| FUNDAMENTAL AREAS OF PHENOMENOLOGY(INCLUDING APPLICATIONS) |
|
|
|
|
Computational Spectral Imaging Based on Compressive Sensing |
| Chao Wang1,2,3, Xue-Feng Liu3**, Wen-Kai Yu1, Xu-Ri Yao3, Fu Zheng3, Qian Dong3, Ruo-Ming Lan4, Zhi-Bin Sun3, Guang-Jie Zhai3, Qing Zhao1 |
1Center for Quantum Technology Research, School of Physics, Beijing Institute of Technology, Beijing 100081
2China Academy of Engineering Physics, Mianyang 621900
3Key Laboratory of Electronics and Information Technology for Space Systems, National Space Science Center, Chinese Academy of Sciences, Beijing 100190
4School of Physics and Electronics, Shandong Normal University, Jinan 250014
|
|
| Cite this article: |
|
Chao Wang, Xue-Feng Liu, Wen-Kai Yu et al 2017 Chin. Phys. Lett. 34 104203 |
|
|
|
|
Abstract Spectral imaging is an important tool for a wide variety of applications. We present a technique for spectral imaging using computational imaging pattern based on compressive sensing (CS). The spectral and spatial information is simultaneously obtained using a fiber spectrometer and the spatial light modulation without mechanical scanning. The method allows high-speed, stable, and sub sampling acquisition of spectral data from specimens. The relationship between sampling rate and image quality is discussed and two CS algorithms are compared.
|
|
|
Received: 09 August 2017
Published: 27 September 2017
|
|
| PACS: |
42.30.Wb
|
(Image reconstruction; tomography)
|
| |
42.30.Va
|
(Image forming and processing)
|
| |
42.62.Eh
|
(Metrological applications; optical frequency synthesizers for precision spectroscopy)
|
| |
42.79.Hp
|
(Optical processors, correlators, and modulators)
|
|
|
| Fund: Supported by the National Major Scientific Instruments Development Project of China under Grant No 2013YQ030595, the National Natural Science Foundation of China under Grant Nos 11675014, 61601442, 61605218, 61474123 and 61575207, the Science and Technology Innovation Foundation of Chinese Academy of Sciences under Grant No CXJJ-16S047, the National Defense Science and Technology Innovation Foundation of Chinese Academy of Sciences, the Program of International S&T Cooperation under Grant No 2016YFE0131500, and the Advance Research Project under Grant No 30102070101. |
|
|
|
| [1] | Studer V, Bobin J, Chahid M, Mousavi H S, Candes E and Dahan M 2012 Proc. Natl. Acad. Sci. USA 109 1679 | | [2] | Green R O, Eastwood M L, Sarture C M, Chrien T G, Aronsson M, Chippendale B J, Faust J A, Pavri B E, Chovit C J, Solis M, Olah M R and Williams O 1998 Remote Sens. Environ. 65 227 | | [3] | King M D, Kaufman Y J, Menzel W P and Tanre D 1992 IEEE Trans. Geosci. Remote Sens. 30 2 | | [4] | Poglitsch A, Waelkens C, Bauer O H, Cepa J, Feuchtgruber H, Henning T, Van Hoof C, Kerschbaum F, Krause O, Renotte E, Rodriguez L, Saraceno P and Vandenbussche B 2008 Proc. SPIE 7010 | | [5] | Nallala J, Gobinet C, Diebold M D, Untereiner V, Bouche O, Manfait M, Sockalingum G D and Piot O 2012 J. Biomed. Opt. 17 116013 | | [6] | Bar-Ilan Y and Yelin D 2014 Opt. Lett. 39 5177 | | [7] | Naik D N, Pedrini G, Takeda M and Osten W 2014 Opt. Lett. 39 1857 | | [8] | Zimmermann T, Rietdorf J and Pepperkok R 2003 FEBS Lett. 546 87 | | [9] | Giepmans B N, Adams S R, Ellisman M H and Tsien R Y 2006 Science 312 217 | | [10] | Deloye C J, Flake J C, Kittle D, Bosch E H, Rand R S and Brady D J 2013 Excursions in Harmonic Analysis (Boston: Birkhäuser) vol 1 p 151 | | [11] | Donoho D L 2006 IEEE Trans. Inf. Theory 52 1289 | | [12] | Candès E J and Wakin M B 2008 IEEE Signal Process. Mag. 25 21 | | [13] | Yue X L, Ma F and Dai Z F 2014 Chin. Phys. B 23 044301 | | [14] | Xue H B, Wang X J, Feng Y Y, Zhu C X, Ye X Y and Zhou Z Y 2009 Chin. Phys. B 18 03373 | | [15] | Duarte M F, Davenport M A, Takhar D, Laska J N, Sun T, Kelly K F and Baraniuk R G 2008 IEEE Signal Process. Mag. 25 83 | | [16] | Arguello H and Arce G 2010 Eur. Signal Process. Conf. (Aalborg Denmark 23–27 August 2010) p 1434 | | [17] | Arguello H and Arce G 2011 J. Opt. Soc. Am. A 28 2400 | | [18] | Arce G R, Brady D J, Carin L, Arguello H and Kittle D S 2014 IEEE Signal Process. Mag. 31 105 | | [19] | Fu C, Arguello H, Sadler B M and Arce G R 2015 J. Opt. Soc. Am. A 32 2178 | | [20] | August Y, Vachman C, Rivenson Y and Stern A 2013 Appl. Opt. 52 D46 | | [21] | Rivenson Y and Stern A 2009 IEEE Signal Process. Lett. 16 449 | | [22] | Yu W K, Liu X F, Yao X R, Wang C, Zhai G J and Zhao Q 2014 Phys. Lett. A 378 3406 | | [23] | Candès E J and Tao T 2006 IEEE Trans. Inf. Theory 52 5406 | | [24] | Qian L L, Lü Q B, Huang M and Xiang L B 2015 Chin. Phys. B 24 080703 | | [25] | Lu M H, Shen X and Han S S 2011 Acta Opt. Sin. 31 98 (in Chinese) | | [26] | Howland G A, Dixon P B and Howell J C 2011 Appl. Opt. 50 5917 | | [27] | Wang Z, Bovik A C, Sheikh H R and Simoncelli E P 2004 IEEE Trans. Image Process. 13 600 |
|
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
