Compressed sensing in fluorescence microscopy
Compressed sensing (CS) is a signal processing approach that solves ill-posed inverse problems, from under-sampled data with respect to the Nyquist criterium. CS exploits sparsity constraints based on the knowledge of prior information, relative to the structure of the object in the spatial or other...
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| Published in | Progress in biophysics and molecular biology Vol. 168; pp. 66 - 80 |
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| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
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Elsevier Ltd
01.01.2022
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| Abstract | Compressed sensing (CS) is a signal processing approach that solves ill-posed inverse problems, from under-sampled data with respect to the Nyquist criterium. CS exploits sparsity constraints based on the knowledge of prior information, relative to the structure of the object in the spatial or other domains. It is commonly used in image and video compression as well as in scientific and medical applications, including computed tomography and magnetic resonance imaging. In the field of fluorescence microscopy, it has been demonstrated to be valuable for fast and high-resolution imaging, from single-molecule localization, super-resolution to light-sheet microscopy. Furthermore, CS has found remarkable applications in the field of mesoscopic imaging, facilitating the study of small animals’ organs and entire organisms. This review article illustrates the working principles of CS, its implementations in optical imaging and discusses several relevant uses of CS in the field of fluorescence imaging from super-resolution microscopy to mesoscopy. |
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| AbstractList | Compressed sensing (CS) is a signal processing approach that solves ill-posed inverse problems, from under-sampled data with respect to the Nyquist criterium. CS exploits sparsity constraints based on the knowledge of prior information, relative to the structure of the object in the spatial or other domains. It is commonly used in image and video compression as well as in scientific and medical applications, including computed tomography and magnetic resonance imaging. In the field of fluorescence microscopy, it has been demonstrated to be valuable for fast and high-resolution imaging, from single-molecule localization, super-resolution to light-sheet microscopy. Furthermore, CS has found remarkable applications in the field of mesoscopic imaging, facilitating the study of small animals' organs and entire organisms. This review article illustrates the working principles of CS, its implementations in optical imaging and discusses several relevant uses of CS in the field of fluorescence imaging from super-resolution microscopy to mesoscopy.Compressed sensing (CS) is a signal processing approach that solves ill-posed inverse problems, from under-sampled data with respect to the Nyquist criterium. CS exploits sparsity constraints based on the knowledge of prior information, relative to the structure of the object in the spatial or other domains. It is commonly used in image and video compression as well as in scientific and medical applications, including computed tomography and magnetic resonance imaging. In the field of fluorescence microscopy, it has been demonstrated to be valuable for fast and high-resolution imaging, from single-molecule localization, super-resolution to light-sheet microscopy. Furthermore, CS has found remarkable applications in the field of mesoscopic imaging, facilitating the study of small animals' organs and entire organisms. This review article illustrates the working principles of CS, its implementations in optical imaging and discusses several relevant uses of CS in the field of fluorescence imaging from super-resolution microscopy to mesoscopy. Compressed sensing (CS) is a signal processing approach that solves ill-posed inverse problems, from under-sampled data with respect to the Nyquist criterium. CS exploits sparsity constraints based on the knowledge of prior information, relative to the structure of the object in the spatial or other domains. It is commonly used in image and video compression as well as in scientific and medical applications, including computed tomography and magnetic resonance imaging. In the field of fluorescence microscopy, it has been demonstrated to be valuable for fast and high-resolution imaging, from single-molecule localization, super-resolution to light-sheet microscopy. Furthermore, CS has found remarkable applications in the field of mesoscopic imaging, facilitating the study of small animals’ organs and entire organisms. This review article illustrates the working principles of CS, its implementations in optical imaging and discusses several relevant uses of CS in the field of fluorescence imaging from super-resolution microscopy to mesoscopy. |
| Author | Valentini, Gianluca Farina, Andrea Bassi, Andrea Calisesi, Gianmaria Ancora, Daniele D'Andrea, Cosimo Ghezzi, Alberto |
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| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/34153330$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1364/BOE.1.000471 10.1038/nature14005 10.1109/TCI.2016.2637079 10.1126/science.1137395 10.1117/1.JBO.20.9.096003 10.1038/srep29181 10.1016/S0014-5793(03)00521-0 10.1146/annurev.bioeng.8.061505.095831 10.1073/pnas.0907866106 10.1198/jasa.2004.s339 10.1364/OL.43.004370 10.1364/OL.35.000763 10.1364/BOE.8.002445 10.1006/acha.2000.0313 10.1364/AO.44.007564 10.3390/s19030732 10.1017/S143192761801543X 10.1364/OE.27.005393 10.1109/TIT.2006.871582 10.1109/TMI.2015.2493241 10.1142/S1793545819300039 10.1111/j.1365-2818.2012.03618.x 10.1109/MSP.2007.914728 10.1364/AOP.10.000111 10.1364/OE.21.028583 10.1364/OPTICA.4.000546 10.1364/OL.37.004326 10.1364/OE.22.016945 10.1109/JSTSP.2007.910281 10.1088/0031-9155/59/12/2901 10.1371/journal.pone.0136213 10.1021/ac103259v 10.1137/18M1214111 10.1038/nmeth815 10.1364/BOE.7.000746 10.1364/OL.44.004343 10.1073/pnas.0406877102 10.1002/jbio.201400051 10.1038/srep01116 10.1038/nm0103-123 10.1364/BOE.9.002765 10.1364/BOE.6.004887 10.1088/0266-5611/23/3/008 10.1038/lsa.2016.255 10.1002/lpor.201000011 10.1364/OL.35.003676 10.1109/TIP.2014.2300756 10.1088/2057-1976/2/5/055020 10.1364/BOE.2.002632 10.1109/MSP.2007.914730 10.1038/s41377-020-00403-7 10.1364/AO.34.007395 10.1109/79.952804 10.1093/jmicro/dft042 10.1364/OE.17.020178 10.1118/1.597069 10.1038/nphoton.2014.139 10.1364/OE.25.019619 10.1046/j.1365-2818.2000.00710.x 10.1109/MSP.2007.914729 10.1088/0256-307X/34/10/104203 10.1126/science.1100035 10.1364/OE.20.016892 10.1063/1.2989126 10.1038/s41467-020-15745-4 10.1364/OE.27.004562 10.1126/science.1234454 10.1364/AO.46.005293 10.1364/OL.44.004981 10.1364/OE.18.011181 10.1038/nphoton.2013.9 10.1364/OPTICA.1.000285 10.1002/jmri.25547 10.1021/ac200907z 10.1098/rsta.2009.0152 10.1038/s41467-019-09297-5 10.1364/OL.35.000688 10.1364/AO.34.008026 10.1364/OE.26.010550 10.1039/b316456j 10.1109/MSP.2007.914731 10.1364/OPTICA.3.000517 10.1364/OL.39.003888 10.1038/s41566-018-0300-7 10.1364/OE.24.030038 10.1364/AO.55.004808 10.1364/OPEX.13.001468 10.1126/science.2321027 10.1038/ncomms9486 10.1038/nphoton.2012.361 10.1038/s41598-017-03725-6 10.1088/1361-6463/aafe88 10.1364/OL.39.004156 10.1016/j.bpj.2014.04.021 10.1038/nmeth.1978 10.1364/BOE.6.000902 10.1002/cpa.20124 10.1038/srep14300 10.1063/1.5129860 10.1364/OE.26.018238 10.1109/JPROC.2009.2025663 10.1364/OL.42.002822 10.1117/1.JBO.18.2.020503 10.1049/el.2012.0849 10.1007/s10439-011-0495-y 10.3390/rs11131556 10.1364/OPTICA.6.001515 10.1126/sciadv.aau1338 10.1364/OE.26.015623 10.1038/srep10669 10.1088/0266-5611/15/2/022 10.1364/OE.24.008202 10.1109/TIT.2006.885507 10.1364/OPTICA.4.000674 10.1007/s00340-013-5506-2 10.1038/srep15348 10.1109/18.959265 10.1364/OL.43.003977 10.1039/c3an00309d 10.1364/OE.23.029639 10.1088/0031-9155/58/11/R37 10.1088/0031-9155/59/1/R1 10.1364/OE.21.023822 10.1038/srep02098 10.1038/nphoton.2017.82 10.1038/s41377-019-0138-x 10.1117/1.JBO.24.7.071602 10.1038/nmat708 10.1038/nmeth.1709 10.1364/OL.43.002989 10.1088/0266-5611/25/12/123010 10.1109/MSP.2007.4286571 10.1364/OE.25.013668 10.1364/OE.18.026631 10.1137/080714488 10.1038/nmeth929 10.1364/BOE.10.005776 10.1364/OE.382055 10.1038/ncomms7225 10.1038/s41598-018-20521-y 10.1364/OE.18.024565 10.1118/1.2836423 10.1109/TBME.2014.2347284 10.1088/0031-9155/57/12/3811 10.1364/OE.26.032451 10.1073/pnas.1119511109 10.1364/AO.49.000B59 10.1117/1.JBO.25.7.071203 10.1126/science.1127344 10.1364/OPTICA.3.000026 10.1364/OL.33.002836 10.1364/BOE.7.000171 10.1109/TC.1977.1674860 |
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| Keywords | Optical imaging Inverse problems Computational imaging Compressed sensing Fluorescence microscopy Biomedical imaging |
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| References | Yao, Pian, Intes (bib162) Dec. 2015; 6 Elson (bib54) 2004; 3 Ma, Lee, Best-Popescu, Gao (bib97) Jan. 2020 Guo, Chen, Weng, Chen, Yang, Xie (bib68) 2015; 23 Pascucci, Ganesan, Tripathi, Katz, Emiliani, Guillon (bib112) Dec. 2019; 10 Babcock, Moffitt, Cao, Zhuang (bib9) 2013; 21 Huang, Sun, Gumpper, Chi, Ma (bib80) 2015; 6 Arridge (bib5) Apr. 1999; 15 Fang, Boas (bib56) 2009; 17 Chen, Donoho, Saunders (bib25) 2001 Rodríguez, Clemente, Irles, Tajahuerce, Lancis (bib118) 2014; 39 Mertz (bib100) 2011; 8 Hassler, Anhut, Lasser (bib74) Dec. 2005; 44 Jacques (bib84) Jun. 2013; 58 Studer, Bobin, Chahid, Mousavi, Candes, Dahan (bib135) Jun. 2012; 109 Arridge, Schotland (bib6) Dec. 2009; 25 Donoho (bib41) Apr. 2006; 52 Wen, Ren, Feng, Chen, Chen (bib151) 2019; 44 Yao, Ochoa, Yan, Intes, Net-Flics (bib164) Dec. 2019; 8 Geadah and Corinthios (bib65) May 1977; C–26 Kuo, Linda Liu, Grossrubatscher, Ng, Waller (bib91) Mar. 2020; 28 Yao, Intes, Fang (bib163) Jan. 2016; 7 Watts (bib149) 2014; 8 Waldchen, Lehmann, Klein, Van De Linde, Sauer (bib145) Dec. 2015; 5 Hell (bib76) May 2007; 316 Rowlands (bib122) May 2017; 6 Geng, Gu, Cheng, Chen (bib66) 2017; 4 Candès, Romberg (bib20) Jun. 2007; 23 Marcu (bib98) Feb. 2012; 40 Denk, Strickler, Webb (bib38) 1990; 248 Sun (bib139) 2008 Oron, Tal, Silberberg (bib109) 2005; 13 Howland, Lum, Ware, Howell (bib79) 2013; 21 Ancora, Leuzzi (bib2) 2019 Coifman, Geshwind, Meyer (bib29) Jan. 2001; 10 Davis, Hemphill, Cebeci Maltaş, Zipper, Wang, Ben-Amotz (bib37) Jul. 2011; 83 Hoover, Squier (bib78) 2013; 7 Ducros, Bassi, Valentini, Canti, Arridge, D'Andrea (bib47) Jan. 2013; 18 Gu (bib67) Jun. 2014; 106 Huynh, Zhang, Betcke, Arridge, Beard, Cox (bib82) 2016; 3 Skodras, Christopoulos, Ebrahimi (bib128) 2001; 18 Radwell, Mitchell, Gibson, Edgar, Bowman, Padgett (bib116) 2014; 1 Wadduwage (bib144) May 2017; 4 Zimmermann, Rietdorf, Pepperkok (bib174) Jul. 2003; 546 Rousset, Ducros, Peyrin, Valentini, D'Andrea, Farina (bib121) 2018; 26 Wang, Yang, Feng, Pessino, Huang (bib146) 2019; 27 Yang, Yao, Ozturk, Faulkner, Qu, Intes (bib160) Jun. 2018; 9 Liu (bib95) Sep. 2019; 12 Donoho, Tanner (bib43) Nov. 2009; 367 Rust, Bates, Zhuang (bib126) 2006; 3 Zhu, Zhang, Elnatan, Huang (bib173) Jul. 2012; 9 Arridge, Schweiger (bib7) Dec. 1995; 34 Solomon, Mutzafi, Segev, Eldar (bib132) 2018; 26 Datta, Heaster, Sharick, Gillette, Skala (bib36) May 2020; 25 Francis, Mathew, Arigovindan (bib61) Jul. 2019; 14 Rudge, Soloviev, Arridge (bib124) Mar. 2010; 35 Van Ewout Berg, Friedlander (bib143) 2008; 31 Candes, Wakin (bib22) 2008; 25 Ducros, D'Andrea, Bassi, Valentini, Arridge (bib46) Jun. 2012; 57 Edgar (bib53) Sep. 2015; 5 Zhang, Wu, Chen, Li, Yu, Qu (bib169) Feb. 2019; 11 Sun (bib140) May 2013; 340 Barnard (bib12) Dec. 2013; 3 Yang, Zhao, Cong, Wang, Intes (bib159) 2015; 62 Ntziachristos (bib105) Aug. 2006; 8 Farina (bib57) 2017; 42 Candes, Tao (bib21) Dec. 2006; 52 Ripoll (bib117) 2010; 35 Correia (bib32) Aug. 2015; 10 Krishnan, Tay, Fergus (bib90) Jun. 2011 Lustig, Donoho, Santos, Pauly (bib96) Mar. 2008; 25 Donoho, Huo (bib42) 2001; 47 Weissleder, Ntziachristos (bib150) 2003; 9 Arridge (bib4) 1995; 34 Parot (bib111) Apr. 2019; 52 Wilcox, Buzzard, Lucier, Rehrauer, Wang, Ben-Amotz (bib153) 2013; 138 Ruder (bib123) Sep. 2016; vol. 1609 Tajahuerce (bib141) 2014; 22 Bishara, Su, Coskun, Ozcan (bib17) May 2010; 18 Liu, Suo, Zhang, Dai (bib94) 2018; 26 