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
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;
Conference_Titel :
Circuits and Systems (ISCAS), 2015 IEEE International Symposium on
Conference_Location :
Lisbon
DOI :
10.1109/ISCAS.2015.7169198