DocumentCode
3150462
Title
GMM foreground segmentation processor based on address free pixel streams
Author
Yagi, Ryo ; Kajimoto, Tomohito ; Nishitani, Takao
Author_Institution
Tokyo Metropolitan Univ., Tokyo, Japan
fYear
2012
fDate
25-30 March 2012
Firstpage
1653
Lastpage
1656
Abstract
A compact implementation of a foreground segmentation processor in a multi-resolution transform domain has been proposed for HDTV signals. The proposed architecture is designed to simplify system controls by the hardware streaming and to reduce required memory capacities. It enables flowing pixels through all functional units in order, including multi-resolution spatial transform and temporal segmentation. The resultant architecture does not use memories except I/O buffers. Therefore, memory modules as well as complex address manipulation over the multiple global transforms and spatial/temporal interface is not required. The FPGA prototype chip dissipates 150 mW of power. This approach can be used for tablets and smart-phone by an ASIC implementation which will reduce the operation power to about 1/6.
Keywords
Gaussian processes; application specific integrated circuits; buffer storage; digital signal processing chips; field programmable gate arrays; high definition television; image resolution; image segmentation; power aware computing; transforms; video signal processing; video streaming; ASIC implementation; FPGA prototype chip; GMM foreground segmentation processor; Gaussian mixture model; HDTV signals; I/O buffers; address free pixel streams; hardware streaming; memory capacity reduction; multiresolution spatial transform; power reduction; smart phone; tablets; temporal segmentation; Field programmable gate arrays; HDTV; Memory management; Process control; Real time systems; Registers; Transforms; FPGA prototype; Gaussian Mixture Model; custom DSP processor; multi-resolution transform; streaming;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location
Kyoto
ISSN
1520-6149
Print_ISBN
978-1-4673-0045-2
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2012.6288213
Filename
6288213
Link To Document