Snapshot spatial-temporal compressive imaging

被引:53
作者
Qiao, Mu [1 ]
Liu, Xuan [1 ]
Yuan, Xin [2 ]
机构
[1] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ 07102 USA
[2] Nokia Bell Labs, 600 Mt Ave, Murray Hill, NJ 07974 USA
关键词
VIDEO;
D O I
10.1364/OL.386238
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We build a compressive imaging system that can reconstruct high-speed videos of two fields-of-view by capturing a single frame. A single digital micromirror device is employed to implement high-speed modulation simultaneously on both scenes in a manner that does not compromise spatial resolution. We utilize deep denoising priors in the plug-and-play framework for efficient reconstruction. Two spatial-temporal data cubes, each with the size 650 x 650 x 20, are reconstructed from a single two-dimensional spatial measurement. (C) 2020 Optical Society of America
引用
收藏
页码:1659 / 1662
页数:4
相关论文
共 21 条
[1]  
[Anonymous], FOUND TRENDS MACH LE
[2]   Robust uncertainty principles:: Exact signal reconstruction from highly incomplete frequency information [J].
Candès, EJ ;
Romberg, J ;
Tao, T .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (02) :489-509
[3]   Plug-and-Play ADMM for Image Restoration: Fixed-Point Convergence and Applications [J].
Chan, Stanley H. ;
Wang, Xiran ;
Elgendy, Omar A. .
IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2017, 3 (01) :84-98
[4]   Compressed sensing [J].
Donoho, DL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (04) :1289-1306
[5]  
Hitomi Y, 2011, IEEE I CONF COMP VIS, P287, DOI 10.1109/ICCV.2011.6126254
[6]   Snapshot Compressed Sensing: Performance Bounds and Algorithms [J].
Jalali, Shirin ;
Yuan, Xin .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2019, 65 (12) :8005-8024
[7]   Efficient Space-Time Sampling with Pixel-Wise Coded Exposure for High-Speed Imaging [J].
Liu, Dengyu ;
Gu, Jinwei ;
Hitomi, Yasunobu ;
Gupta, Mohit ;
Mitsunaga, Tomoo ;
Nayar, Shree K. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2014, 36 (02) :248-260
[8]   Rank Minimization for Snapshot Compressive Imaging [J].
Liu, Yang ;
Yuan, Xin ;
Suo, Jinli ;
Brady, David J. ;
Dai, Qionghai .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2019, 41 (12) :2990-3006
[9]   Coded aperture compressive temporal imaging [J].
Llull, Patrick ;
Liao, Xuejun ;
Yuan, Xin ;
Yang, Jianbo ;
Kittle, David ;
Carin, Lawrence ;
Sapiro, Guillermo ;
Brady, David J. .
OPTICS EXPRESS, 2013, 21 (09) :10526-10545
[10]   Compressive high-speed stereo imaging [J].
Sun, Yangyang ;
Yuan, Xin ;
Pang, Shuo .
OPTICS EXPRESS, 2017, 25 (15) :18182-18190