Gustafsson (bib70) 2000; 198 Chan, Charan, Takhar, Kelly, Baraniuk, Mittleman (bib24) Sep. 2008; 93 Zhu, Li (bib171) 2014; 59 Ducros, D’andrea, Valentini, Rudge, Arridge, Bassi (bib45) 2010; 35 Moshtaghpour, Jacques, Cambareri, Antoine, Roblin (bib102) 2019; 12 Wu, Ye, Mirza, Arce, Prather (bib155) 2010; 18 Meiniel (bib99) 2017 Escobet-Montalbán (bib55) Dec. 2018; 4 Wu, Li, Zhang, Lin, Yu, Qu (bib156) 2018; 43 Gao, Smith (bib62) 2015; 8 Ishigaki, Shiraishi, Suzuki, Asada, Nishiyama, Arai (bib83) 2012 Mizuno, Iwata (bib101) Apr. 2016; 24 Hager, Zhang (bib72) 2006; 2 Baraniuk (bib10) Jul. 2007; 24 Chen, Tang, Leng (bib26) Jan. 2008; 35 Duarte (bib44) Mar. 2008; 25 Gazit, Szameit, Eldar, Segev (bib64) 2010; 18 Wijesinghe, Escobet-Montalbán, Chen, Munro, Dholakia (bib152) Oct. 2019; 44 Okhrimenko, Coburn, Hopkinson (bib107) Jun. 2019; 11 Angelo, Chen, Ochoa, Sunar, Gioux, Intes (bib3) 2018; 24 Chen, Basarab, Kouame (bib27) Mar. 2016; 35 Yuan, Pang (bib166) 2016; 7 Becker (bib15) 2012; 247 Calisesi (bib18) Nov. 2019; 10 Ducros, Correia, Bassi, Valentini, Arridge, D'Andrea (bib48) Oct. 2016; 2 Pian, Yao, Sinsuebphon, Intes (bib115) Jul. 2017; 11 Ruppert (bib125) Jun. 2004; 99 Li, Dyck, Kalinin, Jesse (bib92) Dec. 2018; 24 Neifeld, Ke (bib104) Aug. 2007; 46 Darne, Lu, Sevick-Muraca (bib35) Jan. 2014; 59 Cheng, Chen, Yu, Niu (bib28) May 2017; 8 Hastie, Tibshirani, Wainwright (bib75) 2015 Yang, Lee, Lee, Lee, Lee (bib158) 2015; 20 Jepsen, Cooke, Koch (bib85) 2011; 5 Ochoa, Pian, Yao, Ducros, Intes (bib106) 2018; 43 Candès, Romberg, Tao (bib23) Aug. 2006; 59 Cull, Choi, Brady, Oliver (bib33) Apr. 2010; 49 Bassi, D'Andrea, Valentini, Cubeddu, Arridge (bib13) 2008; 33 Harwit, Neil, Sloane (bib73) 1979 Wang (bib148) Oct. 2017; 34 Baraniuk, Steeghs (bib11) Apr. 2007 Dertinger, Colyer, Iyer, Weiss, Enderlein (bib40) Dec. 2009; 106 Arridge, Schweiger, Hiraoka, Delpy (bib8) 1993; 20 Gustafsson (bib71) Sep. 2005; 102 Sun, Meng, Edgar, Padgett, Radwell (bib138) Dec. 2017; 7 Thompson, Mason, Beier, Bixler (bib142) Feb. 2017; 10076 Huisken (bib81) Aug. 2004; 305 Nanni (bib103) Dec. 2015; 6 Edgar, Gibson, Padgett (bib51) 2019 Romberg (bib119) 2008; 25 Jin (bib88) Jun. 2016; 55 Soldevila (bib131) 2013; 113 Higham, Murray-Smith, Padgett, Edgar (bib77) Dec. 2018; 8 Soldevila, Clemente, Tajahuerce, Uribe-Patarroyo, Andrés, Lancis (bib129) Sep. 2016; 6 Xu, Chen, Liyang, Kelly (bib157) Aug. 2018 Salvador-Balaguer, Latorre-Carmona, Chabert, Pla, Lancis, Tajahuerce (bib127) 2018; 26 Olarte, Andilla, Gualda, Loza-Alvarez (bib108) 2018; 10 Papagiakoumou (bib110) 2013; 7 Sun, Zhang (bib136) Feb. 2019; 19 Baxter, Guglietta (bib14) Jun. 2011; 83 Starck, Bobin (bib133) Jun. 2010; 98 Woringer, Darzacq, Zimmer, Mir (bib154) 2017; 25 Yanny (bib161) Dec. 2020; 9 Betzig (bib16) 2006; 313 Correia (bib31) Sep. 2011; 2 Feng, Benkert, Block, Sodickson, Otazo, Chandarana (bib58) Apr. 2017; 45 Zhang, Ma, Zhong (bib167) May 2015; 6 Gao, Liang, Li, Wang (bib63) 2014; 516 Dudley, Duncan, Slaughter (bib49) Jan. 2003; vol. 4985 Edgar, Sun, Gibson, Spalding, Phillips, Padgett (bib52) Sep. 2016; vol. 9922 Guo (bib69) Feb. 2017; 9 Li (bib93) Dec. 2019; 6 Alemohammad (bib1) 2018; 43 Dan (bib34) Dec. 2013; 3 Ferguson, Zhang (bib59) 2002; 1 Wang, Liang, Wang (bib147) Dec. 2020; 11 Figueiredo, Nowak, Wright (bib60) Dec. 2007; 1 Zhang, Wang, Zheng, Zhong (bib168) Aug. 2017; 25 Ye, Paredes, Arce, Wu, Chen, Prather (bib165) Apr. 2009 Conchello, Lichtman (bib30) 2005; 2 Zhao, Yang, Cong, Wang, Intes (bib170) 2014; 39 Sun, Welsh, Edgar, Shapiro, Padgett (bib137) 2012; 20 Jin, Yazici, Ale, Ntziachristos (bib86) 2012; 37 Denk, Musiienko, Žídek (bib39) 2019; 27 Kelly, Takhar, DharmpalSun, Laska, Duarte, Baraniuk (bib89) 2007 Pavillon, Smith (bib113) 2016; 24 Rousset, Ducros, Farina, Valentini, D'Andrea, Peyrin (bib120) Mar. 2017; 3 Jin, Yazici, Ntziachristos (bib87) 2014; 23 Soldevila, Salvador-Balaguer, Clemente, Tajahuerce, Lancis (bib130) 2015; 5 D'Andrea, Ducros, Bassi, Arridge, Valentini (bib50) Sep. 2010; 1 Candeo (bib19) Dec. 2019; 4 Stevens, Yang, Carin, Arslan, Browning (bib134) Feb. 2014; 63 Zhu, van Howe, Durst, Zipfel, Xu (bib172) 2005 Pégard, Liu, Antipa, Gerlock, Adesnik, Waller (bib114) May 2016; 3 Nanni (10.1016/j.pbiomolbio.2021.06.004_bib103) 2015; 6 Geadah and Corinthios (10.1016/j.pbiomolbio.2021.06.004_bib65) 1977; C–26 Marcu (10.1016/j.pbiomolbio.2021.06.004_bib98) 2012; 40 Baraniuk (10.1016/j.pbiomolbio.2021.06.004_bib11) 2007 D'Andrea (10.1016/j.pbiomolbio.2021.06.004_bib50) 2010; 1 Zhu (10.1016/j.pbiomolbio.2021.06.004_bib171) 2014; 59 Escobet-Montalbán (10.1016/j.pbiomolbio.2021.06.004_bib55) 2018; 4 Romberg (10.1016/j.pbiomolbio.2021.06.004_bib119) 2008; 25 Van Ewout Berg (10.1016/j.pbiomolbio.2021.06.004_bib143) 2008; 31 Mertz (10.1016/j.pbiomolbio.2021.06.004_bib100) 2011; 8 Yao (10.1016/j.pbiomolbio.2021.06.004_bib162) 2015; 6 Liu (10.1016/j.pbiomolbio.2021.06.004_bib95) 2019; 12 Jacques (10.1016/j.pbiomolbio.2021.06.004_bib84) 2013; 58 Donoho (10.1016/j.pbiomolbio.2021.06.004_bib41) 2006; 52 Gao (10.1016/j.pbiomolbio.2021.06.004_bib63) 2014; 516 Jepsen (10.1016/j.pbiomolbio.2021.06.004_bib85) 2011; 5 Zimmermann (10.1016/j.pbiomolbio.2021.06.004_bib174) 2003; 546 Geng (10.1016/j.pbiomolbio.2021.06.004_bib66) 2017; 4 Wu (10.1016/j.pbiomolbio.2021.06.004_bib155) 2010; 18 Baxter (10.1016/j.pbiomolbio.2021.06.004_bib14) 2011; 83 Moshtaghpour (10.1016/j.pbiomolbio.2021.06.004_bib102) 2019; 12 Datta (10.1016/j.pbiomolbio.2021.06.004_bib36) 2020; 25 Yang (10.1016/j.pbiomolbio.2021.06.004_bib158) 2015; 20 Zhu (10.1016/j.pbiomolbio.2021.06.004_bib173) 2012; 9 Angelo (10.1016/j.pbiomolbio.2021.06.004_bib3) 2018; 24 Ripoll (10.1016/j.pbiomolbio.2021.06.004_bib117) 2010; 35 Cull (10.1016/j.pbiomolbio.2021.06.004_bib33) 2010; 49 Rodríguez (10.1016/j.pbiomolbio.2021.06.004_bib118) 2014; 39 Duarte (10.1016/j.pbiomolbio.2021.06.004_bib44) 2008; 25 Wang (10.1016/j.pbiomolbio.2021.06.004_bib147) 2020; 11 Meiniel (10.1016/j.pbiomolbio.2021.06.004_bib99) 2017 Edgar (10.1016/j.pbiomolbio.2021.06.004_bib51) 2019 Ducros (10.1016/j.pbiomolbio.2021.06.004_bib48) 2016; 2 Soldevila (10.1016/j.pbiomolbio.2021.06.004_bib130) 2015; 5 Starck (10.1016/j.pbiomolbio.2021.06.004_bib133) 2010; 98 Bassi (10.1016/j.pbiomolbio.2021.06.004_bib13) 2008; 33 Jin (10.1016/j.pbiomolbio.2021.06.004_bib86) 2012; 37 Lustig (10.1016/j.pbiomolbio.2021.06.004_bib96) 2008; 25 Yuan (10.1016/j.pbiomolbio.2021.06.004_bib166) 2016; 7 Gu (10.1016/j.pbiomolbio.2021.06.004_bib67) 2014; 106 Dan (10.1016/j.pbiomolbio.2021.06.004_bib34) 2013; 3 Zhang (10.1016/j.pbiomolbio.2021.06.004_bib167) 2015; 6 Pascucci (10.1016/j.pbiomolbio.2021.06.004_bib112) 2019; 10 Ducros (10.1016/j.pbiomolbio.2021.06.004_bib45) 2010; 35 Hoover (10.1016/j.pbiomolbio.2021.06.004_bib78) 2013; 7 Ducros (10.1016/j.pbiomolbio.2021.06.004_bib46) 2012; 57 Arridge (10.1016/j.pbiomolbio.2021.06.004_bib5) 1999; 15 Yao (10.1016/j.pbiomolbio.2021.06.004_bib164) 2019; 8 Dudley (10.1016/j.pbiomolbio.2021.06.004_bib49) 2003; vol. 4985 Edgar (10.1016/j.pbiomolbio.2021.06.004_bib53) 2015; 5 Wen (10.1016/j.pbiomolbio.2021.06.004_bib151) 2019; 44 Correia (10.1016/j.pbiomolbio.2021.06.004_bib32) 2015; 10 Solomon (10.1016/j.pbiomolbio.2021.06.004_bib132) 2018; 26 Kelly (10.1016/j.pbiomolbio.2021.06.004_bib89) 2007 Rousset (10.1016/j.pbiomolbio.2021.06.004_bib121) 2018; 26 Wilcox (10.1016/j.pbiomolbio.2021.06.004_bib153) 2013; 138 Oron (10.1016/j.pbiomolbio.2021.06.004_bib109) 2005; 13 Soldevila (10.1016/j.pbiomolbio.2021.06.004_bib129) 2016; 6 Rust (10.1016/j.pbiomolbio.2021.06.004_bib126) 2006; 3 Chen (10.1016/j.pbiomolbio.2021.06.004_bib27) 2016; 35 Arridge (10.1016/j.pbiomolbio.2021.06.004_bib8) 1993; 20 Davis (10.1016/j.pbiomolbio.2021.06.004_bib37) 2011; 83 Rowlands (10.1016/j.pbiomolbio.2021.06.004_bib122) 2017; 6 Harwit (10.1016/j.pbiomolbio.2021.06.004_bib73) 1979 Neifeld (10.1016/j.pbiomolbio.2021.06.004_bib104) 2007; 46 Thompson (10.1016/j.pbiomolbio.2021.06.004_bib142) 2017; 10076 Hassler (10.1016/j.pbiomolbio.2021.06.004_bib74) 2005; 44 Baraniuk (10.1016/j.pbiomolbio.2021.06.004_bib10) 2007; 24 Candès (10.1016/j.pbiomolbio.2021.06.004_bib23) 2006; 59 Li (10.1016/j.pbiomolbio.2021.06.004_bib93) 2019; 6 Zhu (10.1016/j.pbiomolbio.2021.06.004_bib172) 2005 Sun (10.1016/j.pbiomolbio.2021.06.004_bib139) 2008 Hager (10.1016/j.pbiomolbio.2021.06.004_bib72) 2006; 2 Conchello (10.1016/j.pbiomolbio.2021.06.004_bib30) 2005; 2 Gustafsson (10.1016/j.pbiomolbio.2021.06.004_bib71) 2005; 102 Gazit (10.1016/j.pbiomolbio.2021.06.004_bib64) 2010; 18 Higham (10.1016/j.pbiomolbio.2021.06.004_bib77) 2018; 8 Huisken (10.1016/j.pbiomolbio.2021.06.004_bib81) 2004; 305 Mizuno (10.1016/j.pbiomolbio.2021.06.004_bib101) 2016; 24 Bishara (10.1016/j.pbiomolbio.2021.06.004_bib17) 2010; 18 Donoho (10.1016/j.pbiomolbio.2021.06.004_bib43) 2009; 367 Sun (10.1016/j.pbiomolbio.2021.06.004_bib140) 2013; 340 Sun (10.1016/j.pbiomolbio.2021.06.004_bib137) 2012; 20 Chen (10.1016/j.pbiomolbio.2021.06.004_bib25) 2001 Darne (10.1016/j.pbiomolbio.2021.06.004_bib35) 2014; 59 Denk (10.1016/j.pbiomolbio.2021.06.004_bib38) 1990; 248 Stevens (10.1016/j.pbiomolbio.2021.06.004_bib134) 2014; 63 Ochoa (10.1016/j.pbiomolbio.2021.06.004_bib106) 2018; 43 Waldchen (10.1016/j.pbiomolbio.2021.06.004_bib145) 2015; 5 Yang (10.1016/j.pbiomolbio.2021.06.004_bib160) 2018; 9 Correia (10.1016/j.pbiomolbio.2021.06.004_bib31) 2011; 2 Wang (10.1016/j.pbiomolbio.2021.06.004_bib148) 2017; 34 Guo (10.1016/j.pbiomolbio.2021.06.004_bib68) 2015; 23 Donoho (10.1016/j.pbiomolbio.2021.06.004_bib42) 2001; 47 Li (10.1016/j.pbiomolbio.2021.06.004_bib92) 2018; 24 Papagiakoumou (10.1016/j.pbiomolbio.2021.06.004_bib110) 2013; 7 Skodras (10.1016/j.pbiomolbio.2021.06.004_bib128) 2001; 18 Guo (10.1016/j.pbiomolbio.2021.06.004_bib69) 2017; 9 Wang (10.1016/j.pbiomolbio.2021.06.004_bib146) 2019; 27 Coifman (10.1016/j.pbiomolbio.2021.06.004_bib29) 2001; 10 Candès (10.1016/j.pbiomolbio.2021.06.004_bib20) 2007; 23 Chan (10.1016/j.pbiomolbio.2021.06.004_bib24) 2008; 93 Pavillon (10.1016/j.pbiomolbio.2021.06.004_bib113) 2016; 24 Yanny (10.1016/j.pbiomolbio.2021.06.004_bib161) 2020; 9 Babcock (10.1016/j.pbiomolbio.2021.06.004_bib9) 2013; 21 Krishnan (10.1016/j.pbiomolbio.2021.06.004_bib90) 2011 Huynh (10.1016/j.pbiomolbio.2021.06.004_bib82) 2016; 3 Woringer (10.1016/j.pbiomolbio.2021.06.004_bib154) 2017; 25 Soldevila (10.1016/j.pbiomolbio.2021.06.004_bib131) 2013; 113 Elson (10.1016/j.pbiomolbio.2021.06.004_bib54) 2004; 3 Candes (10.1016/j.pbiomolbio.2021.06.004_bib21) 2006; 52 Ishigaki (10.1016/j.pbiomolbio.2021.06.004_bib83) 2012 Weissleder (10.1016/j.pbiomolbio.2021.06.004_bib150) 2003; 9 Xu (10.1016/j.pbiomolbio.2021.06.004_bib157) 2018 Edgar (10.1016/j.pbiomolbio.2021.06.004_bib52) 2016; vol. 9922 Radwell (10.1016/j.pbiomolbio.2021.06.004_bib116) 2014; 1 Zhang (10.1016/j.pbiomolbio.2021.06.004_bib169) 2019; 11 Fang (10.1016/j.pbiomolbio.2021.06.004_bib56) 2009; 17 Francis (10.1016/j.pbiomolbio.2021.06.004_bib61) 2019; 14 Parot (10.1016/j.pbiomolbio.2021.06.004_bib111) 2019; 52 Chen (10.1016/j.pbiomolbio.2021.06.004_bib26) 2008; 35 Howland (10.1016/j.pbiomolbio.2021.06.004_bib79) 2013; 21 Figueiredo (10.1016/j.pbiomolbio.2021.06.004_bib60) 2007; 1 Studer (10.1016/j.pbiomolbio.2021.06.004_bib135) 2012; 109 Liu (10.1016/j.pbiomolbio.2021.06.004_bib94) 2018; 26 Zhao (10.1016/j.pbiomolbio.2021.06.004_bib170) 2014; 39 Barnard (10.1016/j.pbiomolbio.2021.06.004_bib12) 2013; 3 Hell (10.1016/j.pbiomolbio.2021.06.004_bib76) 2007; 316 Candeo (10.1016/j.pbiomolbio.2021.06.004_bib19) 2019; 4 Kuo (10.1016/j.pbiomolbio.2021.06.004_bib91) 2020; 28 Denk (10.1016/j.pbiomolbio.2021.06.004_bib39) 2019; 27 Yang (10.1016/j.pbiomolbio.2021.06.004_bib159) 2015; 62 Rousset (10.1016/j.pbiomolbio.2021.06.004_bib120) 2017; 3 Tajahuerce (10.1016/j.pbiomolbio.2021.06.004_bib141) 2014; 22 Dertinger (10.1016/j.pbiomolbio.2021.06.004_bib40) 2009; 106 Yao (10.1016/j.pbiomolbio.2021.06.004_bib163) 2016; 7 Gao (10.1016/j.pbiomolbio.2021.06.004_bib62) 2015; 8 Ancora (10.1016/j.pbiomolbio.2021.06.004_bib2) 2019 Watts (10.1016/j.pbiomolbio.2021.06.004_bib149) 2014; 8 Sun (10.1016/j.pbiomolbio.2021.06.004_bib136) 2019; 19 Zhang (10.1016/j.pbiomolbio.2021.06.004_bib168) 2017; 25 Calisesi (10.1016/j.pbiomolbio.2021.06.004_bib18) 2019; 10 Jin (10.1016/j.pbiomolbio.2021.06.004_bib87) 2014; 23 Cheng (10.1016/j.pbiomolbio.2021.06.004_bib28) 2017; 8 Salvador-Balaguer (10.1016/j.pbiomolbio.2021.06.004_bib127) 2018; 26 Wu (10.1016/j.pbiomolbio.2021.06.004_bib156) 2018; 43 Ruppert (10.1016/j.pbiomolbio.2021.06.004_bib125) 2004; 99 Candes (10.1016/j.pbiomolbio.2021.06.004_bib22) 2008; 25 Arridge (10.1016/j.pbiomolbio.2021.06.004_bib6) 2009; 25 Olarte (10.1016/j.pbiomolbio.2021.06.004_bib108) 2018; 10 Ma (10.1016/j.pbiomolbio.2021.06.004_bib97) 2020 Pégard (10.1016/j.pbiomolbio.2021.06.004_bib114) 2016; 3 Sun (10.1016/j.pbiomolbio.2021.06.004_bib138) 2017; 7 Ruder (10.1016/j.pbiomolbio.2021.06.004_bib123) 2016; vol. 1609 Farina (10.1016/j.pbiomolbio.2021.06.004_bib57) 2017; 42 Arridge (10.1016/j.pbiomolbio.2021.06.004_bib4) 1995; 34 Okhrimenko (10.1016/j.pbiomolbio.2021.06.004_bib107) 2019; 11 Ducros (10.1016/j.pbiomolbio.2021.06.004_bib47) 2013; 18 Becker (10.1016/j.pbiomolbio.2021.06.004_bib15) 2012; 247 Gustafsson (10.1016/j.pbiomolbio.2021.06.004_bib70) 2000; 198 Huang (10.1016/j.pbiomolbio.2021.06.004_bib80) 2015; 6 Ferguson (10.1016/j.pbiomolbio.2021.06.004_bib59) 2002; 1 Wadduwage (10.1016/j.pbiomolbio.2021.06.004_bib144) 2017; 4 Ntziachristos (10.1016/j.pbiomolbio.2021.06.004_bib105) 2006; 8 Hastie (10.1016/j.pbiomolbio.2021.06.004_bib75) 2015 Jin (10.1016/j.pbiomolbio.2021.06.004_bib88) 2016; 55 Rudge (10.1016/j.pbiomolbio.2021.06.004_bib124) 2010; 35 Arridge (10.1016/j.pbiomolbio.2021.06.004_bib7) 1995; 34 Ye (10.1016/j.pbiomolbio.2021.06.004_bib165) 2009 Betzig (10.1016/j.pbiomolbio.2021.06.004_bib16) 2006; 313 Wijesinghe (10.1016/j.pbiomolbio.2021.06.004_bib152) 2019; 44 Feng (10.1016/j.pbiomolbio.2021.06.004_bib58) 2017; 45 Alemohammad (10.1016/j.pbiomolbio.2021.06.004_bib1) 2018; 43 Pian (10.1016/j.pbiomolbio.2021.06.004_bib115) 2017; 11 |
