{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,22]],"date-time":"2026-06-22T19:12:46Z","timestamp":1782155566498,"version":"3.54.5"},"reference-count":98,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2019,2,11]],"date-time":"2019-02-11T00:00:00Z","timestamp":1549843200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61675016"],"award-info":[{"award-number":["61675016"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100004826","name":"Natural Science Foundation of Beijing Municipality","doi-asserted-by":"publisher","award":["4172039"],"award-info":[{"award-number":["4172039"]}],"id":[{"id":"10.13039\/501100004826","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Whereas modern digital cameras use a pixelated detector array to capture images, single-pixel imaging reconstructs images by sampling a scene with a series of masks and associating the knowledge of these masks with the corresponding intensity measured with a single-pixel detector. Though not performing as well as digital cameras in conventional visible imaging, single-pixel imaging has been demonstrated to be advantageous in unconventional applications, such as multi-wavelength imaging, terahertz imaging, X-ray imaging, and three-dimensional imaging. The developments and working principles of single-pixel imaging are reviewed, a mathematical interpretation is given, and the key elements are analyzed. The research works of three-dimensional single-pixel imaging and their potential applications are further reviewed and discussed.<\/jats:p>","DOI":"10.3390\/s19030732","type":"journal-article","created":{"date-parts":[[2019,2,12]],"date-time":"2019-02-12T03:18:20Z","timestamp":1549941500000},"page":"732","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":200,"title":["Single-Pixel Imaging and Its Application in Three-Dimensional Reconstruction: A Brief Review"],"prefix":"10.3390","volume":"19","author":[{"given":"Ming-Jie","family":"Sun","sequence":"first","affiliation":[{"name":"School of Instrumentation Science and Optoelectronic Engineering, Beihang University, Beijing 100191, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5096-6976","authenticated-orcid":false,"given":"Jia-Min","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Instrumentation Science and Optoelectronic Engineering, Beihang University, Beijing 100191, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2019,2,11]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"R3429","DOI":"10.1103\/PhysRevA.52.R3429","article-title":"Optical imaging by means of two-photon quantum entanglement","volume":"52","author":"Pittman","year":"1995","journal-title":"Phys. Rev. A"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"061802","DOI":"10.1103\/PhysRevA.78.061802","article-title":"Computational ghost imaging","volume":"78","author":"Shapiro","year":"2008","journal-title":"Phys. Rev. A"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1109\/MSP.2007.914730","article-title":"Single-pixel imaging via compressive sampling","volume":"25","author":"Duarte","year":"2008","journal-title":"IEEE Signal Process. Mag."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"053840","DOI":"10.1103\/PhysRevA.79.053840","article-title":"Ghost imaging with a single detector","volume":"79","author":"Bromberg","year":"2009","journal-title":"Phys. Rev. A"},{"key":"ref_5","unstructured":"Nipkow, P. (1884). Optical Disk. (30,150), German Patent."},{"key":"ref_6","unstructured":"Baird, J.L. (1929). Apparatus for Transmitting Views or Images to a Distance. (1,699,270), U.S. Patent."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"464","DOI":"10.1002\/j.1538-7305.1934.tb00675.x","article-title":"A theory of scanning and its relation to the characteristics of the transmitted signal in telephotography and television","volume":"13","author":"Mertz","year":"1934","journal-title":"Bell Syst. Tech. J."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1364\/OL.12.000239","article-title":"Coherent laser radar at 1.06 \u03bcm using Nd:YAG lasers","volume":"12","author":"Kane","year":"1987","journal-title":"Opt. Lett."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1716","DOI":"10.1364\/OL.20.001716","article-title":"Imaging with terahertz waves","volume":"20","author":"Hu","year":"1995","journal-title":"Opt. Lett."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"379","DOI":"10.1126\/science.1158573","article-title":"High-resolution scanning x-ray diffraction microscopy","volume":"321","author":"Thibault","year":"2008","journal-title":"Science"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"063602","DOI":"10.1103\/PhysRevLett.96.063602","article-title":"Can two-photon correlation of chaotic light be considered as correlation of intensity fluctuations?","volume":"96","author":"Scarcelli","year":"2006","journal-title":"Phys. Rev. Lett."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1109\/JSTQE.2007.902724","article-title":"Quantum imaging","volume":"13","author":"Shih","year":"2007","journal-title":"IEEE J. Sel. Top. Quant."