Deep learning in photoacoustic imaging (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "Deep learning in photoacoustic imaging" in English language version.

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45nih.gov

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38doi.org

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3optica.org

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1archives-ouvertes.fr

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1cwi.nl

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archives-ouvertes.fr

hal.archives-ouvertes.fr

Bossy, Emmanuel; Daoudi, Khalid; Boccara, Albert-Claude; Tanter, Mickael; Aubry, Jean-François; Montaldo, Gabriel; Fink, Mathias (2006-10-30). "Time reversal of photoacoustic waves" (PDF). Applied Physics Letters. 89 (18): 184108. Bibcode:2006ApPhL..89r4108B. doi:10.1063/1.2382732. ISSN 0003-6951. S2CID 121195599.

arxiv.org

Guan, Steven; Khan, Amir A.; Sikdar, Siddhartha; Chitnis, Parag V. (February 2020). "Fully Dense UNet for 2-D Sparse Photoacoustic Tomography Artifact Removal". IEEE Journal of Biomedical and Health Informatics. 24 (2): 568–576. arXiv:1808.10848. doi:10.1109/jbhi.2019.2912935. ISSN 2168-2194. PMID 31021809. S2CID 52143594.
Awasthi, Navchetan; Pardasani, Rohit; Sandeep Kumar Kalva; Pramanik, Manojit; Yalavarthy, Phaneendra K. (2020). "Sinogram super-resolution and denoising convolutional neural network (SRCN) for limited data photoacoustic tomography". arXiv:2001.06434 [eess.IV].
Simonyan, Karen; Zisserman, Andrew (2015-04-10). "Very Deep Convolutional Networks for Large-Scale Image Recognition". arXiv:1409.1556 [cs.CV].
Agranovsky, Mark; Kuchment, Peter (2007-08-28). "Uniqueness of reconstruction and an inversion procedure for thermoacoustic and photoacoustic tomography with variable sound speed". Inverse Problems. 23 (5): 2089–2102. arXiv:0706.0598. Bibcode:2007InvPr..23.2089A. doi:10.1088/0266-5611/23/5/016. ISSN 0266-5611. S2CID 17810059.
Ronneberger, Olaf; Fischer, Philipp; Brox, Thomas (2015), "U-Net: Convolutional Networks for Biomedical Image Segmentation", Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015, Lecture Notes in Computer Science, vol. 9351, Springer International Publishing, pp. 234–241, arXiv:1505.04597, Bibcode:2015arXiv150504597R, doi:10.1007/978-3-319-24574-4_28, ISBN 978-3-319-24573-7, S2CID 3719281
Sandbichler, M.; Krahmer, F.; Berer, T.; Burgholzer, P.; Haltmeier, M. (January 2015). "A Novel Compressed Sensing Scheme for Photoacoustic Tomography". SIAM Journal on Applied Mathematics. 75 (6): 2475–2494. arXiv:1501.04305. Bibcode:2015arXiv150104305S. doi:10.1137/141001408. ISSN 0036-1399. S2CID 15701831.
Haltmeier, Markus; Sandbichler, Michael; Berer, Thomas; Bauer-Marschallinger, Johannes; Burgholzer, Peter; Nguyen, Linh (June 2018). "A sparsification and reconstruction strategy for compressed sensing photoacoustic tomography". The Journal of the Acoustical Society of America. 143 (6): 3838–3848. arXiv:1801.00117. Bibcode:2018ASAJ..143.3838H. doi:10.1121/1.5042230. ISSN 0001-4966. PMID 29960458. S2CID 49643233.
Guan, Steven; Khan, Amir A.; Sikdar, Siddhartha; Chitnis, Parag V. (2020). "Limited View and Sparse Photoacoustic Tomography for Neuroimaging with Deep Learning". Scientific Reports. 10 (1): 8510. arXiv:1911.04357. Bibcode:2020NatSR..10.8510G. doi:10.1038/s41598-020-65235-2. PMC 7244747. PMID 32444649.