| References_xml | – volume: 35 start-page: 3676 year: 2010 ident: bib45 article-title: Full-wavelet approach for fluorescence diffuse optical tomography with structured illumination publication-title: Opt. Lett. – volume: 98 start-page: 1021 year: Jun. 2010 end-page: 1030 ident: bib133 article-title: Astronomical data analysis and sparsity: from wavelets to compressed sensing publication-title: Proc. IEEE – year: 2008 ident: bib139 article-title: “Abstract: U36.00008 : Realization of Confocal and Hyperspectral Microscopy via Compressive Sensing – start-page: CWP1 year: 2005 ident: bib172 article-title: Simultaneous spatial and temporal focusing of femtosecond pulses publication-title: Conference on Lasers and Electro-Optics/Quantum Electronics and Laser Science and Photonic Applications Systems Technologies – volume: 3 start-page: 793 year: 2006 end-page: 795 ident: bib126 article-title: Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM) publication-title: Nat. Methods – volume: 109 start-page: E1679 year: Jun. 2012 end-page: E1687 ident: bib135 article-title: Compressive fluorescence microscopy for biological and hyperspectral imaging publication-title: Proc. Natl. Acad. Sci. Unit. States Am. – volume: 43 start-page: 3977 year: 2018 ident: bib156 article-title: Fast analysis method for stochastic optical reconstruction microscopy using multiple measurement vector model sparse Bayesian learning publication-title: Opt. Lett. – volume: 21 start-page: 28583 year: 2013 end-page: 28596 ident: bib9 article-title: Fast compressed sensing analysis for superresolution imaging using L1-homotopy publication-title: Opt Express – volume: 24 start-page: 118 year: Jul. 2007 end-page: 121 ident: bib10 article-title: Compressive sensing [lecture notes] publication-title: IEEE Signal Process. Mag. – volume: 28 start-page: 8384 year: Mar. 2020 ident: bib91 article-title: On-chip fluorescence microscopy with a random microlens diffuser publication-title: Opt Express – volume: 7 start-page: 274 year: 2013 end-page: 278 ident: bib110 article-title: Functional patterned multiphoton excitation deep inside scattering tissue publication-title: Nat. Photonics – volume: 43 start-page: 2989 year: 2018 ident: bib1 article-title: Widefield compressive multiphoton microscopy publication-title: Opt. Lett. – volume: 52 start-page: 144001 year: Apr. 2019 ident: bib111 article-title: Compressed Hadamard microscopy for high-speed optically sectioned neuronal activity recordings publication-title: J. Phys. D Appl. Phys. – year: 2001 ident: bib25 article-title: Atomic Decomposition by Basis Pursuit – volume: 106 start-page: 2443 year: Jun. 2014 end-page: 2449 ident: bib67 article-title: High-Density 3D single molecular analysis based on compressed sensing publication-title: Biophys. J. – volume: 546 start-page: 87 year: Jul. 2003 end-page: 92 ident: bib174 article-title: Spectral imaging and its applications in live cell microscopy publication-title: FEBS Lett. – start-page: 429 year: Apr. 2009 end-page: 432 ident: bib165 article-title: Compressive confocal microscopy publication-title: IEEE International Conference on Acoustics, Speech and Signal Processing – volume: 2 start-page: 35 year: 2006 end-page: 58 ident: bib72 article-title: A survey of nonlinear conjugate gradient methods publication-title: Pacific J. Optim. – volume: 5 start-page: 14300 year: 2015 ident: bib130 article-title: High-resolution adaptive imaging with a single photodiode publication-title: Sci. Rep. – volume: 44 start-page: 7564 year: Dec. 2005 end-page: 7572 ident: bib74 article-title: Time-resolved Hadamard fluorescence imaging publication-title: Appl. Opt. – volume: 93 start-page: 121105 year: Sep. 2008 ident: bib24 article-title: A single-pixel terahertz imaging system based on compressed sensing publication-title: Appl. Phys. Lett. – volume: 23 start-page: 2609 year: 2014 end-page: 2624 ident: bib87 article-title: Light illumination and detection patterns for fluorescence diffuse optical tomography based on compressive sensing publication-title: IEEE Trans. Image Process. – volume: 40 start-page: 304 year: Feb. 2012 end-page: 331 ident: bib98 article-title: Fluorescence lifetime techniques in medical applications publication-title: Ann. Biomed. Eng. – volume: 6 start-page: 1515 year: Dec. 2019 ident: bib93 article-title: Single-frame wide-field nanoscopy based on ghost imaging via sparsity constraints publication-title: Optica – volume: 25 start-page: 13668 year: 2017 ident: bib154 article-title: Faster and less phototoxic 3D fluorescence microscopy using a versatile compressed sensing scheme publication-title: Opt Express – volume: 7 start-page: 746 year: 2016 ident: bib166 article-title: Structured illumination temporal compressive microscopy publication-title: Biomed. Opt Express – start-page: 128 year: Apr. 2007 end-page: 133 ident: bib11 article-title: Compressive radar imaging publication-title: IEEE National Radar Conference - Proceedings – volume: 6 start-page: 8486 year: Dec. 2015 ident: bib103 article-title: Terahertz-driven linear electron acceleration publication-title: Nat. Commun. – volume: 6 start-page: 6225 year: May 2015 ident: bib167 article-title: Single-pixel imaging by means of Fourier spectrum acquisition publication-title: Nat. Commun. – volume: 26 start-page: 18238 year: 2018 ident: bib132 article-title: Sparsity-based super-resolution microscopy from correlation information publication-title: Opt Express – volume: 44 start-page: 4981 year: Oct. 2019 end-page: 4984 ident: bib152 article-title: Optimal compressive multiphoton imaging at depth using single-pixel detection publication-title: Opt. Lett. – volume: 5 start-page: 15348 year: Dec. 2015 ident: bib145 article-title: Light-induced cell damage in live-cell super-resolution microscopy publication-title: Sci. Rep. – volume: 59 start-page: 1207 year: Aug. 2006 end-page: 1223 ident: bib23 article-title: Stable signal recovery from incomplete and inaccurate measurements publication-title: Commun. Pure Appl. Math. – year: 2015 ident: bib75 article-title: Statistical Learning with Sparsity: the Lasso and Generalizations – volume: 23 start-page: 29639 year: 2015 ident: bib68 article-title: Compressive sensing based high-speed time-stretch optical microscopy for two-dimensional image acquisition publication-title: Opt Express – start-page: 1 year: Aug. 2018 end-page: 3 ident: bib157 article-title: Compressive hyperspectral microscopy of nanomaterials publication-title: 2018 IEEE Research and Applications of Photonics in Defense Conference (RAPID) – volume: 305 start-page: 1007 year: Aug. 2004 end-page: 1009 ident: bib81 article-title: Optical sectioning deep inside live embryos by selective plane illumination microscopy publication-title: Science (80- – volume: 52 start-page: 1289 year: Apr. 2006 end-page: 1306 ident: bib41 article-title: Compressed sensing publication-title: IEEE Trans. Inf. Theor. – volume: 25 start-page: 72 year: Mar. 2008 end-page: 82 ident: bib96 article-title: Compressed sensing MRI publication-title: IEEE Signal Process. Mag. – volume: 21 start-page: 23822 year: 2013 ident: bib79 article-title: Photon counting compressive depth mapping publication-title: Opt Express – volume: 12 start-page: 671 year: 2019 end-page: 715 ident: bib102 article-title: A variable density sampling scheme for compressive fourier transform interferometry publication-title: SIAM J. Imag. Sci. – volume: 35 start-page: 763 year: Mar. 2010 ident: bib124 article-title: Fast image reconstruction in fluoresence optical tomography using data compression publication-title: Opt. Lett. – volume: 8 start-page: 1 year: Aug. 2006 end-page: 33 ident: bib105 article-title: Fluorescence molecular imaging publication-title: Annu. Rev. Biomed. Eng. – volume: 8 start-page: 2445 year: May 2017 ident: bib28 article-title: Reconstruction of super-resolution STORM images using compressed sensing based on low-resolution raw images and interpolation publication-title: Biomed. Opt Express – volume: 10076 start-page: 1007613 year: Feb. 2017 ident: bib142 article-title: “High speed fluorescence imaging with compressed ultrafast photography,” in – volume: 3 start-page: 517 year: May 2016 ident: bib114 article-title: Compressive light-field microscopy for 3D neural activity recording publication-title: Optica – year: 1979 ident: bib73 article-title: Hadamard Transform Optics – volume: 26 start-page: 32451 year: 2018 ident: bib94 article-title: Single-pixel phase and fluorescence microscope publication-title: Opt Express – volume: 52 start-page: 5406 year: Dec. 2006 end-page: 5425 ident: bib21 article-title: Near-optimal signal recovery from random projections: universal encoding strategies? publication-title: IEEE Trans. Inf. Theor. – volume: 46 start-page: 5293 year: Aug. 2007 end-page: 5303 ident: bib104 article-title: Optical architectures for compressive imaging publication-title: Appl. Opt. – volume: 20 start-page: 16892 year: 2012 ident: bib137 article-title: Normalized ghost imaging publication-title: Opt Express – volume: 6 start-page: 4887 year: Dec. 2015 ident: bib162 article-title: Wide-field fluorescence molecular tomography with compressive sensing based preconditioning publication-title: Biomed. Opt Express – volume: 18 start-page: 11181 year: May 2010 ident: bib17 article-title: Lensfree on-chip microscopy over a wide field-of-view using pixel super-resolution publication-title: Opt Express – volume: 11 start-page: 1556 year: Jun. 2019 ident: bib107 article-title: Multi-spectral lidar: radiometric calibration, canopy spectral reflectance, and vegetation vertical SVI profiles publication-title: Rem. Sens. – volume: 10 start-page: 1327 year: Dec. 2019 ident: bib112 article-title: Compressive three-dimensional super-resolution microscopy with speckle-saturated fluorescence excitation publication-title: Nat. Commun. – volume: 3 start-page: 2098 year: Dec. 2013 ident: bib12 article-title: Probing carrier lifetimes in photovoltaic materials using subsurface two-photon microscopy publication-title: Sci. Rep. – start-page: 32 year: 2017 end-page: 35 ident: bib99 article-title: Reducing data acquisition for fast structured illumination microscopy using compressed sensing publication-title: Proceedings - International Symposium on Biomedical Imaging – volume: 24 start-page: 8202 year: Apr. 2016 ident: bib101 article-title: Hadamard-transform fluorescence-lifetime imaging publication-title: Opt Express – volume: 27 start-page: 4562 year: 2019 ident: bib39 article-title: Differential single-pixel camera enabling low-cost microscopy in near-infrared spectral region publication-title: Opt Express – volume: 8 start-page: 605 year: 2014 end-page: 609 ident: bib149 