EFFICIENT HARDWARE ARCHITECTURE FOR LARGE DISPARITY RANGE STEREO MATCHING BASED ON BELIEF PROPAGATION

被引:7
|
作者
Wu, Sih-Sian [1 ]
Tsai, Chen-Han [1 ]
Chen, Bang-Gee [1 ]
机构
[1] Natl Taipei Univ, DSP IC Design Lab, New Taipei 23741, Taiwan
关键词
BP-M; tile-based BP; Hardware implementation; stereo matching; disparity estimation; ENERGY MINIMIZATION; TREE;
D O I
10.1109/SiPS.2016.49
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper introduces an efficient hardware architecture for the belief propagation(BP) algorithm especially for large disparity range stereo matching applications. BP is a popular global optimization algorithm for labelling problems which is hardware friendly. There are few researches focus on BP implementation in large disparity range stereo matching problems, since traditional belief propagation hardware implementations suffer from a server trade-off between hardware efficiency and short critical path while the disparity range is larger than 64. In this paper, we eliminate the redundancy of previous BP implementation and propose an efficient architecture without introducing any delay overhead which is more suitable for large disparity range cases. As a result, the hardware complexity is reduced from O(L-2) to O(Llog(2) L), where L is the disparity range. We use a time-area term to demonstrate the trade-off between various architectures, results show that the proposed one can reach 49.6% and 71.2% reduction compared to the state-of-the-art implementation[1] with disparity ranges 64 and 128 respectively.
引用
收藏
页码:236 / 241
页数:6
相关论文
共 50 条
  • [21] Disparity Refinement Based on Feature Classification and Local Propagation for Stereo Matching
    Zhao, Hanqing
    Wan, Yi
    INTERNATIONAL CONFERENCE ON COMPUTER VISION, APPLICATION, AND DESIGN (CVAD 2021), 2021, 12155
  • [22] SPARSE STEREO MATCHING USING BELIEF PROPAGATION
    Sarkis, Michel
    Diepold, Klaus
    2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 1780 - 1783
  • [23] BELIEF PROPAGATION ON RIEMANNIAN MANIFOLD FOR STEREO MATCHING
    Gu, Quanquan
    Zhou, Jie
    2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 1788 - 1791
  • [24] Iterative Disparity Voting Based Stereo Matching Algorithm and Its Hardware Implementation
    Hu, Zhi
    Fan, Yibo
    Zeng, Xiaoyang
    2015 20TH ASIA AND SOUTH PACIFIC DESIGN AUTOMATION CONFERENCE (ASP-DAC), 2015, : 196 - 201
  • [25] Real-time stereo matching based on fast belief propagation
    Xiang, Xueqin
    Zhang, Mingmin
    Li, Guangxia
    He, Yuyong
    Pan, Zhigeng
    MACHINE VISION AND APPLICATIONS, 2012, 23 (06) : 1219 - 1227
  • [26] Real-time stereo matching based on fast belief propagation
    Xueqin Xiang
    Mingmin Zhang
    Guangxia Li
    Yuyong He
    Zhigeng Pan
    Machine Vision and Applications, 2012, 23 : 1219 - 1227
  • [27] Stereo Matching with Pixel Classification and Reliable Disparity Propagation
    Wang, Weichen
    Goto, Satoshi
    2012 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS 2012), 2012, : 1891 - 1894
  • [28] Hardware-Efficient Belief Propagation
    Liang, Chia-Kai
    Cheng, Chao-Chung
    Lai, Yen-Chieh
    Chen, Liang-Gee
    Chen, Homer H.
    CVPR: 2009 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-4, 2009, : 80 - 87
  • [29] Hardware-Efficient Belief Propagation
    Liang, Chia-Kai
    Cheng, Chao-Chung
    Lai, Yen-Chieh
    Chen, Liang-Gee
    Chen, Homer H.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2011, 21 (05) : 525 - 537
  • [30] Stereo Matching with Semi-Limited Belief Propagation
    Luo, Chengzhi
    Lei, Jianjun
    Hu, Guanglong
    Fan, Kefeng
    Bu, Shupo
    2012 SIXTH INTERNATIONAL CONFERENCE ON GENETIC AND EVOLUTIONARY COMPUTING (ICGEC), 2012, : 1 - 4