Biologically and psychophysically inspired adaptive support weights algorithm for stereo correspondence

被引:41
作者
Nalpantidis, Lazaros [1 ]
Gasteratos, Antonios [1 ]
机构
[1] Democritus Univ Thrace, Univ Campus, Prod & Management Engn Dept, Robot & Automat Lab, GR-67100 Xanthi, Greece
关键词
Stereo vision; Disparity map; Gestalt laws; Biologically inspired; VISION; MAPS; COMPUTATION;
D O I
10.1016/j.robot.2010.02.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a novel stereo correspondence algorithm is presented. It incorporates many biologically and psychologically inspired features to an adaptive weighted sum of absolute differences (SAD) framework in order to determine the correct depth of a scene. In addition to ideas already exploited, such as the color information utilization, gestalt laws of proximity and similarity, new ones have been adopted. The presented algorithm introduces the use of circular support regions, the gestalt law of continuity as well as the psychophysically-based logarithmic response law. All the aforementioned perceptual tools act complementarily inside a straightforward computational algorithm applicable to robotic applications. The results of the algorithm have been evaluated and compared to those of similar algorithms. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:457 / 464
页数:8
相关论文
共 33 条
[21]   Using real-time stereo vision for mobile robot navigation [J].
Murray, D ;
Little, JJ .
AUTONOMOUS ROBOTS, 2000, 8 (02) :161-171
[22]  
Murray D, 1997, IEEE INT CONF ROBOT, P1694, DOI 10.1109/ROBOT.1997.614387
[23]  
Petrou M, 2008, ARTECH HSE BIOINF BI, P1
[24]   Logarithmic adaptive neighborhood image processing (LANIP): Introduction, connections to human brightness perception, and application issues [J].
Pinoli, J.-C. ;
Debayle, J. .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2007,
[25]   Detailed real-time urban 3D reconstruction from video [J].
Pollefeys, M. ;
Nister, D. ;
Frahm, J. -M. ;
Akbarzadeh, A. ;
Mordohai, P. ;
Clipp, B. ;
Engels, C. ;
Gallup, D. ;
Kim, S. -J. ;
Merrell, P. ;
Salmi, C. ;
Sinha, S. ;
Talton, B. ;
Wang, L. ;
Yang, Q. ;
Stewenius, H. ;
Yang, R. ;
Welch, G. ;
Towles, H. .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2008, 78 (2-3) :143-167
[26]   A taxonomy and evaluation of dense two-frame stereo correspondence algorithms [J].
Scharstein, D ;
Szeliski, R .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2002, 47 (1-3) :7-42
[27]  
Scharstein D, 2003, PROC CVPR IEEE, P195
[28]   Binocular robot vision emulating disparity computation in the primary visual cortex [J].
Shimonomura, Kazuhiro ;
Kushima, Takayuki ;
Yagi, Tetsuya .
NEURAL NETWORKS, 2008, 21 (2-3) :331-340
[29]   Autonomous vision-based robotic exploration and mapping using hybrid maps and particle filters [J].
Sim, Robert ;
Little, James J. .
IMAGE AND VISION COMPUTING, 2009, 27 (1-2) :167-177
[30]   Nonlinear extension of single-walled carbon nanotubes analyzed by a continuum model based on a higher-order cauchy-born rule [J].
Wang, JinBao ;
Guo, Xu ;
Zhang, HongWu .
JOURNAL OF COMPUTATIONAL AND THEORETICAL NANOSCIENCE, 2006, 3 (05) :798-802