article-title: Terahertz compressive imaging with metamaterial spatial light modulators publication-title: Nat. Photonics – volume: 9 start-page: 1 year: Feb. 2017 end-page: 11 ident: bib69 article-title: High-speed compressive microscopy of flowing cells using sinusoidal illumination patterns publication-title: IEEE Photonics J. – volume: 6 start-page: 29181 year: Sep. 2016 ident: bib129 article-title: Computational imaging with a balanced detector publication-title: Sci. Rep. – volume: 102 start-page: 13081 year: Sep. 2005 end-page: 13086 ident: bib71 article-title: Nonlinear structured-illumination microscopy: wide-field fluorescence imaging with theoretically unlimited resolution publication-title: Proc. Natl. Acad. Sci. Unit. States Am. – volume: 198 start-page: 82 year: 2000 end-page: 87 ident: bib70 article-title: Surpassing the lateral resolution limit by a factor of two using structured illumination microscopy publication-title: J. Microsc. – volume: 10 start-page: 27 year: Jan. 2001 end-page: 44 ident: bib29 article-title: Noiselets publication-title: Appl. Comput. Harmon. Anal. – volume: 55 start-page: 4808 year: Jun. 2016 ident: bib88 article-title: Extended-field coverage hyperspectral camera based on a single-pixel technique publication-title: Appl. Opt. – volume: 63 start-page: 41 year: Feb. 2014 end-page: 51 ident: bib134 article-title: The potential for bayesian compressive sensing to significantly reduce electron dose in high-resolution STEM images publication-title: Microscopy – volume: 7 start-page: 3464 year: Dec. 2017 ident: bib138 article-title: A Russian Dolls ordering of the Hadamard basis for compressive single-pixel imaging publication-title: Sci. Rep. – volume: 31 start-page: 890 year: 2008 end-page: 912 ident: bib143 article-title: Probing the pareto frontier for basis pursuit solutions publication-title: SIAM J. Sci. Comput. – volume: 34 start-page: 7395 year: 1995 ident: bib4 article-title: Photon-measurement density functions Part I: analytical forms publication-title: Appl. Opt. – volume: 24 start-page: 30038 year: 2016 ident: bib113 article-title: Compressed sensing laser scanning microscopy publication-title: Opt Express – volume: vol. 9922 start-page: 99221B year: Sep. 2016 ident: bib52 article-title: Real-time 3D video utilizing a compressed sensing time-of-flight single-pixel camera publication-title: Optical Trapping and Optical Micromanipulation XIII – volume: 5 start-page: 10669 year: Sep. 2015 ident: bib53 article-title: Simultaneous real-time visible and infrared video with single-pixel detectors publication-title: Sci. Rep. – volume: 26 start-page: 15623 year: 2018 ident: bib127 article-title: Low-cost single-pixel 3D imaging by using an LED array publication-title: Opt Express – volume: 33 start-page: 2836 year: 2008 ident: bib13 article-title: Temporal propagation of spatial information in turbid media publication-title: Opt. Lett. – volume: 18 start-page: 26631 year: 2010 ident: bib64 article-title: Super-resolution and reconstruction of sparse sub-wavelength images: erratum publication-title: Opt Express – volume: 43 start-page: 4370 year: 2018 ident: bib106 article-title: Assessing patterns for compressive fluorescence lifetime imaging publication-title: Opt. Lett. – volume: 6 year: May 2017 ident: bib122 article-title: Wide-field three-photon excitation in biological samples publication-title: Light Sci. Appl. – volume: 15 start-page: R41 year: Apr. 1999 end-page: R93 ident: bib5 article-title: Optical tomography in medical imaging publication-title: Inverse Probl. – volume: C–26 start-page: 435 year: May 1977 end-page: 442 ident: bib65 article-title: Natural, dyadic, and sequency order algorithms and processors for the Walsh-Hadamard transform publication-title: IEEE Trans. Comput. – volume: 11 start-page: 2091 year: Dec. 2020 ident: bib147 article-title: Single-shot ultrafast imaging attaining 70 trillion frames per second publication-title: Nat. Commun. – volume: 58 start-page: R37 year: Jun. 2013 end-page: R61 ident: bib84 article-title: Optical properties of biological tissues: a review publication-title: Phys. Med. Biol. – volume: 59 start-page: R1 year: Jan. 2014 end-page: R64 ident: bib35 article-title: Small animal fluorescence and bioluminescence tomography: a review of approaches, algorithms and technology update publication-title: Phys. Med. Biol. – year: 2012 ident: bib83 article-title: Direct intensity modulation and wireless data transmission characteristics of terahertz-oscillating resonant tunnelling diodes publication-title: Electron. Lett. – volume: 3 start-page: 26 year: 2016 ident: bib82 article-title: Single-pixel optical camera for video rate ultrasonic imaging publication-title: Optica – volume: 35 start-page: 688 year: 2010 ident: bib117 article-title: Hybrid Fourier-real space method for diffuse optical tomography publication-title: Opt. Lett. – volume: 138 start-page: 4982 year: 2013 ident: bib153 article-title: Digital compressive chemical quantitation and hyperspectral imaging publication-title: Analyst – volume: 24 start-page: 623 year: Dec. 2018 end-page: 633 ident: bib92 article-title: Compressed sensing of scanning transmission electron microscopy (STEM) with nonrectangular scans publication-title: Microsc. Microanal. – volume: vol. 1609 year: Sep. 2016 ident: bib123 publication-title: An Overview of Gradient Descent Optimization Algorithms – volume: 2 start-page: 2632 year: Sep. 2011 ident: bib31 article-title: Split operator method for fluorescence diffuse optical tomography using anisotropic diffusion regularisation with prior anatomical information publication-title: Biomed. Opt Express – volume: 316 start-page: 1153 year: May 2007 end-page: 1158 ident: bib76 article-title: Far-field optical nanoscopy publication-title: Science – volume: 19 start-page: 732 year: Feb. 2019 ident: bib136 article-title: Single-pixel imaging and its application in three-dimensional reconstruction: a brief review publication-title: Sensors – volume: 313 start-page: 1642 year: 2006 end-page: 1645 ident: bib16 article-title: Imaging intracellular fluorescent proteins at nanometer resolution publication-title: Science – volume: 247 start-page: 119 year: 2012 end-page: 136 ident: bib15 article-title: Fluorescence lifetime imaging - techniques and applications publication-title: J. Microsc. – volume: 42 start-page: 2822 year: 2017 ident: bib57 article-title: Multiple-view diffuse optical tomography system based on time-domain compressive measurements publication-title: Opt. Lett. – volume: 4 start-page: 674 year: 2017 ident: bib66 article-title: Digital micromirror device-based two-photon microscopy for three-dimensional and random-access imaging publication-title: Optica – volume: 25 start-page: 19619 year: Aug. 2017 ident: bib168 article-title: Hadamard single-pixel imaging versus Fourier single-pixel imaging publication-title: Opt Express – volume: 6 start-page: 902 year: 2015 ident: bib80 article-title: 3D multifocus astigmatism and compressed sensing (3D MACS) based superresolution reconstruction publication-title: Biomed. Opt Express – volume: 9 start-page: 123 year: 2003 end-page: 128 ident: bib150 article-title: Shedding light onto live molecular targets publication-title: Nat. Med. – volume: 3 start-page: 1116 year: Dec. 2013 ident: bib34 article-title: DMD-based LED-illumination Super-resolution and optical sectioning microscopy publication-title: Sci. Rep. – volume: 18 year: Jan. 2013 ident: bib47 article-title: Fluorescence molecular tomography of an animal model using structured light rotating view acquisition publication-title: J. Biomed. Opt. – volume: vol. 4985 start-page: 14 year: Jan. 2003 ident: bib49 article-title: Emerging digital micromirror device (DMD) applications publication-title: MOEMS Display and Imaging Systems – volume: 22 start-page: 16945 year: 2014 end-page: 16955 ident: bib141 article-title: Image transmission through dynamic scattering media by single-pixel photodetection publication-title: Opt Express – volume: 83 start-page: 5086 year: Jul. 2011 end-page: 5092 ident: bib37 article-title: Multivariate hyperspectral Raman imaging using compressive detection publication-title: Anal. Chem. – volume: 47 start-page: 2845 year: 2001 end-page: 2862 ident: bib42 article-title: Uncertainty principles and ideal atomic decomposition publication-title: IEEE Trans. Inf. Theor. – volume: 17 start-page: 20178 year: 2009 ident: bib56 article-title: Monte Carlo simulation of photon migration in 3D turbid media accelerated by graphics processing units publication-title: Opt Express – volume: 3 start-page: 795 year: 2004 end-page: 801 ident: bib54 article-title: Time-domain fluorescence lifetime imaging applied to biological tissue publication-title: Photochem. Photobiol. Sci. – volume: 10 start-page: 5776 year: Nov. 2019 ident: bib18 article-title: Spatially modulated illumination allows for light sheet fluorescence microscopy with an incoherent source and compressive sensing publication-title: Biomed. Opt Express – start-page: 233 year: Jun. 2011 end-page: 240 ident: bib90 article-title: Blind deconvolution using a normalized sparsity measure publication-title: CVPR 2011 – volume: 99 year: Jun. 2004 ident: bib125 article-title: The elements of statistical learning: data mining, inference, and prediction publication-title: J. Am. Stat. Assoc. – volume: 24 start-page: 1 year: 2018 ident: bib3 article-title: Review of structured light in diffuse optical imaging publication-title: J. Biomed. Opt. – volume: 106 start-page: 22287 year: Dec. 2009 end-page: 22292 ident: bib40 article-title: Fast, background-free, 3D super-resolution optical fluctuation imaging (SOFI) publication-title: Proc. Natl. Acad. Sci. Unit. States Am. – volume: 11 start-page: 411 year: Jul. 2017 end-page: 414 ident: bib115 article-title: Compressive hyperspectral time-resolved wide-field fluorescence lifetime imaging publication-title: Nat. Photonics – volume: 18 start-page: 24565 year: 2010 ident: bib155 article-title: Experimental demonstration of an optical-sectioning compressive sensing microscope (CSM) publication-title: Opt Express – volume: 5 start-page: 124 year: 2011 end-page: 166 ident: bib85 article-title: Terahertz spectroscopy and imaging - modern techniques and applications publication-title: Laser Photon. Rev. – volume: 35 start-page: 660 year: Jan. 2008 end-page: 663 ident: bib26 article-title: Prior image constrained compressed sensing (PICCS): a method to accurately reconstruct dynamic CT images from highly undersampled projection data sets publication-title: Med. Phys. – volume: 44 start-page: 4343 year: 2019 ident: bib151 article-title: Compressive sensing for fast 3-D and random-access two-photon microscopy publication-title: Opt. Lett. – volume: 3 start-page: 36 year: Mar. 2017 end-page: 46 ident: bib120 article-title: Adaptive basis scan by wavelet prediction for single-pixel imaging publication-title: IEEE Trans. Comput. Imaging – volume: 9 start-page: 721 year: Jul. 2012 end-page: 723 ident: bib173 article-title: Faster STORM using compressed sensing publication-title: Nat. Methods – volume: 8 start-page: 2369 year: Dec. 2018 ident: bib77 article-title: Deep learning for real-time single-pixel video publication-title: Sci. Rep. – volume: 27 start-page: 5393 year: 2019 ident: bib146 article-title: Multicolor fluorescent imaging by space-constrained computational spectral imaging publication-title: Opt Express – volume: 34 start-page: 104203 year: Oct. 2017 ident: bib148 article-title: Computational spectral imaging based on compressive sensing publication-title: Chin. Phys. Lett. – volume: 1 start-page: 471 year: Sep. 2010 ident: bib50 article-title: Fast 3D optical reconstruction in turbid media using spatially modulated light publication-title: Biomed. Opt Express – volume: 9 start-page: 2765 year: Jun. 2018 ident: bib160 article-title: Improving mesoscopic fluorescence molecular tomography via preconditioning and regularization publication-title: Biomed. Opt Express – volume: 10 start-page: 111 year: 2018 ident: bib108 article-title: Light-sheet microscopy: a tutorial publication-title: Adv. Opt Photon – year: 2007 ident: bib89 article-title: “Abstract: D19.00007 : Compressed Sensing for Multispectral and Confocal Microscopy – volume: 10 year: Aug. 2015 ident: bib32 article-title: Accelerated optical projection tomography applied to in vivo