DocumentCode
727292
Title
Memory efficient architecture for belief propagation based disparity estimation
Author
Sih-Sian Wu ; Hong-Hui Chen ; Chen-Han Tsai ; Liang-Gee Chen
Author_Institution
DSP/IC Design Lab., Nat. Taiwan Univ., Taipei, Taiwan
fYear
2015
fDate
24-27 May 2015
Firstpage
2521
Lastpage
2524
Abstract
This paper introduces a memory efficient architecture for belief propagation based disparity estimation. To find the bottleneck of the memory, a lifetime analysis of the exchanged message is presented. The analysis leads to architecture which can take advantage of the data characteristics resulting in memory reduction, computing resource and memory access. In the experimental result, the proposed architecture gains 20% speed up in software simulation compared to non-optimized counterpart. In hardware implementation, more than 42% area is reduced by this architecture design without affecting the performance. With further design effort 61.8% area reduction is achieved.
Keywords
estimation theory; memory architecture; belief propagation based disparity estimation; computing resource; data characteristics; exchanged message; lifetime analysis; memory access; memory efficient architecture; memory reduction; Estimation; Logic gates; Memory architecture; Memory management; Software; System-on-chip; BP-M; disparity estimation; memory efficient; stereo matching; tile-based BP;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location
Lisbon
Type
conf
DOI
10.1109/ISCAS.2015.7169198
Filename
7169198
Link To Document