A real-time fuzzy hardware structure for disparity map computation

被引:13
作者
Georgoulas, Christos [1 ]
Andreadis, Ioannis [1 ]
机构
[1] Democritus Univ Thrace, Elect Lab, Dept Elect & Comp Engn, GR-67100 Xanthi, Greece
关键词
FPGA-hardware implementation; Fuzzy systems; Real-time imaging; Disparity maps; Color image processing; DENSE FEATURES; STEREO VISION;
D O I
10.1007/s11554-010-0157-6
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Stereo images acquired by a stereo camera setup provide depth estimation of a scene. Numerous machine vision applications deal with retrieval of 3D information. Disparity map recovery from a stereo image pair involves computationally complex algorithms. Previous methods of disparity map computation are mainly restricted to software-based techniques on general-purpose architectures, presenting relatively high execution time. In this paper, a new hardware-implemented real-time disparity map computation module is realized. This enables a hardware-based fuzzy inference system parallel-pipelined design, for the overall module, implemented on a single FPGA device with a typical operating frequency of 138 MHz. This provides accurate disparity map computation at a rate of nearly 440 frames per second, given a stereo image pair with a disparity range of 80 pixels and 640 x 480 pixels spatial resolution. The proposed method allows a fast disparity map computational module to be built, enabling a suitable module for real-time stereo vision applications.
引用
收藏
页码:257 / 273
页数:17
相关论文
共 30 条
  • [1] Flexible Hardware-Based Stereo Matching
    Ambrosch, Kristian
    Kubinger, Wilfried
    Humenberger, Martin
    Steininger, Andreas
    [J]. EURASIP JOURNAL ON EMBEDDED SYSTEMS, 2008, (01)
  • [2] DISPARITY ANALYSIS OF IMAGES
    BARNARD, ST
    THOMPSON, WB
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1980, 2 (04) : 333 - 340
  • [3] Baumberg A, 2000, PROC CVPR IEEE, P774, DOI 10.1109/CVPR.2000.855899
  • [4] GOLD: A parallel real-time stereo vision system for generic obstacle and lane detection
    Bertozzi, M
    Broggi, A
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1998, 7 (01) : 62 - 81
  • [5] Reconfigurable hardware implementation of a phase-correlation stereoalgorithm
    Darabiha, A
    MacLean, WJ
    Rose, J
    [J]. MACHINE VISION AND APPLICATIONS, 2006, 17 (02) : 116 - 132
  • [6] Darabiha A, 2003, PROC CVPR IEEE, P203
  • [7] Consequences of the digitization on the performance of a fuzzy logic controller
    del Campo, I
    Tarela, JM
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (01) : 85 - 92
  • [8] FPGA implementation of a nonlinear two dimensional fuzzy filter
    Delva, JGR
    Reza, AM
    Turney, RD
    [J]. ICASSP '99: 1999 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, PROCEEDINGS VOLS I-VI, 1999, : 2143 - 2146
  • [9] A fast area-based stereo matching algorithm
    Di Stefano, L
    Marchionni, M
    Mattoccia, S
    [J]. IMAGE AND VISION COMPUTING, 2004, 22 (12) : 983 - 1005
  • [10] FPGA-based real-time optical-flow system
    Díaz, J
    Ros, E
    Pelayo, F
    Ortigosa, EM
    Mota, S
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2006, 16 (02) : 274 - 279