A real-time large disparity range stereo-system using FPGAs

被引:0
|
作者
Masrani, DK [1 ]
MacLean, WJ [1 ]
机构
[1] Univ Toronto, Dept Elect & Comp Engn, Toronto, ON, Canada
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we discuss the design and implementation of a Field-Programmable Gate Array (FPGA) based stereo depth measurement system that is capable of handling a very large disparity range. The system performs rectification of the input video stream and a left-right consistency check to improve the accuracy of the results and generates subpixel disparities at 30 frames/second on 480 x 640 images. The system is based on the Local Weighted Phase-Correlation algorithm [9] which estimates disparity using a multi-scale and multi-orientation approach. Though FPGAs are ideal devices to exploit the inherent parallelism in many computer vision algorithms, they have a finite resource capacity which poses a challenge when adapting a system to deal with large image sizes or disparity ranges. In this work, we take advantage of the temporal information available in a video sequence to design a novel architecture for the correlation unit to achieve correlation over a large range while keeping the resource utilisation very low as compared to a naive approach of designing a correlation unit in hardware.
引用
收藏
页码:42 / 51
页数:10
相关论文
共 50 条
  • [1] Real-Time Registration of Video with Ultrasound using Stereo Disparity
    Wang, Jihang
    Horvath, Samantha
    Stetten, George
    Siegel, Mel
    Galeotti, John
    [J]. MEDICAL IMAGING 2012: IMAGE-GUIDED PROCEDURES, ROBOTIC INTERVENTIONS, AND MODELING, 2012, 8316
  • [2] Design of three-dimensional real-time disparity system using stereo images
    Kang, B
    Woo, K
    Hong, C
    Hong, D
    Yang, H
    [J]. CURRENT APPLIED PHYSICS, 2004, 4 (01) : 31 - 36
  • [3] Predicting disparity windows for real-time stereo
    Mulligan, J
    Daniilidis, K
    [J]. COMPUTER VISION - ECCV 2000, PT I, PROCEEDINGS, 2000, 1842 : 220 - 235
  • [4] Real-time edge detection and range finding using FPGAs
    Khan, Tariq M.
    Bailey, D. G.
    Khan, Mohammad A. U.
    Kong, Yinan
    [J]. OPTIK, 2015, 126 (17): : 1545 - 1550
  • [5] Real-time object segmentation using disparity map of stereo matching
    Han, Dongil
    Lee, Byoungmoo
    Cho, Jae Il
    Hwang, Dae-Hwan
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2008, 205 (02) : 770 - 777
  • [6] Real-time disparity estimation using foreground segmentation for stereo sequences
    Kim, Hansung
    Min, Dong Bo
    Choi, Shinwoo
    Sohn, Kwanghoon
    [J]. OPTICAL ENGINEERING, 2006, 45 (03)
  • [7] Real-time stereo using foreground segmentation and hierarchical disparity estimation
    Kim, H
    Min, DB
    Sohn, K
    [J]. ADVANCES IN MULTIMEDIA INFORMATION PROCESSING - PCM 2005, PT 1, 2005, 3767 : 384 - 395
  • [8] Real-Time Range Image Preprocessing on FPGAs
    Schmid, Moritz
    Blocherer, Markus
    Hannig, Frank
    Teich, Juergen
    [J]. 2013 INTERNATIONAL CONFERENCE ON RECONFIGURABLE COMPUTING AND FPGAS (RECONFIG), 2013,
  • [9] Real-time disparity map extraction in a dual head stereo vision system
    Calin, G.
    Roda, V. O.
    [J]. LATIN AMERICAN APPLIED RESEARCH, 2007, 37 (01) : 21 - 24
  • [10] Real-time stereopsis using FPGAs
    Corke, P
    Dunn, P
    [J]. IEEE TENCON'97 - IEEE REGIONAL 10 ANNUAL CONFERENCE, PROCEEDINGS, VOLS 1 AND 2: SPEECH AND IMAGE TECHNOLOGIES FOR COMPUTING AND TELECOMMUNICATIONS, 1997, : 235 - 238