caltech.edu

authors.library.caltech.edu

Xu, Yuan; Wang, Lihong V.; Ambartsoumian, Gaik; Kuchment, Peter (2004-03-11). "Reconstructions in limited-view thermoacoustic tomography" (PDF). Medical Physics. 31 (4): 724–733. Bibcode:2004MedPh..31..724X. doi:10.1118/1.1644531. ISSN 0094-2405. PMID 15124989.

cwi.nl

ir.cwi.nl

Hauptmann, Andreas; Lucka, Felix; Betcke, Marta; Huynh, Nam; Adler, Jonas; Cox, Ben; Beard, Paul; Ourselin, Sebastien; Arridge, Simon (June 2018). "Model-Based Learning for Accelerated, Limited-View 3-D Photoacoustic Tomography". IEEE Transactions on Medical Imaging. 37 (6): 1382–1393. doi:10.1109/TMI.2018.2820382. ISSN 1558-254X. PMC 7613684. PMID 29870367. S2CID 4321879.

doi.org

Wang, Lihong V. (2009-08-29). "Multiscale photoacoustic microscopy and computed tomography". Nature Photonics. 3 (9): 503–509. Bibcode:2009NaPho...3..503W. doi:10.1038/nphoton.2009.157. ISSN 1749-4885. PMC 2802217. PMID 20161535.
Beard, Paul (2011-08-06). "Biomedical photoacoustic imaging". Interface Focus. 1 (4): 602–631. doi:10.1098/rsfs.2011.0028. ISSN 2042-8898. PMC 3262268. PMID 22866233.
Xu, Minghua; Wang, Lihong V. (2005-01-19). "Universal back-projection algorithm for photoacoustic computed tomography". Physical Review E. 71 (1): 016706. Bibcode:2005PhRvE..71a6706X. doi:10.1103/PhysRevE.71.016706. hdl:1969.1/180492. PMID 15697763.
Kalva, Sandeep Kumar; Pramanik, Manojit (August 2016). "Experimental validation of tangential resolution improvement in photoacoustic tomography using modified delay-and-sum reconstruction algorithm". Journal of Biomedical Optics. 21 (8): 086011. Bibcode:2016JBO....21h6011K. doi:10.1117/1.JBO.21.8.086011. hdl:10356/82178. ISSN 1083-3668. PMID 27548773.
Bossy, Emmanuel; Daoudi, Khalid; Boccara, Albert-Claude; Tanter, Mickael; Aubry, Jean-François; Montaldo, Gabriel; Fink, Mathias (2006-10-30). "Time reversal of photoacoustic waves" (PDF). Applied Physics Letters. 89 (18): 184108. Bibcode:2006ApPhL..89r4108B. doi:10.1063/1.2382732. ISSN 0003-6951. S2CID 121195599.
Treeby, Bradley E; Zhang, Edward Z; Cox, B T (2010-09-24). "Photoacoustic tomography in absorbing acoustic media using time reversal". Inverse Problems. 26 (11): 115003. Bibcode:2010InvPr..26k5003T. doi:10.1088/0266-5611/26/11/115003. ISSN 0266-5611. S2CID 14745088.
Wang, Lihong V.; Yao, Junjie (2016-07-28). "A Practical Guide to Photoacoustic Tomography in the Life Sciences". Nature Methods. 13 (8): 627–638. doi:10.1038/nmeth.3925. ISSN 1548-7091. PMC 4980387. PMID 27467726.
Reiter, Austin; Bell, Muyinatu A Lediju (2017-03-03). Oraevsky, Alexander A; Wang, Lihong V (eds.). "A machine learning approach to identifying point source locations in photoacoustic data". Photons Plus Ultrasound: Imaging and Sensing 2017. 10064. International Society for Optics and Photonics: 100643J. Bibcode:2017SPIE10064E..3JR. doi:10.1117/12.2255098. S2CID 35030143.
Allman, Derek; Reiter, Austin; Bell, Muyinatu A. Lediju (June 2018). "Photoacoustic Source Detection and Reflection Artifact Removal Enabled by Deep Learning". IEEE Transactions on Medical Imaging. 37 (6): 1464–1477. doi:10.1109/TMI.2018.2829662. ISSN 1558-254X. PMC 6075868. PMID 29870374.
