DocumentCode
1646657
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
fYear
2013
Firstpage
1
Lastpage
2
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Distributed Smart Cameras (ICDSC), 2013 Seventh International Conference on
Conference_Location
Palm Springs, CA
Type
conf
DOI
10.1109/ICDSC.2013.6778241
Filename
6778241
Link To Document