Title :
Block-based belief propagation with in-place message updating for stereo vision
Author :
Tseng, Yu-Cheng ; Chang, Nelson Yen-Chung ; Chang, Tian-Sheuan
Author_Institution :
Dept. of Electron. Eng., Nat. Chiao-Tung Univ., Hsinchu
fDate :
Nov. 30 2008-Dec. 3 2008
Abstract :
The large message-memory size has been a major design issue in belief propagation for stereo matching methods. To reduce its size, we proposed an in-place message updating approach which stores new messages into expired ones. Thus, this approach only needs one message memory and a small temporary message memory. Further combining with block based belief propagation, the final architecture only needs 172 KB memory and can reduce internal memory size by 40% when compared with traditional ping-pong buffer approach.
Keywords :
belief networks; image matching; stereo image processing; block-based belief propagation; large message-memory size; ping-pong buffer; stereo matching; stereo vision; Belief propagation; Cameras; Computational complexity; Design engineering; Hardware; Intelligent robots; Layout; Robot vision systems; Stereo vision; Video coding;
Conference_Titel :
Circuits and Systems, 2008. APCCAS 2008. IEEE Asia Pacific Conference on
Conference_Location :
Macao
Print_ISBN :
978-1-4244-2341-5
Electronic_ISBN :
978-1-4244-2342-2
DOI :
10.1109/APCCAS.2008.4746173