Antholzer, Stephan; Haltmeier, Markus; Schwab, Johannes (2019-07-03). "Deep learning for photoacoustic tomography from sparse data". Inverse Problems in Science and Engineering. 27 (7): 987–1005. doi:10.1080/17415977.2018.1518444. ISSN 1741-5977. PMC 6474723. PMID 31057659.
Guan, Steven; Khan, Amir A.; Sikdar, Siddhartha; Chitnis, Parag V. (February 2020). "Fully Dense UNet for 2-D Sparse Photoacoustic Tomography Artifact Removal". IEEE Journal of Biomedical and Health Informatics. 24 (2): 568–576. arXiv:1808.10848. doi:10.1109/jbhi.2019.2912935. ISSN 2168-2194. PMID 31021809. S2CID 52143594.
Davoudi, Neda; Deán-Ben, Xosé Luís; Razansky, Daniel (2019-09-16). "Deep learning optoacoustic tomography with sparse data". Nature Machine Intelligence. 1 (10): 453–460. doi:10.1038/s42256-019-0095-3. ISSN 2522-5839. S2CID 202640890.
Hauptmann, Andreas; Lucka, Felix; Betcke, Marta; Huynh, Nam; Adler, Jonas; Cox, Ben; Beard, Paul; Ourselin, Sebastien; Arridge, Simon (June 2018). "Model-Based Learning for Accelerated, Limited-View 3-D Photoacoustic Tomography". IEEE Transactions on Medical Imaging. 37 (6): 1382–1393. doi:10.1109/TMI.2018.2820382. ISSN 1558-254X. PMC 7613684. PMID 29870367. S2CID 4321879.
Vu, Tri; Li, Mucong; Humayun, Hannah; Zhou, Yuan; Yao, Junjie (2020-03-25). "Feature article: A generative adversarial network for artifact removal in photoacoustic computed tomography with a linear-array transducer". Experimental Biology and Medicine. 245 (7): 597–605. doi:10.1177/1535370220914285. ISSN 1535-3702. PMC 7153213. PMID 32208974.
Waibel, Dominik; Gröhl, Janek; Isensee, Fabian; Kirchner, Thomas; Maier-Hein, Klaus; Maier-Hein, Lena (2018-02-19). "Reconstruction of initial pressure from limited view photoacoustic images using deep learning". In Wang, Lihong V; Oraevsky, Alexander A (eds.). Photons Plus Ultrasound: Imaging and Sensing 2018. Vol. 10494. International Society for Optics and Photonics. pp. 104942S. Bibcode:2018SPIE10494E..2SW. doi:10.1117/12.2288353. ISBN 9781510614734. S2CID 57745829.
Awasthi, Navchetan (28 February 2020). "Deep Neural Network Based Sinogram Super-resolution and Bandwidth Enhancement for Limited-data Photoacoustic Tomography". IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 67 (12): 2660–2673. doi:10.1109/TUFFC.2020.2977210. hdl:10356/146551. PMID 32142429. S2CID 212621872.
Gutta, Sreedevi; Kadimesetty, Venkata Suryanarayana; Kalva, Sandeep Kumar; Pramanik, Manojit; Ganapathy, Sriram; Yalavarthy, Phaneendra K. (2017-11-02). "Deep neural network-based bandwidth enhancement of photoacoustic data". Journal of Biomedical Optics. 22 (11): 116001. Bibcode:2017JBO....22k6001G. doi:10.1117/1.jbo.22.11.116001. hdl:10356/86305. ISSN 1083-3668. PMID 29098811.
Johnstonbaugh, Kerrick; Agrawal, Sumit; Durairaj, Deepit Abhishek; Fadden, Christopher; Dangi, Ajay; Karri, Sri Phani Krishna; Kothapalli, Sri-Rajasekhar (December 2020). "A Deep Learning approach to Photoacoustic Wavefront Localization in Deep-Tissue Medium". IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 67 (12): 2649–2659. doi:10.1109/tuffc.2020.2964698. ISSN 0885-3010. PMC 7769001. PMID 31944951.
