Compressive high-speed stereo imaging

被引:57
作者
Sun, Yangyang [1 ]
Yuan, Xin [2 ]
Pang, Shuo [1 ]
机构
[1] Univ Cent Florida, Coll Opt & Photon CREOL, 4304 Scorpius St, Orlando, FL 32816 USA
[2] Nokia Bell Labs, 600 Mt Ave, Murray Hill, NJ 07974 USA
关键词
VIDEO; MINIMIZATION; ALGORITHMS;
D O I
10.1364/OE.25.018182
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A compressive high-speed stereo imaging system is reported. The system is capable of reconstructing 3D videos at a frame rate 10 times higher than the sampling rate of the imaging sensors. An asymmetric configuration of stereo imaging system has been implemented by including a high-speed spatial modulator in one of the binocular views, and leaving the other view unchanged. We have developed a two-step reconstruction algorithm to recover the irradiance and depth information of the high-speed scene. The experimental results have demonstrated high-speed video reconstruction at 800fps from 80fps measurements. The reported compressive stereo imaging method does not require active illumination, offering a robust yet inexpensive solution to high-speed 3D imaging. (C) 2017 Optical Society of America
引用
收藏
页码:18182 / 18190
页数:9
相关论文
共 28 条
[1]   A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration [J].
Bioucas-Dias, Jose M. ;
Figueiredo, Mario A. T. .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (12) :2992-3004
[2]   The Light Field Camera: Extended Depth of Field, Aliasing, and Superresolution [J].
Bishop, Tom E. ;
Favaro, Paolo .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2012, 34 (05) :972-986
[3]   An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision [J].
Boykov, Y ;
Kolmogorov, V .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (09) :1124-1137
[4]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[5]   Lock-in Time-of-Flight (ToF) Cameras: A Survey [J].
Foix, Sergi ;
Alenya, Guillem ;
Torras, Carme .
IEEE SENSORS JOURNAL, 2011, 11 (09) :1917-1926
[6]  
Gamboa F, 1997, ANN STAT, V25, P328
[7]   Accurate and efficient stereo processing by semi-global matching and mutual information [J].
Hirschmüller, H .
2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2005, :807-814
[8]  
Hitomi Y, 2011, IEEE I CONF COMP VIS, P287, DOI 10.1109/ICCV.2011.6126254
[9]   What energy functions can be minimized via graph cuts? [J].
Kolmogorov, V ;
Zabih, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (02) :147-159
[10]  
Kolmogorov V, 2001, EIGHTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOL II, PROCEEDINGS, P508, DOI 10.1109/ICCV.2001.937668