DocumentCode :
688364
Title :
Parallel Foreground Object Detection on a Polymorphous Computer
Author :
Yi Zhang ; Tao Li ; Jungang Han
Author_Institution :
Sch. of Comput. Sci., Xi´An Univ. of Posts & Telecom, Xi´an, China
fYear :
2013
fDate :
13-15 Nov. 2013
Firstpage :
1784
Lastpage :
1789
Abstract :
Foreground object detection is an important area in computer vision research. It aims to detect, classify, and recognize object in video images. Real time video processing needs to deal with large amount of data. It is also computationally intensive. This paper presents the parallelization of foreground object detection algorithms on a polymorphous computer that is capable of data parallel, thread parallel and instruction parallel computation. A modified approach using background differentiation and image integration is adopted in this research and a parallel implementation is realized on the PAAG polymorphous array processor. The parallel implementation is able to perform effective real-time foreground object detection in fast video frames. Simulation results show that this approach is highly effective.
Keywords :
computer vision; image classification; multi-threading; object detection; object recognition; PAAG polymorphous array processor; background differentiation; computer vision research; data parallel computation; fast video frames; foreground object detection algorithms; image integration; instruction parallel computation; object classification; object recognition; parallel foreground object detection; parallel implementation; polymorphous computer; real time video processing; real-time foreground object detection; thread parallel computation; video images; Arrays; Eigenvalues and eigenfunctions; Equations; Mathematical model; Object detection; Parallel processing; Pipelines; Foreground object detection; computer vision; data parallelism; instruction level parallelism; parallel computation; polymorphous processor; thread level parallelism;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communications & 2013 IEEE International Conference on Embedded and Ubiquitous Computing (HPCC_EUC), 2013 IEEE 10th International Conference on
Conference_Location :
Zhangjiajie
Type :
conf
DOI :
10.1109/HPCC.and.EUC.2013.255
Filename :
6832137
Link To Document :
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