Awasthi, Navchetan (3 April 2019). "PA-Fuse: deep supervised approach for the fusion of photoacoustic images with distinct reconstruction characteristics". Published in: Biomedical Optics Express. 10 (5): 2227–2243. doi:10.1364/BOE.10.002227. PMC 6524595. PMID 31149371.
Agranovsky, Mark; Kuchment, Peter (2007-08-28). "Uniqueness of reconstruction and an inversion procedure for thermoacoustic and photoacoustic tomography with variable sound speed". Inverse Problems. 23 (5): 2089–2102. arXiv:0706.0598. Bibcode:2007InvPr..23.2089A. doi:10.1088/0266-5611/23/5/016. ISSN 0266-5611. S2CID 17810059.
Ronneberger, Olaf; Fischer, Philipp; Brox, Thomas (2015), "U-Net: Convolutional Networks for Biomedical Image Segmentation", Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015, Lecture Notes in Computer Science, vol. 9351, Springer International Publishing, pp. 234–241, arXiv:1505.04597, Bibcode:2015arXiv150504597R, doi:10.1007/978-3-319-24574-4_28, ISBN 978-3-319-24573-7, S2CID 3719281
Xu, Yuan; Wang, Lihong V.; Ambartsoumian, Gaik; Kuchment, Peter (2004-03-11). "Reconstructions in limited-view thermoacoustic tomography" (PDF). Medical Physics. 31 (4): 724–733. Bibcode:2004MedPh..31..724X. doi:10.1118/1.1644531. ISSN 0094-2405. PMID 15124989.
Huang, Bin; Xia, Jun; Maslov, Konstantin; Wang, Lihong V. (2013-11-27). "Improving limited-view photoacoustic tomography with an acoustic reflector". Journal of Biomedical Optics. 18 (11): 110505. Bibcode:2013JBO....18k0505H. doi:10.1117/1.jbo.18.11.110505. ISSN 1083-3668. PMC 3818029. PMID 24285421.
Xia, Jun; Chatni, Muhammad R.; Maslov, Konstantin; Guo, Zijian; Wang, Kun; Anastasio, Mark; Wang, Lihong V. (2012). "Whole-body ring-shaped confocal photoacoustic computed tomography of small animals in vivo". Journal of Biomedical Optics. 17 (5): 050506. Bibcode:2012JBO....17e0506X. doi:10.1117/1.jbo.17.5.050506. ISSN 1083-3668. PMC 3382342. PMID 22612121.
Sandbichler, M.; Krahmer, F.; Berer, T.; Burgholzer, P.; Haltmeier, M. (January 2015). "A Novel Compressed Sensing Scheme for Photoacoustic Tomography". SIAM Journal on Applied Mathematics. 75 (6): 2475–2494. arXiv:1501.04305. Bibcode:2015arXiv150104305S. doi:10.1137/141001408. ISSN 0036-1399. S2CID 15701831.
Provost, J.; Lesage, F. (April 2009). "The Application of Compressed Sensing for Photo-Acoustic Tomography". IEEE Transactions on Medical Imaging. 28 (4): 585–594. doi:10.1109/tmi.2008.2007825. ISSN 0278-0062. PMID 19272991. S2CID 11398335.
Haltmeier, Markus; Sandbichler, Michael; Berer, Thomas; Bauer-Marschallinger, Johannes; Burgholzer, Peter; Nguyen, Linh (June 2018). "A sparsification and reconstruction strategy for compressed sensing photoacoustic tomography". The Journal of the Acoustical Society of America. 143 (6): 3838–3848. arXiv:1801.00117. Bibcode:2018ASAJ..143.3838H. doi:10.1121/1.5042230. ISSN 0001-4966. PMID 29960458. S2CID 49643233.
Liang, Jinyang; Zhou, Yong; Winkler, Amy W.; Wang, Lidai; Maslov, Konstantin I.; Li, Chiye; Wang, Lihong V. (2013-07-22). "Random-access optical-resolution photoacoustic microscopy using a digital micromirror device". Optics Letters. 38 (15): 2683–6. Bibcode:2013OptL...38.2683L. doi:10.1364/ol.38.002683. ISSN 0146-9592. PMC 3784350. PMID 23903111.
