Title :
VLSI implementation of belief-propagation-based stereo matching with linear-model message update
Author :
Shen-Fu Hsiao ; Jun-Ming Huang ; Po-Sheng Wu
Author_Institution :
Dept. of Comput. Sci. & Eng., Nat. Sun Yat-Sen Univ., Kaohsiung, Taiwan
Abstract :
This paper presents both parallel and sequential implementations of linear models for the computation of message update, a critical operation in belief propagation (BP)-based stereo matching that computes the depth information from two images captured at different positions. An improved parallel implementation of the message update is presented that can execute the forward and backward pass concurrently. We also present two versions of sequential designs to reduce area cost of message-update computation. Finally, a complete BP-based stereo matching processor is designed.
Keywords :
VLSI; belief networks; image matching; stereo image processing; BP-based stereo matching processor; VLSI implementation; backward pass; belief propagation-based stereo matching; depth information; forward pass; linear models; message-update computation; parallel implementation; sequential designs; Algorithm design and analysis; Belief propagation; Buffer storage; Complexity theory; Computational modeling; Delays; Hardware; belief propagation; depth map; disparity; stereo correspondence; stereo matching; stereo vision;
Conference_Titel :
Circuits and Systems (APCCAS), 2014 IEEE Asia Pacific Conference on
Conference_Location :
Ishigaki
DOI :
10.1109/APCCAS.2014.7032722