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"113601","DOI":"10.1103\/PhysRevLett.89.113601","article-title":"\u201cTwo-photon\u201d coincidence imaging with a classical source","volume":"89","author":"Bennink","year":"2002","journal-title":"Phys. Rev. Lett."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"013802","DOI":"10.1103\/PhysRevA.70.013802","article-title":"Correlated imaging: Quantum and classical","volume":"70","author":"Gatti","year":"2004","journal-title":"Phys. Rev. A"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"063601","DOI":"10.1103\/PhysRevLett.94.063601","article-title":"Two-photon imaging with thermal light","volume":"94","author":"Valencia","year":"2005","journal-title":"Phys. Rev. Lett."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"043805","DOI":"10.1103\/PhysRevA.72.043805","article-title":"Two-photon interference with true thermal light","volume":"72","author":"Zhai","year":"2005","journal-title":"Phys. Rev. A"},{"key":"ref_17","first-page":"131110","article-title":"Compressive ghost imaging","volume":"95","author":"Katz","year":"2009","journal-title":"Phys. Rev. A"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"043809","DOI":"10.1103\/PhysRevA.77.043809","article-title":"Unified theory of ghost imaging with Gaussian-state light","volume":"77","author":"Erkmen","year":"2012","journal-title":"Phys. Rev. A"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"949","DOI":"10.1007\/s11128-011-0356-5","article-title":"The physics of ghost imaging","volume":"11","author":"Shapiro","year":"2012","journal-title":"Quantum Inf. Process."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"eaat2298","DOI":"10.1126\/science.aat2298","article-title":"Quantum-inspired computational imaging","volume":"361","author":"Altmann","year":"2018","journal-title":"Science"},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Cand\u00e8s, E.J. (2006, January 22\u201330). Compressive sampling. Proceedings of the 2006 International Congress of Mathematicians, Madrid, Spain.","DOI":"10.4171\/022-3\/69"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1289","DOI":"10.1109\/TIT.2006.871582","article-title":"Compressed sensing","volume":"52","author":"Donoho","year":"2006","journal-title":"IEEE Trans. Inform. Theory"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"969","DOI":"10.1088\/0266-5611\/23\/3\/008","article-title":"Sparsity and incoherence in compressive sampling","volume":"23","author":"Romberg","year":"2007","journal-title":"Inverse Probl."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"118","DOI":"10.1109\/MSP.2007.4286571","article-title":"Compressive sensing [lecture notes]","volume":"24","author":"Baraniuk","year":"2007","journal-title":"IEEE Signal Process. Mag."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"E1679","DOI":"10.1073\/pnas.1119511109","article-title":"Compressive fluorescence microscopy for biological and hyperspectral imaging","volume":"109","author":"Studer","year":"2012","journal-title":"Proc. Natl. Acad. Sci. USA"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"23068","DOI":"10.1364\/OE.21.023068","article-title":"Fast full-color computational imaging with single-pixel detectors","volume":"21","author":"Welsh","year":"2013","journal-title":"Opt. Express"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1364\/OPTICA.1.000285","article-title":"Single-pixel infrared and visible microscope","volume":"1","author":"Radwell","year":"2014","journal-title":"Optica"},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"10669","DOI":"10.1038\/srep10669","article-title":"Simultaneous real-time visible and infrared video with single-pixel detectors","volume":"5","author":"Edgar","year":"2015","journal-title":"Sci. Rep."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"24752","DOI":"10.1038\/srep24752","article-title":"Multispectral imaging using a single bucket detector","volume":"6","author":"Bian","year":"2016","journal-title":"Sci. Rep."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"605","DOI":"10.1038\/nphoton.2014.139","article-title":"Terahertz compressive imaging with metamaterial spatial light modulators","volume":"8","author":"Watts","year":"2014","journal-title":"Nat. Photonics"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"e1600190","DOI":"10.1126\/sciadv.1600190","article-title":"Noninvasive, near-field terahertz imaging of hidden objects using a single-pixel detector","volume":"2","author":"Stantchev","year":"2016","journal-title":"Sci. Adv."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"093903","DOI":"10.1103\/PhysRevLett.92.093903","article-title":"Incoherent coincidence imaging and its applicability in X-ray diffraction","volume":"92","author":"Cheng","year":"2004","journal-title":"Phys. Rev. Lett."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1364\/OL.39.000111","article-title":"Compressive single-pixel snapshot x-ray diffraction imaging","volume":"39","author":"Greenberg","year":"2014","journal-title":"Opt. Lett."