Duarte, Marco F.; Davenport, Mark A.; Takhar, Dharmpal; Laska, Jason N.; Sun, Ting; Kelly, Kevin F.; Baraniuk, Richard G. (March 2008). "Single-pixel imaging via compressive sampling". IEEE Signal Processing Magazine. 25 (2): 83–91. Bibcode:2008ISPM...25...83D. doi:10.1109/msp.2007.914730. hdl:1911/21682. ISSN 1053-5888. S2CID 11454318.
Paltauf, G; Nuster, R; Burgholzer, P (2009-05-08). "Weight factors for limited angle photoacoustic tomography". Physics in Medicine and Biology. 54 (11): 3303–3314. Bibcode:2009PMB....54.3303P. doi:10.1088/0031-9155/54/11/002. ISSN 0031-9155. PMC 3166844. PMID 19430108.
Liu, Xueyan; Peng, Dong; Ma, Xibo; Guo, Wei; Liu, Zhenyu; Han, Dong; Yang, Xin; Tian, Jie (2013-05-14). "Limited-view photoacoustic imaging based on an iterative adaptive weighted filtered backprojection approach". Applied Optics. 52 (15): 3477–83. Bibcode:2013ApOpt..52.3477L. doi:10.1364/ao.52.003477. ISSN 1559-128X. PMID 23736232.
Ma, Songbo; Yang, Sihua; Guo, Hua (2009-12-15). "Limited-view photoacoustic imaging based on linear-array detection and filtered mean-backprojection-iterative reconstruction". Journal of Applied Physics. 106 (12): 123104–123104–6. Bibcode:2009JAP...106l3104M. doi:10.1063/1.3273322. ISSN 0021-8979.
Manwar, Rayyan; Li, Xin; Mahmoodkalayeh, Sadreddin; Asano, Eishi; Zhu, Dongxiao; Avanaki, Kamran (2020). "Deep learning protocol for improved photoacoustic brain imaging". Journal of Biophotonics. 13 (10): e202000212. doi:10.1002/jbio.202000212. ISSN 1864-0648. PMC 10906453. PMID 33405275. S2CID 224845812.
Guan, Steven; Khan, Amir A.; Sikdar, Siddhartha; Chitnis, Parag V. (2020). "Limited View and Sparse Photoacoustic Tomography for Neuroimaging with Deep Learning". Scientific Reports. 10 (1): 8510. arXiv:1911.04357. Bibcode:2020NatSR..10.8510G. doi:10.1038/s41598-020-65235-2. PMC 7244747. PMID 32444649.
Chen, Xingxing; Qi, Weizhi; Xi, Lei (2019-10-29). "Deep-learning-based motion-correction algorithm in optical resolution photoacoustic microscopy". Visual Computing for Industry, Biomedicine, and Art. 2 (1): 12. doi:10.1186/s42492-019-0022-9. ISSN 2524-4442. PMC 7099543. PMID 32240397.
Tserevelakis, George J.; Mavrakis, Kostas G.; Kakakios, Nikitas; Zacharakis, Giannis (2021-10-01). "Full image reconstruction in frequency-domain photoacoustic microscopy by means of a low-cost I/Q demodulator". Optics Letters. 46 (19): 4718–4721. Bibcode:2021OptL...46.4718T. doi:10.1364/OL.435146. ISSN 0146-9592. PMID 34598182.
Langer, Gregor; Buchegger, Bianca; Jacak, Jaroslaw; Klar, Thomas A.; Berer, Thomas (2016-07-01). "Frequency domain photoacoustic and fluorescence microscopy". Biomedical Optics Express. 7 (7): 2692–3302. doi:10.1364/BOE.7.002692. ISSN 2156-7085. PMC 4948622. PMID 27446698.
Tserevelakis, George J.; Barmparis, Georgios D.; Kokosalis, Nikolaos; Giosa, Eirini Smaro; Pavlopoulos, Anastasios; Tsironis, Giorgos P.; Zacharakis, Giannis (2023-05-15). "Deep learning-assisted frequency-domain photoacoustic microscopy". Optics Letters. 48 (10): 2720–2723. Bibcode:2023OptL...48.2720T. doi:10.1364/OL.486624. ISSN 1539-4794. PMID 37186749. S2CID 258229033.

