Integration of optical flow and dynamic programming for stereo matching

被引:13
|
作者
Cai, J. [1 ]
机构
[1] Univ S Australia, Sch Math & Stat, Mawson Lakes, SA 5095, Australia
关键词
ENERGY-MINIMIZATION; PERFORMANCE; ALGORITHM;
D O I
10.1049/iet-ipr.2010.0070
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The authors present a novel approach to integrate the optical flow estimation into a block stereo matching algorithm using dynamic programming (DP). It is well known that reliable ground control points can significantly improve the performance of stereo matching, but false matches can also significantly degrade the performance of stereo matching. In order to extract as many reliable ground control points as possible, the authors use the Lucas-Kanade method in pyramids to estimate the optical flow of every pixel and use a bidirectional matching process to remove false matches. To further reduce the impact of false matches, a matching cost is assigned to each point to form a set of 'soft' ground control points. Experimental results show that the proposed algorithm, which uses 'soft' ground control points and DP, can achieve the performance close to the best performance of algorithms using DP.
引用
收藏
页码:205 / 212
页数:8
相关论文
共 50 条
  • [41] Evaluation of Stereo Matching Algorithms and Dynamic Programming for 3D Triangulation
    Huat, Teo Chee
    Manap, N. A.
    ADVANCED COMPUTER AND COMMUNICATION ENGINEERING TECHNOLOGY, 2015, 315 : 641 - 650
  • [42] STEREO CORRESPONDENCE BASED ON LINE MATCHING IN HOUGH SPACE USING DYNAMIC-PROGRAMMING
    LI, ZN
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1994, 24 (01): : 144 - 152
  • [43] Real-time stereo matching on CUDA using Fourier descriptors and dynamic programming
    Mohamed Hallek
    Fethi Smach
    Mohamed Atri
    Computational Visual Media, 2019, 5 : 59 - 71
  • [44] Real-time stereo matching on CUDA using Fourier descriptors and dynamic programming
    Hallek, Mohamed
    Smach, Fethi
    Atri, Mohamed
    COMPUTATIONAL VISUAL MEDIA, 2019, 5 (01) : 59 - 71
  • [45] Minimum spanning tree dynamic programming stereo-matching method based on superpixels
    Wang, Jingxue
    Xu, Zhenghui
    PHOTOGRAMMETRIC RECORD, 2023, 38 (181): : 63 - 80
  • [46] Real-time stereo matching on CUDA using Fourier descriptors and dynamic programming
    Mohamed Hallek
    Fethi Smach
    Mohamed Atri
    Computational Visual Media, 2019, 5 (01) : 59 - 71
  • [47] Fast stereo matching using reliability-based dynamic programming and consistency constraints
    Gong, ML
    Yang, YH
    NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, 2003, : 610 - 617
  • [48] A Convex Programming Approach for Color Stereo Matching
    Miled, Wided
    Pesquet-Popescu, Beatrice
    Pesquet, Jean-Christophe
    2008 IEEE 10TH WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING, VOLS 1 AND 2, 2008, : 326 - +
  • [49] Local Stereo Matching Based on Support Weight With Motion Flow for Dynamic Scene
    Yang, Jiachen
    Wang, Huanling
    Ding, Zhiyong
    Lv, Zhihan
    Wei, Wei
    Song, Houbing
    IEEE ACCESS, 2016, 4 : 4840 - 4847