imaging of zebrafish publication-title: PloS One – volume: 2 year: Oct. 2016 ident: bib48 article-title: Reconstruction of an optical inhomogeneity map improves fluorescence diffuse optical tomography publication-title: Biomed. Phys. Eng. Express – volume: 1 start-page: 586 year: Dec. 2007 end-page: 597 ident: bib60 article-title: Gradient projection for sparse reconstruction: application to compressed sensing and other inverse problems publication-title: IEEE J. Sel. Top. Signal Process. – volume: 8 start-page: 26 year: Dec. 2019 ident: bib164 article-title: Fast quantitative wide-field fluorescence lifetime imaging with compressed sensing – a deep learning approach publication-title: Light Sci. Appl. – volume: 14 year: Jul. 2019 ident: bib61 article-title: Image reconstruction from undersampled confocal microscopy data using multiresolution based maximum entropy regularization publication-title: J. Instrum. – volume: 13 start-page: 1468 year: 2005 ident: bib109 article-title: Scanningless depth-resolved microscopy publication-title: Opt Express – volume: 248 start-page: 73 year: 1990 end-page: 76 ident: bib38 article-title: Two-photon laser scanning fluorescence microscopy publication-title: Science (80-. ) – volume: 7 start-page: 93 year: 2013 end-page: 101 ident: bib78 article-title: Advances in multiphoton microscopy technology publication-title: Nat. Photonics – volume: 49 start-page: B59 year: Apr. 2010 ident: bib33 article-title: Identification of fluorescent beads using a coded aperture snapshot spectral imager publication-title: Appl. Opt. – volume: 39 start-page: 3888 year: 2014 ident: bib118 article-title: Resolution analysis in computational imaging with patterned illumination and bucket detection publication-title: Opt. Lett. – volume: 8 start-page: 441 year: 2015 end-page: 456 ident: bib62 article-title: “Optical hyperspectral imaging in microscopy and spectroscopy – a review of data acquisition publication-title: J. Biophot. – year: 2019 ident: bib51 article-title: Principles and prospects for single-pixel imaging publication-title: Nat. Photonics – volume: 20 start-page: 299 year: 1993 end-page: 309 ident: bib8 article-title: A finite element approach for modeling photon transport in tissue publication-title: Med. Phys. – volume: 57 start-page: 3811 year: Jun. 2012 end-page: 3832 ident: bib46 article-title: A virtual source pattern method for fluorescence tomography with structured light publication-title: Phys. Med. Biol. – volume: 62 start-page: 248 year: 2015 end-page: 255 ident: bib159 article-title: High-resolution mesoscopic fluorescence molecular tomography based on compressive sensing publication-title: IEEE Trans. Biomed. Eng. – volume: 2 start-page: 920 year: 2005 end-page: 931 ident: bib30 article-title: Optical sectioning microscopy publication-title: Nat. Methods – volume: 37 start-page: 4326 year: 2012 ident: bib86 article-title: Preconditioning of the fluorescence diffuse optical tomography sensing matrix based on compressive sensing publication-title: Opt. Lett. – volume: 367 start-page: 4273 year: Nov. 2009 end-page: 4293 ident: bib43 article-title: Observed universality of phase transitions in high-dimensional geometry, with implications for modern data analysis and signal processing publication-title: Philos. Trans. R. Soc. A Math. Phys. Eng. Sci. – volume: 45 start-page: 966 year: Apr. 2017 end-page: 987 ident: bib58 article-title: Compressed sensing for body MRI publication-title: J. Magn. Reson. Imag. – volume: 4 start-page: eaau1338 year: Dec. 2018 ident: bib55 article-title: Wide-field multiphoton imaging through scattering media without correction publication-title: Sci. Adv. – volume: 4 start-page: 120802 year: Dec. 2019 ident: bib19 article-title: A hyperspectral microscope based on an ultrastable common-path interferometer publication-title: APL Photonics – volume: 25 start-page: 14 year: 2008 end-page: 20 ident: bib119 article-title: Imaging via compressive sampling: introduction to compressive sampling and recovery via convex programming publication-title: IEEE Signal Process. Mag. – volume: 26 start-page: 10550 year: 2018 end-page: 10558 ident: bib121 article-title: Time-resolved multispectral imaging based on an adaptive single-pixel camera publication-title: Opt Express – volume: 11 start-page: 1 year: Feb. 2019 end-page: 8 ident: bib169 article-title: Fast frequency-domain compressed sensing analysis for high-density super-resolution imaging using orthogonal matching pursuit publication-title: IEEE Photonics J. – year: Jan. 2020 ident: bib97 article-title: High-speed Compressed-Sensing Fluorescence Lifetime Imaging Microscopy of Live Cells – volume: 113 start-page: 551 year: 2013 end-page: 558 ident: bib131 article-title: Single-pixel polarimetric imaging spectrometer by compressive sensing publication-title: Appl. Phys. B Laser Opt. – volume: 25 start-page: 123010 year: Dec. 2009 ident: bib6 article-title: Optical tomography: forward and inverse problems publication-title: Inverse Probl. – volume: 34 start-page: 8026 year: Dec. 1995 ident: bib7 article-title: Photon-measurement density functions Part 2: finite-element-method calculations publication-title: Appl. Opt. – start-page: 1 year: 2019 end-page: 35 ident: bib2 article-title: Transmission Matrix Inference via Pseudolikelihood Decimation – volume: 516 start-page: 74 year: 2014 end-page: 77 ident: bib63 article-title: Single-shot compressed ultrafast photography at one hundred billion frames per second publication-title: Nature – volume: 7 start-page: 171 year: Jan. 2016 ident: bib163 article-title: Generalized mesh-based Monte Carlo for wide-field illumination and detection via mesh retessellation publication-title: Biomed. Opt Express – volume: 59 start-page: 2901 year: 2014 end-page: 2912 ident: bib171 article-title: Nonconvex regularizations in fluorescence molecular tomography for sparsity enhancement publication-title: Phys. Med. Biol. – volume: 83 start-page: 4342 year: Jun. 2011 end-page: 4368 ident: bib14 article-title: Terahertz spectroscopy publication-title: Anal. Chem. – volume: 1 start-page: 26 year: 2002 end-page: 33 ident: bib59 article-title: Materials for terahertz science and technology publication-title: Nat. Mater. – volume: 35 start-page: 728 year: Mar. 2016 end-page: 737 ident: bib27 article-title: Compressive deconvolution in medical ultrasound imaging publication-title: IEEE Trans. Med. Imag. – volume: 18 start-page: 36 year: 2001 end-page: 58 ident: bib128 article-title: The JPEG 2000 still image compression standard publication-title: IEEE Signal Process. Mag. – volume: 9 start-page: 171 year: Dec. 2020 ident: bib161 article-title: Miniscope3D: optimized single-shot miniature 3D fluorescence microscopy publication-title: Light Sci. Appl. – volume: 23 start-page: 969 year: Jun. 2007 end-page: 985 ident: bib20 article-title: Sparsity and incoherence in compressive sampling publication-title: Inverse Probl. – volume: 25 start-page: 21 year: 2008 end-page: 30 ident: bib22 article-title: An introduction to compressive sampling: a sensing/sampling paradigm that goes against the common knowledge in data acquisition publication-title: IEEE Signal Process. Mag. – volume: 12 start-page: 1930003 year: Sep. 2019 ident: bib95 article-title: Fast fluorescence lifetime imaging techniques: a review on challenge and development publication-title: J. Innov. Opt. Health Sci. – volume: 39 start-page: 4156 year: 2014 ident: bib170 article-title: L_p regularization for early gate fluorescence molecular tomography publication-title: Opt. Lett. – volume: 1 start-page: 285 year: 2014 ident: bib116 article-title: Single-pixel infrared and visible microscope publication-title: Optica – volume: 4 start-page: 546 year: May 2017 ident: bib144 article-title: Near-common-path interferometer for imaging Fourier-transform spectroscopy in wide-field microscopy publication-title: Optica – volume: 8 start-page: 811 year: 2011 end-page: 819 ident: bib100 article-title: Optical sectioning microscopy with planar or structured illumination publication-title: Nat. Methods – volume: 20 year: 2015 ident: bib158 article-title: Estimation of multiexponential fluorescence decay parameters using compressive sensing publication-title: J. Biomed. Opt. – volume: 340 start-page: 844 year: May 2013 end-page: 847 ident: bib140 article-title: 3D computational imaging with single-pixel detectors publication-title: Science (80-. ) – volume: 25 start-page: 83 year: Mar. 2008 end-page: 91 ident: bib44 article-title: Single-pixel imaging via compressive sampling publication-title: IEEE Signal Process. Mag. – volume: 25 start-page: 1 year: May 2020 ident: bib36 article-title: Fluorescence lifetime imaging microscopy: fundamentals and advances in instrumentation, analysis, and applications publication-title: J. Biomed. Opt. – volume: 1 start-page: 471 issue: 2 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib50 article-title: Fast 3D optical reconstruction in turbid media using spatially modulated light publication-title: Biomed. Opt Express doi: 10.1364/BOE.1.000471 – volume: 516 start-page: 74 issue: 729 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib63 article-title: Single-shot compressed ultrafast photography at one hundred billion frames per second publication-title: Nature doi: 10.1038/nature14005 – volume: 3 start-page: 36 issue: 1 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib120 article-title: Adaptive basis scan by wavelet prediction for single-pixel imaging publication-title: IEEE Trans. Comput. Imaging doi: 10.1109/TCI.2016.2637079 – volume: 316 start-page: 1153 issue: 5828 year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib76 article-title: Far-field optical nanoscopy publication-title: Science doi: 10.1126/science.1137395 – volume: 20 issue: 9 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib158 article-title: Estimation of multiexponential fluorescence decay parameters using compressive sensing publication-title: J. Biomed. Opt. doi: 10.1117/1.JBO.20.9.096003 – volume: 14 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib61 article-title: Image reconstruction from undersampled confocal microscopy data using multiresolution based maximum entropy regularization publication-title: J. Instrum. – volume: 6 start-page: 29181 issue: 1 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib129 article-title: Computational imaging with a balanced detector publication-title: Sci. Rep. doi: 10.1038/srep29181 – volume: 546 start-page: 87 issue: 1 year: 2003 ident: 10.1016/j.pbiomolbio.2021.06.004_bib174 article-title: Spectral imaging and its applications in live cell microscopy publication-title: FEBS Lett. doi: 10.1016/S0014-5793(03)00521-0 – volume: 8 start-page: 1 issue: 1 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib105 article-title: Fluorescence molecular imaging publication-title: Annu. Rev. Biomed. Eng. doi: 10.1146/annurev.bioeng.8.061505.095831 – volume: 106 start-page: 22287 issue: 52 year: 2009 ident: 10.1016/j.pbiomolbio.2021.06.004_bib40 article-title: Fast, background-free, 3D super-resolution optical fluctuation imaging (SOFI) publication-title: Proc. Natl. Acad. Sci. Unit. States Am. doi: 10.1073/pnas.0907866106 – volume: 99 issue: 466 year: 2004 ident: 10.1016/j.pbiomolbio.2021.06.004_bib125 article-title: The elements of statistical learning: data mining, inference, and prediction publication-title: J. Am. Stat. Assoc. doi: 10.1198/jasa.2004.s339 – volume: 43 start-page: 4370 issue: 18 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib106 article-title: Assessing patterns for compressive fluorescence lifetime imaging publication-title: Opt. Lett. doi: 10.1364/OL.43.004370 – volume: 35 start-page: 763 issue: 5 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib124 article-title: Fast image reconstruction in fluoresence optical tomography using data compression publication-title: Opt. Lett. doi: 10.1364/OL.35.000763 – volume: 8 start-page: 2445 issue: 5 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib28 article-title: Reconstruction of super-resolution STORM images using compressed sensing based on low-resolution raw images and interpolation publication-title: Biomed. Opt Express doi: 10.1364/BOE.8.002445 – volume: 10 start-page: 27 issue: 1 year: 2001 ident: 10.1016/j.pbiomolbio.2021.06.004_bib29 article-title: Noiselets publication-title: