VLSI architecture for MRF based stereo matching

被引:0
|
作者
Park, Sungchan [1 ]
Chen, Chao [1 ]
Jeong, Hong [1 ]
机构
[1] Pohang Univ Sci & Technol, Pohang 790784, Kyungbuk, South Korea
关键词
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
As a step towards real-time stereo on 2D markov random field (MRF), we will present fast belief propagation (FBP) VLSI architecture for stereo matching, which has a parallel, distributed and memory-efficient structure and lowest error rates among the real-time systems. FBP can reduce memory complexities by 17 times smaller than belief propagation (BP) and output 320x240 disparity image of 32 levels with 320 parallel processors on 2 Xilinx FPGAs at 30 frames/s. Multiple chips can be cascaded to increase computation speed due to its linear array architecture. Our structure is more adequate for high resolution and real-time applications like 3D video conference, multi-view coding and 3D modelling.
引用
收藏
页码:55 / +
页数:2
相关论文
共 50 条
  • [1] ERROR RESILIENT MRF MESSAGE PASSING ARCHITECTURE FOR STEREO MATCHING
    Choi, Jungwook
    Kim, Eric P.
    Rutenbar, Rob A.
    Shanbhag, Naresh R.
    [J]. 2013 IEEE WORKSHOP ON SIGNAL PROCESSING SYSTEMS (SIPS), 2013, : 348 - 353
  • [2] Architecture of a stereo matching VLSI processor based on hierarchically parallel memory access
    Hariyama, M
    Sasaki, H
    Kameyama, M
    [J]. 2004 47TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL II, CONFERENCE PROCEEDINGS, 2004, : 245 - 247
  • [3] Architecture of a stereo matching VLSI processor based on hierarchically parallel memory access
    Hariyama, M
    Sasaki, H
    Kameyama, M
    [J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2005, E88D (07): : 1486 - 1491
  • [4] Doubly-MRF stereo matching
    Cheng, L
    Caelli, T
    [J]. 2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PROCEEDINGS: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING SIGNAL, PROCESSING EDUCATION, 2003, : 685 - 688
  • [5] Depth-Reliability-Based Stereo-Matching Algorithm and Its VLSI Architecture Design
    Yang, Der-Wei
    Chu, Li-Chia
    Chen, Chun-Wei
    Wang, Jonas
    Shieh, Ming-Der
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2015, 25 (06) : 1038 - 1050
  • [6] Optimal parameter estimation for MRF stereo matching
    Gherardi, R
    Castellani, U
    Fusiello, A
    Murino, V
    [J]. IMAGE ANALYSIS AND PROCESSING - ICIAP 2005, PROCEEDINGS, 2005, 3617 : 818 - 825
  • [7] VLSI processor for reliable stereo matching based on window-parallel logic-in-memory architecture
    Hariyama, M
    Kameyama, M
    [J]. 2004 SYMPOSIUM ON VLSI CIRCUITS, DIGEST OF TECHNICAL PAPERS, 2004, : 166 - 169
  • [8] A homography transform based higher-order MRF model for stereo matching
    Yang, Menglong
    Liu, Yiguang
    You, Zhisheng
    Li, Xiaofeng
    Zhang, Yi
    [J]. PATTERN RECOGNITION LETTERS, 2014, 40 : 66 - 71
  • [9] Recursive computation-based stereo matching and its implementation in VLSI
    Miura, K
    Hariyama, M
    Kameyama, M
    [J]. ELECTRONICS AND COMMUNICATIONS IN JAPAN PART II-ELECTRONICS, 2004, 87 (12): : 19 - 27
  • [10] An architecture for stereo image matching
    Pissaloux, EE
    Le Coat, F
    Bouayed, H
    [J]. APCCAS 2002: ASIA-PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS, VOL 2, PROCEEDINGS, 2002, : 275 - 278