handle.net

hdl.handle.net

Xu, Minghua; Wang, Lihong V. (2005-01-19). "Universal back-projection algorithm for photoacoustic computed tomography". Physical Review E. 71 (1): 016706. Bibcode:2005PhRvE..71a6706X. doi:10.1103/PhysRevE.71.016706. hdl:1969.1/180492. PMID 15697763.
Kalva, Sandeep Kumar; Pramanik, Manojit (August 2016). "Experimental validation of tangential resolution improvement in photoacoustic tomography using modified delay-and-sum reconstruction algorithm". Journal of Biomedical Optics. 21 (8): 086011. Bibcode:2016JBO....21h6011K. doi:10.1117/1.JBO.21.8.086011. hdl:10356/82178. ISSN 1083-3668. PMID 27548773.
Awasthi, Navchetan (28 February 2020). "Deep Neural Network Based Sinogram Super-resolution and Bandwidth Enhancement for Limited-data Photoacoustic Tomography". IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. 67 (12): 2660–2673. doi:10.1109/TUFFC.2020.2977210. hdl:10356/146551. PMID 32142429. S2CID 212621872.
Gutta, Sreedevi; Kadimesetty, Venkata Suryanarayana; Kalva, Sandeep Kumar; Pramanik, Manojit; Ganapathy, Sriram; Yalavarthy, Phaneendra K. (2017-11-02). "Deep neural network-based bandwidth enhancement of photoacoustic data". Journal of Biomedical Optics. 22 (11): 116001. Bibcode:2017JBO....22k6001G. doi:10.1117/1.jbo.22.11.116001. hdl:10356/86305. ISSN 1083-3668. PMID 29098811.
Duarte, Marco F.; Davenport, Mark A.; Takhar, Dharmpal; Laska, Jason N.; Sun, Ting; Kelly, Kevin F.; Baraniuk, Richard G. (March 2008). "Single-pixel imaging via compressive sampling". IEEE Signal Processing Magazine. 25 (2): 83–91. Bibcode:2008ISPM...25...83D. doi:10.1109/msp.2007.914730. hdl:1911/21682. ISSN 1053-5888. S2CID 11454318.

