic extraction; video surveillance application; Cameras; Detectors; Feature extraction; Histograms; Humans; Streaming media; Visualization; Anomaly detection; behaviour recognition; local descriptors; spatio-temporal descriptors;
Conference_Titel :
Communications Control and Signal Processing (ISCCSP), 2012 5th International Symposium on
Conference_Location :
Rome
Print_ISBN :
978-1-4673-0274-6
DOI :
10.1109/ISCCSP.2012.6217857