Agile Depth Sensing Using Triangulation Light Curtains

被引:13
作者
Bartels, Joseph R. [1 ]
Wang, Jian [1 ,2 ]
Whittaker, William [1 ]
Narasimhan, Srinivasa G. [1 ]
机构
[1] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
[2] Snap Res, New York, NY USA
来源
2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019) | 2019年
基金
美国国家科学基金会;
关键词
SENSOR;
D O I
10.1109/ICCV.2019.00799
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Depth sensors like LIDARs and Kinect use a fixed depth acquisition strategy that is independent of the scene of interest. Due to the low spatial and temporal resolution of these sensors, this strategy can undersample parts of the scene that are important (small or fast moving objects), or over-sample areas that are not informative for the task at hand (a fixed planar wall). In this paper, we present an approach and system to dynamically and adaptively sample the depths of a scene using the principle of triangulation light curtains. The approach directly detects the presence or absence of objects at specified 3D lines. These 3D lines can be sampled sparsely, non-uniformly, or densely only at specified regions. The depth sampling can be varied in real-time, enabling quick object discovery or detailed exploration of areas of interest. These results are achieved using a novel prototype light curtain system that is based on a 2D rolling shutter camera with higher light efficiency, working range, and faster adaptation than previous work, making it useful broadly for autonomous navigation and exploration.
引用
收藏
页码:7899 / 7907
页数:9
相关论文
共 22 条
[1]   Epipolar Time-of-Flight Imaging [J].
Achar, Supreeth ;
Bartels, Joseph R. ;
Whittaker, William L. ' ReD' ;
Kutulakos, Kiriakos N. ;
Narasimhan, Srinivasa G. .
ACM TRANSACTIONS ON GRAPHICS, 2017, 36 (04)
[2]   A low noise, laser-gated imaging system for long range target identification [J].
Baker, I ;
Duncan, S ;
Copley, J .
INFRARED TECHNOLOGY AND APPLICATIONS XXX, 2004, 5406 :133-144
[3]  
Barry AJ, 2015, IEEE INT CONF ROBOT, P3046, DOI 10.1109/ICRA.2015.7139617
[4]   Depth Camera Based Indoor Mobile Robot Localization and Navigation [J].
Biswas, Joydeep ;
Veloso, Manuela .
2012 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2012, :1697-1702
[5]  
Choi J, 2013, IEEE INT C INTELL TR, P881, DOI 10.1109/ITSC.2013.6728343
[6]  
De Luca A, 2012, P IEEE RAS-EMBS INT, P288, DOI 10.1109/BioRob.2012.6290917
[7]   Path Planning for Autonomous Vehicles in Unknown Semi-structured Environments [J].
Dolgov, Dmitri ;
Thrun, Sebastian ;
Montemerlo, Michael ;
Diebel, James .
INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2010, 29 (05) :485-501
[8]  
Flannery B. P., 2007, NUMERICAL RECIPES C, V3
[9]   Active Gated Imaging for Automotive Safety Applications [J].
Grauer, Yoav ;
Sonn, Ezri .
VIDEO SURVEILLANCE AND TRANSPORTATION IMAGING APPLICATIONS 2015, 2015, 9407
[10]   Structured Light In Sunlight [J].
Gupta, Mohit ;
Yin, Qi ;
Nayar, Shree K. .
2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, :545-552