harvard.edu

ui.adsabs.harvard.edu

Wang, Lihong V. (2009-08-29). "Multiscale photoacoustic microscopy and computed tomography". Nature Photonics. 3 (9): 503–509. Bibcode:2009NaPho...3..503W. doi:10.1038/nphoton.2009.157. ISSN 1749-4885. PMC 2802217. PMID 20161535.
Xu, Minghua; Wang, Lihong V. (2005-01-19). "Universal back-projection algorithm for photoacoustic computed tomography". Physical Review E. 71 (1): 016706. Bibcode:2005PhRvE..71a6706X. doi:10.1103/PhysRevE.71.016706. hdl:1969.1/180492. PMID 15697763.
Kalva, Sandeep Kumar; Pramanik, Manojit (August 2016). "Experimental validation of tangential resolution improvement in photoacoustic tomography using modified delay-and-sum reconstruction algorithm". Journal of Biomedical Optics. 21 (8): 086011. Bibcode:2016JBO....21h6011K. doi:10.1117/1.JBO.21.8.086011. hdl:10356/82178. ISSN 1083-3668. PMID 27548773.
Bossy, Emmanuel; Daoudi, Khalid; Boccara, Albert-Claude; Tanter, Mickael; Aubry, Jean-François; Montaldo, Gabriel; Fink, Mathias (2006-10-30). "Time reversal of photoacoustic waves" (PDF). Applied Physics Letters. 89 (18): 184108. Bibcode:2006ApPhL..89r4108B. doi:10.1063/1.2382732. ISSN 0003-6951. S2CID 121195599.
Treeby, Bradley E; Zhang, Edward Z; Cox, B T (2010-09-24). "Photoacoustic tomography in absorbing acoustic media using time reversal". Inverse Problems. 26 (11): 115003. Bibcode:2010InvPr..26k5003T. doi:10.1088/0266-5611/26/11/115003. ISSN 0266-5611. S2CID 14745088.
Reiter, Austin; Bell, Muyinatu A Lediju (2017-03-03). Oraevsky, Alexander A; Wang, Lihong V (eds.). "A machine learning approach to identifying point source locations in photoacoustic data". Photons Plus Ultrasound: Imaging and Sensing 2017. 10064. International Society for Optics and Photonics: 100643J. Bibcode:2017SPIE10064E..3JR. doi:10.1117/12.2255098. S2CID 35030143.
Waibel, Dominik; Gröhl, Janek; Isensee, Fabian; Kirchner, Thomas; Maier-Hein, Klaus; Maier-Hein, Lena (2018-02-19). "Reconstruction of initial pressure from limited view photoacoustic images using deep learning". In Wang, Lihong V; Oraevsky, Alexander A (eds.). Photons Plus Ultrasound: Imaging and Sensing 2018. Vol. 10494. International Society for Optics and Photonics. pp. 104942S. Bibcode:2018SPIE10494E..2SW. doi:10.1117/12.2288353. ISBN 9781510614734. S2CID 57745829.
Gutta, Sreedevi; Kadimesetty, Venkata Suryanarayana; Kalva, Sandeep Kumar; Pramanik, Manojit; Ganapathy, Sriram; Yalavarthy, Phaneendra K. (2017-11-02). "Deep neural network-based bandwidth enhancement of photoacoustic data". Journal of Biomedical Optics. 22 (11): 116001. Bibcode:2017JBO....22k6001G. doi:10.1117/1.jbo.22.11.116001. hdl:10356/86305. ISSN 1083-3668. PMID 29098811.
Agranovsky, Mark; Kuchment, Peter (2007-08-28). "Uniqueness of reconstruction and an inversion procedure for thermoacoustic and photoacoustic tomography with variable sound speed". Inverse Problems. 23 (5): 2089–2102. arXiv:0706.0598. Bibcode:2007InvPr..23.2089A. doi:10.1088/0266-5611/23/5/016. ISSN 0266-5611. S2CID 17810059.
Ronneberger, Olaf; Fischer, Philipp; Brox, Thomas (2015), "U-Net: Convolutional Networks for Biomedical Image Segmentation", Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015, Lecture Notes in Computer Science, vol. 9351, Springer International Publishing, pp. 234–241, arXiv:1505.04597, Bibcode:2015arXiv150504597R, doi:10.1007/978-3-319-24574-4_28, ISBN 978-3-319-24573-7, S2CID 3719281
Xu, Yuan; Wang, Lihong V.; Ambartsoumian, Gaik; Kuchment, Peter (2004-03-11). "Reconstructions in limited-view thermoacoustic tomography" (PDF). Medical Physics. 31 (4): 724–733. Bibcode:2004MedPh..31..724X. doi:10.1118/1.1644531. ISSN 0094-2405. PMID 15124989.
Huang, Bin; Xia, Jun; Maslov, Konstantin; Wang, Lihong V. (2013-11-27). "Improving limited-view photoacoustic tomography with an acoustic reflector". Journal of Biomedical Optics. 18 (11): 110505. Bibcode:2013JBO....18k0505H. doi:10.1117/1.jbo.18.11.110505. ISSN 1083-3668. PMC 3818029. PMID 24285421.
Xia, Jun; Chatni, Muhammad R.; Maslov, Konstantin; Guo, Zijian; Wang, Kun; Anastasio, Mark; Wang, Lihong V. (2012). "Whole-body ring-shaped confocal photoacoustic computed tomography of small animals in vivo". Journal of Biomedical Optics. 17 (5): 050506. Bibcode:2012JBO....17e0506X. doi:10.1117/1.jbo.17.5.050506. ISSN 1083-3668. PMC 3382342. PMID 22612121.
Sandbichler, M.; Krahmer, F.; Berer, T.; Burgholzer, P.; Haltmeier, M. (January 2015). "A Novel Compressed Sensing Scheme for Photoacoustic Tomography". SIAM Journal on Applied Mathematics. 75 (6): 2475–2494. arXiv:1501.04305. Bibcode:2015arXiv150104305S. doi:10.1137/141001408. ISSN 0036-1399. S2CID 15701831.
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ncbi.nlm.nih.gov

