A review of log-polar imaging for visual perception in robotics

被引:116
作者
Traver, V. Javier [1 ,2 ]
Bernardino, Alexandre [3 ]
机构
[1] Univ Jaume 1, Comp Languages & Syst Dept, Castellon de La Plana, Spain
[2] Univ Jaume 1, INIT, Castellon de La Plana, Spain
[3] Inst Super Tecn, Inst Sistemas & Robot, Lisbon, Portugal
关键词
Foveal imaging; Log-polar mapping; Real-time robotics; Active vision; REAL-TIME TRACKING; ACTIVE VISION; FEATURE-EXTRACTION; MOTION ESTIMATION; OBJECT DETECTION; USER INTERFACES; OPTICAL-FLOW; SCAN-PATH; TO-IMPACT; SPACE;
D O I
10.1016/j.robot.2009.10.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Log-polar imaging consists of a type of methods that represent visual information with a space-variant resolution inspired by the visual system of mammals. It has been studied for about three decades and has surpassed conventional approaches in robotics applications, mainly the ones where real-time constraints make it necessary to utilize resource-economic image representations and processing methodologies. This paper surveys the application of log-polar imaging in robotic vision, particularly in visual attention, target tracking, egomotion estimation, and 3D perception. The concise yet comprehensive review offered in this paper is intended to provide novel and experienced roboticists with a quick and gentle overview of log-polar vision and to motivate vision researchers to investigate the many open problems that still need solving. To help readers identify promising research directions, a possible research agenda is outlined. Finally, since log-polar vision is not restricted to robotics, a couple of other areas of application are discussed. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:378 / 398
页数:21
相关论文
共 248 条
[1]  
Ahrns I, 1998, INT C PATT RECOG, P310, DOI 10.1109/ICPR.1998.711143
[2]  
AHRNS I, 1998, P ART INT, P119
[3]  
AHRNS I, 1999, P IEEE COMP VIS PATT
[4]  
Ahrns I., 1998, P ART INT, P89
[5]  
Aloimonos J., 1987, International Journal of Computer Vision, V1, P333, DOI 10.1007/BF00133571
[6]   Attentional processes link perception and action [J].
Anderson, SJ ;
Yamagishi, N ;
Karavia, V .
PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2002, 269 (1497) :1225-1232
[7]  
[Anonymous], COMPUTING S
[8]  
[Anonymous], ROBOTS BIOL SYSTEMS
[9]  
[Anonymous], 2002, The Scientist and Engineer's Guide To Digital Signal Processing
[10]  
Araujo H., 1996, P 2 WORKSHOP CYBERNE, P139, DOI [10.1109/CYBVIS.1996.629454, DOI 10.1109/CYBVIS.1996.629454]