Appl. Comput. Harmon. Anal. doi: 10.1006/acha.2000.0313 – year: 1979 ident: 10.1016/j.pbiomolbio.2021.06.004_bib73 – volume: 44 start-page: 7564 issue: 35 year: 2005 ident: 10.1016/j.pbiomolbio.2021.06.004_bib74 article-title: Time-resolved Hadamard fluorescence imaging publication-title: Appl. Opt. doi: 10.1364/AO.44.007564 – volume: 19 start-page: 732 issue: 3 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib136 article-title: Single-pixel imaging and its application in three-dimensional reconstruction: a brief review publication-title: Sensors doi: 10.3390/s19030732 – volume: 24 start-page: 623 issue: 6 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib92 article-title: Compressed sensing of scanning transmission electron microscopy (STEM) with nonrectangular scans publication-title: Microsc. Microanal. doi: 10.1017/S143192761801543X – volume: 27 start-page: 5393 issue: 4 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib146 article-title: Multicolor fluorescent imaging by space-constrained computational spectral imaging publication-title: Opt Express doi: 10.1364/OE.27.005393 – start-page: 233 year: 2011 ident: 10.1016/j.pbiomolbio.2021.06.004_bib90 article-title: Blind deconvolution using a normalized sparsity measure – volume: 52 start-page: 1289 issue: 4 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib41 article-title: Compressed sensing publication-title: IEEE Trans. Inf. Theor. doi: 10.1109/TIT.2006.871582 – volume: 35 start-page: 728 issue: 3 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib27 article-title: Compressive deconvolution in medical ultrasound imaging publication-title: IEEE Trans. Med. Imag. doi: 10.1109/TMI.2015.2493241 – volume: 12 start-page: 1930003 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib95 article-title: Fast fluorescence lifetime imaging techniques: a review on challenge and development publication-title: J. Innov. Opt. Health Sci. doi: 10.1142/S1793545819300039 – volume: 247 start-page: 119 issue: 2 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib15 article-title: Fluorescence lifetime imaging - techniques and applications publication-title: J. Microsc. doi: 10.1111/j.1365-2818.2012.03618.x – volume: 25 start-page: 72 issue: 2 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib96 article-title: Compressed sensing MRI publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2007.914728 – volume: 10 start-page: 111 issue: 1 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib108 article-title: Light-sheet microscopy: a tutorial publication-title: Adv. Opt Photon doi: 10.1364/AOP.10.000111 – volume: 21 start-page: 28583 issue: 23 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib9 article-title: Fast compressed sensing analysis for superresolution imaging using L1-homotopy publication-title: Opt Express doi: 10.1364/OE.21.028583 – volume: 4 start-page: 546 issue: 5 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib144 article-title: Near-common-path interferometer for imaging Fourier-transform spectroscopy in wide-field microscopy publication-title: Optica doi: 10.1364/OPTICA.4.000546 – year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib89 – volume: 37 start-page: 4326 issue: 20 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib86 article-title: Preconditioning of the fluorescence diffuse optical tomography sensing matrix based on compressive sensing publication-title: Opt. Lett. doi: 10.1364/OL.37.004326 – volume: 22 start-page: 16945 issue: 14 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib141 article-title: Image transmission through dynamic scattering media by single-pixel photodetection publication-title: Opt Express doi: 10.1364/OE.22.016945 – volume: 1 start-page: 586 issue: 4 year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib60 article-title: Gradient projection for sparse reconstruction: application to compressed sensing and other inverse problems publication-title: IEEE J. Sel. Top. Signal Process. doi: 10.1109/JSTSP.2007.910281 – volume: 59 start-page: 2901 issue: 12 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib171 article-title: Nonconvex regularizations in fluorescence molecular tomography for sparsity enhancement publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/59/12/2901 – volume: 10 issue: 8 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib32 article-title: Accelerated optical projection tomography applied to in vivo imaging of zebrafish publication-title: PloS One doi: 10.1371/journal.pone.0136213 – volume: 83 start-page: 5086 issue: 13 year: 2011 ident: 10.1016/j.pbiomolbio.2021.06.004_bib37 article-title: Multivariate hyperspectral Raman imaging using compressive detection publication-title: Anal. Chem. doi: 10.1021/ac103259v – volume: 12 start-page: 671 issue: 2 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib102 article-title: A variable density sampling scheme for compressive fourier transform interferometry publication-title: SIAM J. Imag. Sci. doi: 10.1137/18M1214111 – year: 2001 ident: 10.1016/j.pbiomolbio.2021.06.004_bib25 – volume: 10076 start-page: 1007613 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib142 article-title: “High speed fluorescence imaging with compressed ultrafast photography,” in high-speed biomedical Imaging and spectroscopy: toward big data Instrumentation and management II – volume: 2 start-page: 920 issue: 12 year: 2005 ident: 10.1016/j.pbiomolbio.2021.06.004_bib30 article-title: Optical sectioning microscopy publication-title: Nat. Methods doi: 10.1038/nmeth815 – volume: 7 start-page: 746 issue: 3 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib166 article-title: Structured illumination temporal compressive microscopy publication-title: Biomed. Opt Express doi: 10.1364/BOE.7.000746 – volume: 44 start-page: 4343 issue: 17 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib151 article-title: Compressive sensing for fast 3-D and random-access two-photon microscopy publication-title: Opt. Lett. doi: 10.1364/OL.44.004343 – volume: 102 start-page: 13081 issue: 37 year: 2005 ident: 10.1016/j.pbiomolbio.2021.06.004_bib71 article-title: Nonlinear structured-illumination microscopy: wide-field fluorescence imaging with theoretically unlimited resolution publication-title: Proc. Natl. Acad. Sci. Unit. States Am. doi: 10.1073/pnas.0406877102 – volume: 8 start-page: 441 issue: 6 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib62 article-title: “Optical hyperspectral imaging in microscopy and spectroscopy – a review of data acquisition publication-title: J. Biophot. doi: 10.1002/jbio.201400051 – volume: 3 start-page: 1116 issue: 1 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib34 article-title: DMD-based LED-illumination Super-resolution and optical sectioning microscopy publication-title: Sci. Rep. doi: 10.1038/srep01116 – volume: 9 start-page: 123 issue: 1 year: 2003 ident: 10.1016/j.pbiomolbio.2021.06.004_bib150 article-title: Shedding light onto live molecular targets publication-title: Nat. Med. doi: 10.1038/nm0103-123 – volume: 9 start-page: 2765 issue: 6 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib160 article-title: Improving mesoscopic fluorescence molecular tomography via preconditioning and regularization publication-title: Biomed. Opt Express doi: 10.1364/BOE.9.002765 – volume: 6 start-page: 4887 issue: 12 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib162 article-title: Wide-field fluorescence molecular tomography with compressive sensing based preconditioning publication-title: Biomed. Opt Express doi: 10.1364/BOE.6.004887 – volume: 23 start-page: 969 issue: 3 year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib20 article-title: Sparsity and incoherence in compressive sampling publication-title: Inverse Probl. doi: 10.1088/0266-5611/23/3/008 – volume: 6 issue: 5 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib122 article-title: Wide-field three-photon excitation in biological samples publication-title: Light Sci. Appl. doi: 10.1038/lsa.2016.255 – volume: 5 start-page: 124 issue: 1 year: 2011 ident: 10.1016/j.pbiomolbio.2021.06.004_bib85 article-title: Terahertz spectroscopy and imaging - modern techniques and applications publication-title: Laser Photon. Rev. doi: 10.1002/lpor.201000011 – volume: 35 start-page: 3676 issue: 21 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib45 article-title: Full-wavelet approach for fluorescence diffuse optical tomography with structured illumination publication-title: Opt. Lett. doi: 10.1364/OL.35.003676 – volume: 23 start-page: 2609 issue: 6 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib87 article-title: Light illumination and detection patterns for fluorescence diffuse optical tomography based on compressive sensing publication-title: IEEE Trans. Image Process. doi: 10.1109/TIP.2014.2300756 – volume: 2 issue: 5 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib48 article-title: Reconstruction of an optical inhomogeneity map improves fluorescence diffuse optical tomography publication-title: Biomed. Phys. Eng. Express doi: 10.1088/2057-1976/2/5/055020 – volume: 2 start-page: 2632 issue: 9 year: 2011 ident: 10.1016/j.pbiomolbio.2021.06.004_bib31 article-title: Split operator method for fluorescence diffuse optical tomography using anisotropic diffusion regularisation with prior anatomical information publication-title: Biomed. Opt Express doi: 10.1364/BOE.2.002632 – volume: 25 start-page: 83 issue: 2 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib44 article-title: Single-pixel imaging via compressive sampling publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2007.914730 – volume: 9 start-page: 171 issue: 1 year: 2020 ident: 10.1016/j.pbiomolbio.2021.06.004_bib161 article-title: Miniscope3D: optimized single-shot miniature 3D fluorescence microscopy publication-title: Light Sci. Appl. doi: 10.1038/s41377-020-00403-7 – volume: 34 start-page: 7395 issue: 31 year: 1995 ident: 10.1016/j.pbiomolbio.2021.06.004_bib4 article-title: Photon-measurement density functions Part I: analytical forms publication-title: Appl. Opt. doi: 10.1364/AO.34.007395 – volume: 18 start-page: 36 issue: 5 year: 2001 ident: 10.1016/j.pbiomolbio.2021.06.004_bib128 article-title: The JPEG 2000 still image compression standard publication-title: IEEE Signal Process. Mag. doi: 10.1109/79.952804 – volume: 63 start-page: 41 issue: 1 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib134 article-title: The potential for bayesian compressive sensing to significantly reduce electron dose in high-resolution STEM images publication-title: Microscopy doi: 10.1093/jmicro/dft042 – volume: vol. 4985 start-page: 14 year: 2003 ident: 10.1016/j.pbiomolbio.2021.06.004_bib49 article-title: Emerging digital micromirror device (DMD) applications – volume: 17 start-page: 20178 issue: 22 year: 2009 ident: 10.1016/j.pbiomolbio.2021.06.004_bib56 article-title: Monte Carlo simulation of photon migration in 3D turbid media accelerated by graphics processing units publication-title: Opt Express doi: 10.1364/OE.17.020178 – volume: 20 start-page: 299 issue: 2 year: 1993 ident: 10.1016/j.pbiomolbio.2021.06.004_bib8 article-title: A finite element approach for modeling photon transport in tissue publication-title: Med. Phys. doi: 10.1118/1.597069 – volume: 8 start-page: 605 issue: 8 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib149 article-title: Terahertz compressive imaging with metamaterial spatial light modulators publication-title: Nat. Photonics doi: 10.1038/nphoton.2014.139 – volume: 25 start-page: 19619 issue: 16 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib168 article-title: Hadamard single-pixel imaging versus Fourier single-pixel imaging publication-title: Opt Express doi: 10.1364/OE.25.019619 – volume: 198 start-page: 82 issue: 2 year: 2000 ident: 10.1016/j.pbiomolbio.2021.06.004_bib70 article-title: Surpassing the lateral resolution limit by a factor of two using structured illumination microscopy publication-title: J. Microsc. doi: 10.1046/j.1365-2818.2000.00710.x – volume: 25 start-page: 14 issue: 2 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib119 article-title: Imaging via compressive sampling: introduction to compressive sampling and recovery via convex programming publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2007.914729 – volume: 34 start-page: 104203 issue: 10 