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 50 条
  • [21] Reliable computation in noisy backgrounds using real-time neuromorphic hardware
    Wang, Hsi-Ping
    Chicca, Elisabetta
    Indiveri, Giacomo
    Sejnowski, Terrence J.
    2007 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE, 2007, : 71 - +
  • [22] A Real-time 3D Disparity-map Acquisition Hardware Architecture for a Multi-sliding-window-operation
    Kim, Jong Hak
    Park, Chan Oh
    Kim, Jueng Hun
    Cho, Jun Dong
    SPA 2011: SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, AND APPLICATIONS CONFERENCE PROCEEDINGS, 2011, : 39 - 42
  • [23] Real-time parallel computation of disparity and optical flow using phase difference
    Valentinotti, F
    DiCaro, G
    Crespi, B
    MACHINE VISION AND APPLICATIONS, 1996, 9 (03) : 87 - 96
  • [24] Real-time disparity map extraction in a dual head stereo vision system
    Calin, G.
    Roda, V. O.
    LATIN AMERICAN APPLIED RESEARCH, 2007, 37 (01) : 21 - 24
  • [25] Real-Time Disparity Map-Based Pictorial Depth Cue Enhancement
    Rossing, Christoph
    Hanika, Johannes
    Lensch, Hendrik
    COMPUTER GRAPHICS FORUM, 2012, 31 (02) : 275 - 284
  • [26] Fuzzy ART based approach for real-time map building
    Araújo, R
    de Almeida, AT
    1998 5TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL - PROCEEDINGS: AMC '98 - COIMBRA, 1998, : 623 - 628
  • [27] Trinocular Adaptive Window Size Disparity Estimation Algorithm and Its Real-Time Hardware
    Akin, Abdulkadir
    Capoccia, Raffaele
    Narinx, Jonathan
    Baz, Ipek
    Schmid, Alexandre
    Leblebici, Yusuf
    2015 International symposium on VLSI Design, Automation and Test (VLSI-DAT), 2015,
  • [28] A Hardware-Efficient Algorithm for Real-Time Computation of Zadoff–Chu Sequences
    Mohammad M. Mansour
    Journal of Signal Processing Systems, 2013, 70 : 209 - 218
  • [29] Design of a hardware accelerator for real-time moment computation: A wavefront array approach
    Hung, DL
    Cheng, HD
    Sengkhamyong, S
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1999, 46 (01) : 207 - 218
  • [30] Hardware Architecture for Real-Time Computation of Image Component Feature Descriptors on a FPGA
    Malik, Abdul Waheed
    Thornberg, Benny
    Imran, Muhammad
    Lawal, Najeem
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2014,