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"374","DOI":"10.1364\/OPTICA.5.000374","article-title":"Tabletop x-ray ghost imaging with ultra-low radiation","volume":"5","author":"Zhang","year":"2018","journal-title":"Optica"},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1038\/nphoton.2015.274","article-title":"Ghost imaging in the time domain","volume":"10","author":"Ryczkowski","year":"2016","journal-title":"Nat. Photonics"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"150","DOI":"10.1038\/nphoton.2016.30","article-title":"Optical communications: Temporal ghost imaging","volume":"10","author":"Faccio","year":"2016","journal-title":"Nat. Photonics"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"698","DOI":"10.1364\/OPTICA.3.000698","article-title":"Computational temporal ghost imaging","volume":"3","author":"Devaux","year":"2016","journal-title":"Optica"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"5917","DOI":"10.1364\/AO.50.005917","article-title":"Photon-counting compressive sensing laser radar for 3D imaging","volume":"50","author":"Howland","year":"2011","journal-title":"Appl. Opt."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"141123","DOI":"10.1063\/1.4757874","article-title":"Ghost imaging LIDAR via sparsity constraints","volume":"101","author":"Zhao","year":"2012","journal-title":"Appl. Phys. Lett."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"23822","DOI":"10.1364\/OE.21.023822","article-title":"Photon counting compressive depth mapping","volume":"21","author":"Howland","year":"2013","journal-title":"Opt. Express"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"83","DOI":"10.4236\/opj.2013.32B021","article-title":"Ghost imaging lidar via sparsity constraints in real atmosphere","volume":"3","author":"Zhao","year":"2013","journal-title":"Opt. Photonics J."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"844","DOI":"10.1126\/science.1234454","article-title":"3D computational imaging with single-pixel detectors","volume":"340","author":"Sun","year":"2013","journal-title":"Science"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"14541","DOI":"10.1364\/OE.23.014541","article-title":"Structured image reconstruction for three-dimensional ghost imaging lidar","volume":"23","author":"Yu","year":"2015","journal-title":"Opt. Express"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1364\/AO.54.000363","article-title":"Three-dimensional single-pixel compressive reflectivity imaging based on complementary modulation","volume":"54","author":"Yu","year":"2015","journal-title":"Appl. Opt."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"12010","DOI":"10.1038\/ncomms12010","article-title":"Single-pixel three-dimensional imaging with time-based depth resolution","volume":"7","author":"Sun","year":"2016","journal-title":"Nat. Commun."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"2497","DOI":"10.1364\/OL.41.002497","article-title":"Tree-dimensional single-pixel imaging with far fewer measurements than effective image pixels","volume":"41","author":"Zhang","year":"2016","journal-title":"Opt. Lett."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1364\/OPTICA.5.000315","article-title":"Simultaneous spatial, spectral, and 3D compressive imaging via efficient Fourier single-pixel measurements","volume":"5","author":"Zhang","year":"2018","journal-title":"Optica"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"15623","DOI":"10.1364\/OE.26.015623","article-title":"Low-cost single-pixel 3D imaging by using an LED array","volume":"26","author":"Chabert","year":"2018","journal-title":"Opt. Express"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1364\/OL.22.000543","article-title":"Laser depth measurement based on time-correlated single photon counting","volume":"22","author":"Massa","year":"1997","journal-title":"Opt. Lett."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"6241","DOI":"10.1364\/AO.48.006241","article-title":"Long-range time-of-flight scanning sensor based on high-speed time-correlated single-photon counting","volume":"48","author":"McCarthy","year":"2009","journal-title":"Appl. Opt."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"8904","DOI":"10.1364\/OE.21.008904","article-title":"Kilometer-range, high resolution depth imaging via 1560 nm wavelength single-photon detection","volume":"21","author":"McCarthy","year":"2013","journal-title":"Opt. Express"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1056","DOI":"10.1364\/OPTICA.3.001056","article-title":"Single pixel camera ophthalmoscope","volume":"3","author":"Lochocki","year":"2016","journal-title":"Optica"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"10476","DOI":"10.1364\/OE.24.010476","article-title":"Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning","volume":"24","author":"Sun","year":"2016","journal-title":"Opt. Express"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1364\/PRJ.4.000240","article-title":"Fast reconstructed and high-quality ghost imaging with fast Walsh-Hadamard transform","volume":"4","author":"Wang","year":"2016","journal-title":"Photonics Res."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"6225","DOI":"10.1038\/ncomms7225","article-title":"Single-pixel imaging by means of Fourier spectrum acquisition","volume":"6","author":"Zhang","year":"2015","journal-title":"Nat. Commun."