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib148 article-title: Computational spectral imaging based on compressive sensing publication-title: Chin. Phys. Lett. doi: 10.1088/0256-307X/34/10/104203 – start-page: 128 year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib11 article-title: Compressive radar imaging – volume: 305 start-page: 1007 issue: 5686 year: 2004 ident: 10.1016/j.pbiomolbio.2021.06.004_bib81 article-title: Optical sectioning deep inside live embryos by selective plane illumination microscopy publication-title: Science (80- doi: 10.1126/science.1100035 – volume: 20 start-page: 16892 issue: 15 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib137 article-title: Normalized ghost imaging publication-title: Opt Express doi: 10.1364/OE.20.016892 – volume: 93 start-page: 121105 issue: 12 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib24 article-title: A single-pixel terahertz imaging system based on compressed sensing publication-title: Appl. Phys. Lett. doi: 10.1063/1.2989126 – volume: 11 start-page: 2091 issue: 1 year: 2020 ident: 10.1016/j.pbiomolbio.2021.06.004_bib147 article-title: Single-shot ultrafast imaging attaining 70 trillion frames per second publication-title: Nat. Commun. doi: 10.1038/s41467-020-15745-4 – volume: 27 start-page: 4562 issue: 4 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib39 article-title: Differential single-pixel camera enabling low-cost microscopy in near-infrared spectral region publication-title: Opt Express doi: 10.1364/OE.27.004562 – volume: 340 start-page: 844 issue: 6134 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib140 article-title: 3D computational imaging with single-pixel detectors publication-title: Science (80-. ) doi: 10.1126/science.1234454 – volume: 46 start-page: 5293 issue: 22 year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib104 article-title: Optical architectures for compressive imaging publication-title: Appl. Opt. doi: 10.1364/AO.46.005293 – volume: 44 start-page: 4981 issue: 20 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib152 article-title: Optimal compressive multiphoton imaging at depth using single-pixel detection publication-title: Opt. Lett. doi: 10.1364/OL.44.004981 – volume: 18 start-page: 11181 issue: 11 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib17 article-title: Lensfree on-chip microscopy over a wide field-of-view using pixel super-resolution publication-title: Opt Express doi: 10.1364/OE.18.011181 – volume: 7 start-page: 274 issue: 4 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib110 article-title: Functional patterned multiphoton excitation deep inside scattering tissue publication-title: Nat. Photonics doi: 10.1038/nphoton.2013.9 – volume: 1 start-page: 285 issue: 5 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib116 article-title: Single-pixel infrared and visible microscope publication-title: Optica doi: 10.1364/OPTICA.1.000285 – volume: 45 start-page: 966 issue: 4 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib58 article-title: Compressed sensing for body MRI publication-title: J. Magn. Reson. Imag. doi: 10.1002/jmri.25547 – volume: 11 start-page: 1 issue: 1 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib169 article-title: Fast frequency-domain compressed sensing analysis for high-density super-resolution imaging using orthogonal matching pursuit publication-title: IEEE Photonics J. – year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib139 – volume: 83 start-page: 4342 issue: 12 year: 2011 ident: 10.1016/j.pbiomolbio.2021.06.004_bib14 article-title: Terahertz spectroscopy publication-title: Anal. Chem. doi: 10.1021/ac200907z – volume: 367 start-page: 4273 issue: 1906 year: 2009 ident: 10.1016/j.pbiomolbio.2021.06.004_bib43 article-title: Observed universality of phase transitions in high-dimensional geometry, with implications for modern data analysis and signal processing publication-title: Philos. Trans. R. Soc. A Math. Phys. Eng. Sci. doi: 10.1098/rsta.2009.0152 – volume: 10 start-page: 1327 issue: 1 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib112 article-title: Compressive three-dimensional super-resolution microscopy with speckle-saturated fluorescence excitation publication-title: Nat. Commun. doi: 10.1038/s41467-019-09297-5 – volume: 35 start-page: 688 issue: 5 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib117 article-title: Hybrid Fourier-real space method for diffuse optical tomography publication-title: Opt. Lett. doi: 10.1364/OL.35.000688 – start-page: CWP1 year: 2005 ident: 10.1016/j.pbiomolbio.2021.06.004_bib172 article-title: Simultaneous spatial and temporal focusing of femtosecond pulses – volume: 34 start-page: 8026 issue: 34 year: 1995 ident: 10.1016/j.pbiomolbio.2021.06.004_bib7 article-title: Photon-measurement density functions Part 2: finite-element-method calculations publication-title: Appl. Opt. doi: 10.1364/AO.34.008026 – volume: 26 start-page: 10550 issue: 8 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib121 article-title: Time-resolved multispectral imaging based on an adaptive single-pixel camera publication-title: Opt Express doi: 10.1364/OE.26.010550 – volume: 3 start-page: 795 issue: 8 year: 2004 ident: 10.1016/j.pbiomolbio.2021.06.004_bib54 article-title: Time-domain fluorescence lifetime imaging applied to biological tissue publication-title: Photochem. Photobiol. Sci. doi: 10.1039/b316456j – volume: 25 start-page: 21 issue: 2 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib22 article-title: An introduction to compressive sampling: a sensing/sampling paradigm that goes against the common knowledge in data acquisition publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2007.914731 – volume: 3 start-page: 517 issue: 5 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib114 article-title: Compressive light-field microscopy for 3D neural activity recording publication-title: Optica doi: 10.1364/OPTICA.3.000517 – volume: 39 start-page: 3888 issue: 13 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib118 article-title: Resolution analysis in computational imaging with patterned illumination and bucket detection publication-title: Opt. Lett. doi: 10.1364/OL.39.003888 – year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib51 article-title: Principles and prospects for single-pixel imaging publication-title: Nat. Photonics doi: 10.1038/s41566-018-0300-7 – volume: 24 start-page: 30038 issue: 26 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib113 article-title: Compressed sensing laser scanning microscopy publication-title: Opt Express doi: 10.1364/OE.24.030038 – volume: 55 start-page: 4808 issue: 18 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib88 article-title: Extended-field coverage hyperspectral camera based on a single-pixel technique publication-title: Appl. Opt. doi: 10.1364/AO.55.004808 – volume: 13 start-page: 1468 issue: 5 year: 2005 ident: 10.1016/j.pbiomolbio.2021.06.004_bib109 article-title: Scanningless depth-resolved microscopy publication-title: Opt Express doi: 10.1364/OPEX.13.001468 – volume: 248 start-page: 73 issue: 4951 year: 1990 ident: 10.1016/j.pbiomolbio.2021.06.004_bib38 article-title: Two-photon laser scanning fluorescence microscopy publication-title: Science (80-. ) doi: 10.1126/science.2321027 – volume: 6 start-page: 8486 issue: 1 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib103 article-title: Terahertz-driven linear electron acceleration publication-title: Nat. Commun. doi: 10.1038/ncomms9486 – volume: 7 start-page: 93 issue: 2 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib78 article-title: Advances in multiphoton microscopy technology publication-title: Nat. Photonics doi: 10.1038/nphoton.2012.361 – volume: 7 start-page: 3464 issue: 1 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib138 article-title: A Russian Dolls ordering of the Hadamard basis for compressive single-pixel imaging publication-title: Sci. Rep. doi: 10.1038/s41598-017-03725-6 – volume: 52 start-page: 144001 issue: 14 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib111 article-title: Compressed Hadamard microscopy for high-speed optically sectioned neuronal activity recordings publication-title: J. Phys. D Appl. Phys. doi: 10.1088/1361-6463/aafe88 – volume: 39 start-page: 4156 issue: 14 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib170 article-title: L_p regularization for early gate fluorescence molecular tomography publication-title: Opt. Lett. doi: 10.1364/OL.39.004156 – volume: 106 start-page: 2443 issue: 11 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib67 article-title: High-Density 3D single molecular analysis based on compressed sensing publication-title: Biophys. J. doi: 10.1016/j.bpj.2014.04.021 – volume: 9 start-page: 721 issue: 7 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib173 article-title: Faster STORM using compressed sensing publication-title: Nat. Methods doi: 10.1038/nmeth.1978 – volume: 6 start-page: 902 issue: 3 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib80 article-title: 3D multifocus astigmatism and compressed sensing (3D MACS) based superresolution reconstruction publication-title: Biomed. Opt Express doi: 10.1364/BOE.6.000902 – volume: 59 start-page: 1207 issue: 8 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib23 article-title: Stable signal recovery from incomplete and inaccurate measurements publication-title: Commun. Pure Appl. Math. doi: 10.1002/cpa.20124 – volume: vol. 9922 start-page: 99221B year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib52 article-title: Real-time 3D video utilizing a compressed sensing time-of-flight single-pixel camera – volume: 5 start-page: 14300 issue: 1 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib130 article-title: High-resolution adaptive imaging with a single photodiode publication-title: Sci. Rep. doi: 10.1038/srep14300 – volume: 4 start-page: 120802 issue: 12 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib19 article-title: A hyperspectral microscope based on an ultrastable common-path interferometer publication-title: APL Photonics doi: 10.1063/1.5129860 – start-page: 32 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib99 article-title: Reducing data acquisition for fast structured illumination microscopy using compressed sensing – volume: 26 start-page: 18238 issue: 14 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib132 article-title: Sparsity-based super-resolution microscopy from correlation information publication-title: Opt Express doi: 10.1364/OE.26.018238 – volume: 98 start-page: 1021 issue: 6 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib133 article-title: Astronomical data analysis and sparsity: from wavelets to compressed sensing publication-title: Proc. IEEE doi: 10.1109/JPROC.2009.2025663 – start-page: 429 year: 2009 ident: 10.1016/j.pbiomolbio.2021.06.004_bib165 article-title: Compressive confocal microscopy – volume: 42 start-page: 2822 issue: 14 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib57 article-title: Multiple-view diffuse optical tomography system based on time-domain compressive measurements publication-title: Opt. Lett. doi: 10.1364/OL.42.002822 – volume: 18 issue: 2 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib47 article-title: Fluorescence molecular tomography of an animal model using structured light rotating view acquisition publication-title: J. Biomed. Opt. doi: 10.1117/1.JBO.18.2.020503 – year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib83 article-title: Direct intensity modulation and wireless data transmission characteristics of terahertz-oscillating resonant tunnelling diodes publication-title: Electron. Lett. doi: 10.1049/el.2012.0849 – volume: 40 start-page: 304 issue: 2 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib98 article-title: Fluorescence lifetime techniques in medical applications publication-title: Ann. Biomed. Eng. doi: 10.1007/s10439-011-0495-y – volume: 11 start-page: 1556 issue: 13 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib107 article-title: Multi-spectral lidar: radiometric calibration, canopy spectral reflectance, and vegetation vertical SVI profiles publication-title: Rem. Sens. doi: 10.3390/rs11131556 – volume: 6 start-page: 1515 issue: 12 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib93 article-title: Single-frame wide-field nanoscopy based on ghost