Title :
Distributed activity recognition in camera networks via low-rank matrix recovery
Author :
Mosabbeb, Ehsan Adeli ; Raahemifar, Kaamran ; Fathy, Mahmood
Author_Institution :
Iran Univ. of Sci. & Technol., Tehran, Iran
Abstract :
Multi-view action recognition addresses many challenges like view-invariance and occlusion. But the huge amount of data makes it hard for use in real life applications. In this paper, we propose a distributed activity classification framework based on consensus matrix completion, where several smart cameras are observing the scene, each process their observations and come to an agreement about the activity class, through communication. We validate our approach using IXMAS dataset.
Keywords :
computer vision; image classification; image motion analysis; matrix algebra; object recognition; video surveillance; IXMAS dataset; camera network; consensus matrix completion; distributed activity classification; distributed activity recognition; low-rank matrix recovery; multiview action recognition; occlusion; smart camera; view-invariance;
Conference_Titel :
Distributed Smart Cameras (ICDSC), 2013 Seventh International Conference on
Conference_Location :
Palm Springs, CA
DOI :
10.1109/ICDSC.2013.6778241