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"20009","DOI":"10.1364\/OE.26.020009","article-title":"Real-time single-pixel video imaging with Fourier domain regularization","volume":"26","author":"Czajkowski","year":"2018","journal-title":"Opt. Express"},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1545","DOI":"10.1038\/srep01545","article-title":"Compressive adaptive computational ghost imaging","volume":"3","author":"Bayer","year":"2013","journal-title":"Sci. Rep."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"7133","DOI":"10.1364\/OE.22.007133","article-title":"Adaptive compressive ghost imaging based on wavelet trees and sparse representation","volume":"22","author":"Yu","year":"2014","journal-title":"Opt. Express"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1109\/TCI.2016.2637079","article-title":"Adaptive basis scan by wavelet prediction for single-pixel imaging","volume":"3","author":"Rousset","year":"2017","journal-title":"IEEE Trans. Comput. Imaging"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1038\/s41598-017-18968-6","article-title":"Single-pixel imaging with Morlet wavelet correlated random patterns","volume":"8","author":"Czajkowski","year":"2018","journal-title":"Sci. Rep."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"3464","DOI":"10.1038\/s41598-017-03725-6","article-title":"Russian Dolls ordering of the Hadamard basis for compressive single-pixel imaging","volume":"7","author":"Sun","year":"2017","journal-title":"Sci. Rep."},{"key":"ref_62","first-page":"799","article-title":"On implementing the JPEG still-picture compression algorithm","volume":"1199","author":"Aravind","year":"1989","journal-title":"Adv. Intell. Rob. Syst. Conf."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"695","DOI":"10.1364\/OL.34.000695","article-title":"Lensless ghost imaging with true thermal light","volume":"34","author":"Cheng","year":"2009","journal-title":"Opt. Lett."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"253603","DOI":"10.1103\/PhysRevLett.104.253603","article-title":"Differential ghost imaging","volume":"104","author":"Ferri","year":"2010","journal-title":"Phys. Rev. Lett."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"1166","DOI":"10.1364\/OL.35.001166","article-title":"High-visibility, high-order lensless ghost imaging with thermal light","volume":"35","author":"Agafonov","year":"2010","journal-title":"Opt. Lett."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"16892","DOI":"10.1364\/OE.20.016892","article-title":"Normalized ghost imaging","volume":"20","author":"Sun","year":"2012","journal-title":"Opt. Express"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"7494","DOI":"10.1364\/AO.54.007494","article-title":"Nonlocal imaging of a reflective object using positive and negative correlations","volume":"54","author":"Sun","year":"2015","journal-title":"Appl. Opt."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1016\/j.optcom.2015.12.045","article-title":"Improving the signal-to-noise ratio of thermal ghost imaging based on positive\u2013negative intensity correlation","volume":"366","author":"Song","year":"2016","journal-title":"Opt. Commun."},{"key":"ref_69","first-page":"15","article-title":"Thermal light subwavelength diffraction using positive and negative correlations","volume":"14","author":"Sun","year":"2016","journal-title":"Chin. Opt. Lett."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"5406","DOI":"10.1109\/TIT.2006.885507","article-title":"Near-optimal signal recovery from random projections: Universal encoding strategies?","volume":"52","author":"Candes","year":"2006","journal-title":"IEEE Trans. Inf. Theory"},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Sankaranarayanan, A.C., Studer, C., and Baraniuk, R.G. (2012, January 28\u201329). CS-MUVI: Video compressive sensing for spatial-multiplexing cameras. Proceedings of the 2012 IEEE International Conference on Computational Photography (ICCP), Seattle, WA, USA.","DOI":"10.1109\/ICCPhot.2012.6215212"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"26133","DOI":"10.1038\/srep26133","article-title":"Three-dimensional ghost imaging lidar via sparsity constraint","volume":"6","author":"Gong","year":"2016","journal-title":"Sci. Rep."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"2427","DOI":"10.1364\/OE.26.002427","article-title":"1000 fps computational ghost imaging using LED-based structured illumination","volume":"26","author":"Xu","year":"2018","journal-title":"Opt. Express"},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Komatsu, K., Ozeki, Y., Nakano, Y., and Tanemura, T. (2017, January 19\u201323). Ghost imaging using integrated optical phased array. Proceedings of the Optical Fiber Communication Conference 2017, Los Angeles, CA, USA.","DOI":"10.1364\/OFC.2017.Th3H.4"},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Li, L.J., Chen, W., Zhao, X.Y., and Sun, M.J. (2018). Fast Optical Phased Array Calibration Technique for Random Phase Modulation LiDAR. IEEE Photonics J.","DOI":"10.1109\/JPHOT.2018.2889313"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"4049","DOI":"10.1364\/OL.43.004049","article-title":"Imaging using hyperuniform sampling with a single-pixel camera","volume":"43","author":"Sun","year":"2018","journal-title":"Opt. Lett."