imaging via sparsity constraints publication-title: Optica doi: 10.1364/OPTICA.6.001515 – volume: 4 start-page: eaau1338 issue: 10 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib55 article-title: Wide-field multiphoton imaging through scattering media without correction publication-title: Sci. Adv. doi: 10.1126/sciadv.aau1338 – volume: 26 start-page: 15623 issue: 12 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib127 article-title: Low-cost single-pixel 3D imaging by using an LED array publication-title: Opt Express doi: 10.1364/OE.26.015623 – volume: 5 start-page: 10669 issue: 1 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib53 article-title: Simultaneous real-time visible and infrared video with single-pixel detectors publication-title: Sci. Rep. doi: 10.1038/srep10669 – volume: 15 start-page: R41 issue: 2 year: 1999 ident: 10.1016/j.pbiomolbio.2021.06.004_bib5 article-title: Optical tomography in medical imaging publication-title: Inverse Probl. doi: 10.1088/0266-5611/15/2/022 – volume: 24 start-page: 8202 issue: 8 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib101 article-title: Hadamard-transform fluorescence-lifetime imaging publication-title: Opt Express doi: 10.1364/OE.24.008202 – volume: 52 start-page: 5406 issue: 12 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib21 article-title: Near-optimal signal recovery from random projections: universal encoding strategies? publication-title: IEEE Trans. Inf. Theor. doi: 10.1109/TIT.2006.885507 – volume: 4 start-page: 674 issue: 6 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib66 article-title: Digital micromirror device-based two-photon microscopy for three-dimensional and random-access imaging publication-title: Optica doi: 10.1364/OPTICA.4.000674 – volume: 113 start-page: 551 issue: 4 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib131 article-title: Single-pixel polarimetric imaging spectrometer by compressive sensing publication-title: Appl. Phys. B Laser Opt. doi: 10.1007/s00340-013-5506-2 – volume: 5 start-page: 15348 issue: 1 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib145 article-title: Light-induced cell damage in live-cell super-resolution microscopy publication-title: Sci. Rep. doi: 10.1038/srep15348 – volume: 47 start-page: 2845 issue: 7 year: 2001 ident: 10.1016/j.pbiomolbio.2021.06.004_bib42 article-title: Uncertainty principles and ideal atomic decomposition publication-title: IEEE Trans. Inf. Theor. doi: 10.1109/18.959265 – volume: 43 start-page: 3977 issue: 16 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib156 article-title: Fast analysis method for stochastic optical reconstruction microscopy using multiple measurement vector model sparse Bayesian learning publication-title: Opt. Lett. doi: 10.1364/OL.43.003977 – volume: 138 start-page: 4982 issue: 17 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib153 article-title: Digital compressive chemical quantitation and hyperspectral imaging publication-title: Analyst doi: 10.1039/c3an00309d – volume: 23 start-page: 29639 issue: 23 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib68 article-title: Compressive sensing based high-speed time-stretch optical microscopy for two-dimensional image acquisition publication-title: Opt Express doi: 10.1364/OE.23.029639 – volume: 58 start-page: R37 issue: 11 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib84 article-title: Optical properties of biological tissues: a review publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/58/11/R37 – volume: 59 start-page: R1 issue: 1 year: 2014 ident: 10.1016/j.pbiomolbio.2021.06.004_bib35 article-title: Small animal fluorescence and bioluminescence tomography: a review of approaches, algorithms and technology update publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/59/1/R1 – volume: 21 start-page: 23822 issue: 20 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib79 article-title: Photon counting compressive depth mapping publication-title: Opt Express doi: 10.1364/OE.21.023822 – volume: 3 start-page: 2098 issue: 1 year: 2013 ident: 10.1016/j.pbiomolbio.2021.06.004_bib12 article-title: Probing carrier lifetimes in photovoltaic materials using subsurface two-photon microscopy publication-title: Sci. Rep. doi: 10.1038/srep02098 – volume: 11 start-page: 411 issue: 7 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib115 article-title: Compressive hyperspectral time-resolved wide-field fluorescence lifetime imaging publication-title: Nat. Photonics doi: 10.1038/nphoton.2017.82 – volume: 8 start-page: 26 issue: 1 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib164 article-title: Fast quantitative wide-field fluorescence lifetime imaging with compressed sensing – a deep learning approach publication-title: Light Sci. Appl. doi: 10.1038/s41377-019-0138-x – start-page: 1 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib2 – volume: 24 start-page: 1 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib3 article-title: Review of structured light in diffuse optical imaging publication-title: J. Biomed. Opt. doi: 10.1117/1.JBO.24.7.071602 – volume: 1 start-page: 26 issue: 1 year: 2002 ident: 10.1016/j.pbiomolbio.2021.06.004_bib59 article-title: Materials for terahertz science and technology publication-title: Nat. Mater. doi: 10.1038/nmat708 – volume: 8 start-page: 811 issue: 10 year: 2011 ident: 10.1016/j.pbiomolbio.2021.06.004_bib100 article-title: Optical sectioning microscopy with planar or structured illumination publication-title: Nat. Methods doi: 10.1038/nmeth.1709 – volume: 43 start-page: 2989 issue: 12 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib1 article-title: Widefield compressive multiphoton microscopy publication-title: Opt. Lett. doi: 10.1364/OL.43.002989 – volume: 25 start-page: 123010 issue: 12 year: 2009 ident: 10.1016/j.pbiomolbio.2021.06.004_bib6 article-title: Optical tomography: forward and inverse problems publication-title: Inverse Probl. doi: 10.1088/0266-5611/25/12/123010 – start-page: 1 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib157 article-title: Compressive hyperspectral microscopy of nanomaterials – volume: 24 start-page: 118 issue: 4 year: 2007 ident: 10.1016/j.pbiomolbio.2021.06.004_bib10 article-title: Compressive sensing [lecture notes] publication-title: IEEE Signal Process. Mag. doi: 10.1109/MSP.2007.4286571 – volume: 9 start-page: 1 issue: 1 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib69 article-title: High-speed compressive microscopy of flowing cells using sinusoidal illumination patterns publication-title: IEEE Photonics J. – volume: 25 start-page: 13668 issue: 12 year: 2017 ident: 10.1016/j.pbiomolbio.2021.06.004_bib154 article-title: Faster and less phototoxic 3D fluorescence microscopy using a versatile compressed sensing scheme publication-title: Opt Express doi: 10.1364/OE.25.013668 – volume: 18 start-page: 26631 issue: 25 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib64 article-title: Super-resolution and reconstruction of sparse sub-wavelength images: erratum publication-title: Opt Express doi: 10.1364/OE.18.026631 – year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib75 – volume: 31 start-page: 890 issue: 2 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib143 article-title: Probing the pareto frontier for basis pursuit solutions publication-title: SIAM J. Sci. Comput. doi: 10.1137/080714488 – volume: 3 start-page: 793 issue: 10 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib126 article-title: Sub-diffraction-limit imaging by stochastic optical reconstruction microscopy (STORM) publication-title: Nat. Methods doi: 10.1038/nmeth929 – volume: 10 start-page: 5776 issue: 11 year: 2019 ident: 10.1016/j.pbiomolbio.2021.06.004_bib18 article-title: Spatially modulated illumination allows for light sheet fluorescence microscopy with an incoherent source and compressive sensing publication-title: Biomed. Opt Express doi: 10.1364/BOE.10.005776 – volume: 28 start-page: 8384 issue: 6 year: 2020 ident: 10.1016/j.pbiomolbio.2021.06.004_bib91 article-title: On-chip fluorescence microscopy with a random microlens diffuser publication-title: Opt Express doi: 10.1364/OE.382055 – volume: 6 start-page: 6225 issue: 1 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib167 article-title: Single-pixel imaging by means of Fourier spectrum acquisition publication-title: Nat. Commun. doi: 10.1038/ncomms7225 – volume: 8 start-page: 2369 issue: 1 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib77 article-title: Deep learning for real-time single-pixel video publication-title: Sci. Rep. doi: 10.1038/s41598-018-20521-y – volume: 18 start-page: 24565 issue: 24 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib155 article-title: Experimental demonstration of an optical-sectioning compressive sensing microscope (CSM) publication-title: Opt Express doi: 10.1364/OE.18.024565 – volume: 35 start-page: 660 issue: 2 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib26 article-title: Prior image constrained compressed sensing (PICCS): a method to accurately reconstruct dynamic CT images from highly undersampled projection data sets publication-title: Med. Phys. doi: 10.1118/1.2836423 – volume: 62 start-page: 248 issue: 1 year: 2015 ident: 10.1016/j.pbiomolbio.2021.06.004_bib159 article-title: High-resolution mesoscopic fluorescence molecular tomography based on compressive sensing publication-title: IEEE Trans. Biomed. Eng. doi: 10.1109/TBME.2014.2347284 – volume: vol. 1609 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib123 – volume: 57 start-page: 3811 issue: 12 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib46 article-title: A virtual source pattern method for fluorescence tomography with structured light publication-title: Phys. Med. Biol. doi: 10.1088/0031-9155/57/12/3811 – volume: 26 start-page: 32451 issue: 25 year: 2018 ident: 10.1016/j.pbiomolbio.2021.06.004_bib94 article-title: Single-pixel phase and fluorescence microscope publication-title: Opt Express doi: 10.1364/OE.26.032451 – volume: 109 start-page: E1679 issue: 26 year: 2012 ident: 10.1016/j.pbiomolbio.2021.06.004_bib135 article-title: Compressive fluorescence microscopy for biological and hyperspectral imaging publication-title: Proc. Natl. Acad. Sci. Unit. States Am. doi: 10.1073/pnas.1119511109 – volume: 49 start-page: B59 issue: 10 year: 2010 ident: 10.1016/j.pbiomolbio.2021.06.004_bib33 article-title: Identification of fluorescent beads using a coded aperture snapshot spectral imager publication-title: Appl. Opt. doi: 10.1364/AO.49.000B59 – volume: 25 start-page: 1 year: 2020 ident: 10.1016/j.pbiomolbio.2021.06.004_bib36 article-title: Fluorescence lifetime imaging microscopy: fundamentals and advances in instrumentation, analysis, and applications publication-title: J. Biomed. Opt. doi: 10.1117/1.JBO.25.7.071203 – volume: 313 start-page: 1642 issue: 5793 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib16 article-title: Imaging intracellular fluorescent proteins at nanometer resolution publication-title: Science doi: 10.1126/science.1127344 – year: 2020 ident: 10.1016/j.pbiomolbio.2021.06.004_bib97 – volume: 3 start-page: 26 issue: 1 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib82 article-title: Single-pixel optical camera for video rate ultrasonic imaging publication-title: Optica doi: 10.1364/OPTICA.3.000026 – volume: 33 start-page: 2836 issue: 23 year: 2008 ident: 10.1016/j.pbiomolbio.2021.06.004_bib13 article-title: Temporal propagation of spatial information in turbid media publication-title: Opt. Lett. doi: 10.1364/OL.33.002836 – volume: 7 start-page: 171 issue: 1 year: 2016 ident: 10.1016/j.pbiomolbio.2021.06.004_bib163 article-title: Generalized mesh-based Monte Carlo for wide-field illumination and detection via mesh retessellation publication-title: Biomed. Opt Express doi: 10.1364/BOE.7.000171 – volume: 2 start-page: 35 issue: 1 year: 2006 ident: 10.1016/j.pbiomolbio.2021.06.004_bib72 article-title: A survey of nonlinear conjugate gradient methods publication-title: Pacific J. Optim. – volume: C–26 start-page: 435 issue: 5 year: 1977 ident: 10.1016/j.pbiomolbio.2021.06.004_bib65 article-title: Natural, dyadic, and sequency order algorithms and processors for the Walsh-Hadamard transform publication-title: IEEE Trans. Comput. doi: 10.1109/TC.1977.1674860 |
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