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optica.org

opg.optica.org

Tserevelakis, George J.; Mavrakis, Kostas G.; Kakakios, Nikitas; Zacharakis, Giannis (2021-10-01). "Full image reconstruction in frequency-domain photoacoustic microscopy by means of a low-cost I/Q demodulator". Optics Letters. 46 (19): 4718–4721. Bibcode:2021OptL...46.4718T. doi:10.1364/OL.435146. ISSN 0146-9592. PMID 34598182.
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Haltmeier, Markus; Sandbichler, Michael; Berer, Thomas; Bauer-Marschallinger, Johannes; Burgholzer, Peter; Nguyen, Linh (June 2018). "A sparsification and reconstruction strategy for compressed sensing photoacoustic tomography". The Journal of the Acoustical Society of America. 143 (6): 3838–3848. arXiv:1801.00117. Bibcode:2018ASAJ..143.3838H. doi:10.1121/1.5042230. ISSN 0001-4966. PMID 29960458. S2CID 49643233.
Duarte, Marco F.; Davenport, Mark A.; Takhar, Dharmpal; Laska, Jason N.; Sun, Ting; Kelly, Kevin F.; Baraniuk, Richard G. (March 2008). "Single-pixel imaging via compressive sampling". IEEE Signal Processing Magazine. 25 (2): 83–91. Bibcode:2008ISPM...25...83D. doi:10.1109/msp.2007.914730. hdl:1911/21682. ISSN 1053-5888. S2CID 11454318.
Manwar, Rayyan; Li, Xin; Mahmoodkalayeh, Sadreddin; Asano, Eishi; Zhu, Dongxiao; Avanaki, Kamran (2020). "Deep learning protocol for improved photoacoustic brain imaging". Journal of Biophotonics. 13 (10): e202000212. doi:10.1002/jbio.202000212. ISSN 1864-0648. PMC 10906453. PMID 33405275. S2CID 224845812.
Tserevelakis, George J.; Barmparis, Georgios D.; Kokosalis, Nikolaos; Giosa, Eirini Smaro; Pavlopoulos, Anastasios; Tsironis, Giorgos P.; Zacharakis, Giannis (2023-05-15). "Deep learning-assisted frequency-domain photoacoustic microscopy". Optics Letters. 48 (10): 2720–2723. Bibcode:2023OptL...48.2720T. doi:10.1364/OL.486624. ISSN 1539-4794. PMID 37186749. S2CID 258229033.

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Haltmeier, Markus; Sandbichler, Michael; Berer, Thomas; Bauer-Marschallinger, Johannes; Burgholzer, Peter; Nguyen, Linh (June 2018). "A sparsification and reconstruction strategy for compressed sensing photoacoustic tomography". The Journal of the Acoustical Society of America. 143 (6): 3838–3848. arXiv:1801.00117. Bibcode:2018ASAJ..143.3838H. doi:10.1121/1.5042230. ISSN 0001-4966. PMID 29960458. S2CID 49643233.
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Tserevelakis, George J.; Barmparis, Georgios D.; Kokosalis, Nikolaos; Giosa, Eirini Smaro; Pavlopoulos, Anastasios; Tsironis, Giorgos P.; Zacharakis, Giannis (2023-05-15). "Deep learning-assisted frequency-domain photoacoustic microscopy". Optics Letters. 48 (10): 2720–2723. Bibcode:2023OptL...48.2720T. doi:10.1364/OL.486624. ISSN 1539-4794. PMID 37186749. S2CID 258229033.