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"e1601782","DOI":"10.1126\/sciadv.1601782","article-title":"Adaptive foveated single-pixel imaging with dynamic super-sampling","volume":"3","author":"Phillips","year":"2017","journal-title":"Sci. Adv."},{"key":"ref_78","doi-asserted-by":"crossref","unstructured":"Herman, M., Tidman, J., Hewitt, D., Weston, T., McMackin, L., and Ahmad, F. (2013). A higher-speed compressive sensing camera through multi-diode design. Proc. SPIE, 8717.","DOI":"10.1117\/12.2015745"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"3901206","DOI":"10.1109\/JPHOT.2017.2741966","article-title":"Image retrieval in spatial and temporal domains with a quadrant detector","volume":"9","author":"Sun","year":"2017","journal-title":"IEEE Photonics J."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"966","DOI":"10.1126\/science.274.5289.966","article-title":"Three-dimensional imaging of single molecules solvated in pores of poly (acrylamide) gels","volume":"274","author":"Dickson","year":"1996","journal-title":"Science"},{"key":"ref_81","unstructured":"Udupa, J.K., and Herman, G.T. (1999). 3D Imaging in Medicine, CRC Press."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1117\/1.1330700","article-title":"Laser ranging: A critical review of usual techniques for distance measurement","volume":"40","author":"Bosch","year":"2001","journal-title":"Opt. Eng."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"429","DOI":"10.1038\/nphoton.2010.148","article-title":"Lidar: Mapping the world in 3D","volume":"4","author":"Schwarz","year":"2010","journal-title":"Nat. Photon."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.optlaseng.2009.03.008","article-title":"Recent progresses on real-time 3D shape measurement using digital fringe projection techniques","volume":"48","author":"Zhang","year":"2010","journal-title":"Opt. Lasers Eng."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"3198","DOI":"10.1364\/OL.38.003198","article-title":"Three-dimensional photon counting double-random-phase encryption","volume":"38","author":"Cho","year":"2013","journal-title":"Opt. Lett."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"745","DOI":"10.1038\/ncomms1747","article-title":"Recovering three-dimensional shape around a corner using ultrafast time-of-flight imaging","volume":"3","author":"Velten","year":"2012","journal-title":"Nat. Commun."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1147\/rd.191.0002","article-title":"Approximating complex surfaces by triangulation of contour lines","volume":"19","author":"Keppel","year":"1975","journal-title":"IBM J. Res. Dev."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"1270","DOI":"10.1126\/science.4071051","article-title":"Stereoscopic images in confocal (tandem scanning) microscopy","volume":"230","author":"Boyde","year":"1985","journal-title":"Science"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1117\/12.7972479","article-title":"Photometric method for determining surface orientation from multiple images","volume":"19","author":"Woodham","year":"1980","journal-title":"Opt. Eng."},{"key":"ref_90","unstructured":"Horn, B.K.P. (1986). Robot Vision, MIT Press."},{"key":"ref_91","unstructured":"Horn, B.K.P., and Brooks, M.J. (1989). Shape from Shading, MIT Press."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"035203","DOI":"10.1088\/2040-8978\/18\/3\/035203","article-title":"3D single-pixel video","volume":"18","author":"Zhang","year":"2016","journal-title":"J. Opt."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"128","DOI":"10.1364\/AOP.3.000128","article-title":"Structured-light 3D surface imaging: A tutorial","volume":"3","author":"Geng","year":"2011","journal-title":"Adv. Opt. Photonics"},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"7337","DOI":"10.1364\/OE.24.007337","article-title":"High dynamic range real-time 3D shape measurement","volume":"24","author":"Jiang","year":"2016","journal-title":"Opt. Express"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"1145","DOI":"10.1038\/nature07980","article-title":"Serial time-encoded amplified imaging for real-time observation of fast dynamic phenomena","volume":"458","author":"Goda","year":"2009","journal-title":"Nature"},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"806","DOI":"10.1038\/nphoton.2013.245","article-title":"Digitally synthesized beat frequency multiplexing for sub-millisecond fluorescence microscopy","volume":"7","author":"Diebold","year":"2013","journal-title":"Nat. Photonics"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"16945","DOI":"10.1364\/OE.22.016945","article-title":"Image transmission through dynamic scattering media by single-pixel photodetection","volume":"22","author":"Tajahuerce","year":"2014","journal-title":"Opt. Express"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"29639","DOI":"10.1364\/OE.23.029639","article-title":"Compressive sensing based high-speed time-stretch optical microscopy for two-dimensional image acquisition","volume":"23","author":"Guo","year":"2015","journal-title":"Opt. 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