Abstract

The development of real-time, wide-field and quantitative diffuse optical imaging methods is becoming increasingly popular for biological and medical applications. Recent developments introduced a novel approach for real-time multispectral acquisition in the spatial frequency domain using spatio-temporal modulation of light. Using this method, optical properties maps (absorption and reduced scattering) could be obtained for two wavelengths (665 nm and 860 nm). These maps, in turn, are used to deduce oxygen saturation levels in tissues. However, while the acquisition was performed in real-time, processing was performed post-acquisition and was not in real-time. In the present article, we present CPU and GPU processing implementations for this method with special emphasis on processing time. The obtained results show that the proposed custom direct method using a General Purpose Graphic Processing Unit (GPGPU) and C CUDA (Compute Unified Device Architecture) implementation enables 1.6 milliseconds processing time for a 1 Mega-pixel image with a maximum average error of 0.1% in extracting optical properties.

© 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement

Full Article  |  PDF Article
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    [Crossref] [PubMed]
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    [Crossref] [PubMed]
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    [Crossref] [PubMed]
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    [Crossref] [PubMed]

2019 (3)

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

E. Aguenounon, F. Dadouche, W. Uhring, and S. Gioux, “Single snapshot of optical properties image quality improvement using anisotropic 2D windows filtering,” J. Biomed. Opt. 24(07), 1 (2019).
[Crossref]

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

2018 (5)

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

S. Panigrahi and S. Gioux, “Machine learning approach for rapid and accurate estimation of optical properties using spatial frequency domain imaging,” J. Biomed. Opt. 24(7), 1–6 (2018).
[Crossref] [PubMed]

Y. Zhao, Y. Deng, F. Bao, H. Peterson, R. Istfan, and D. Roblyer, “Deep learning model for ultrafast multifrequency optical property extractions for spatial frequency domain imaging,” Opt. Lett. 43(22), 5669–5672 (2018).
[Crossref] [PubMed]

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

2017 (4)

J. P. Angelo, M. van de Giessen, and S. Gioux, “Real-time endoscopic optical properties imaging,” Biomed. Opt. Express 8(11), 5113–5126 (2017).
[Crossref] [PubMed]

P. A. Valdes, J. P. Angelo, H. S. Choi, and S. Gioux, “qF-SSOP: real-time optical property corrected fluorescence imaging,” Biomed. Opt. Express 8(8), 3597–3605 (2017).
[Crossref] [PubMed]

M. B. Applegate and D. Roblyer, “High-speed spatial frequency domain imaging with temporally modulated light,” J. Biomed. Opt. 22(7), 76019 (2017).
[Crossref] [PubMed]

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

2016 (4)

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

M. Ghijsen, B. Choi, A. J. Durkin, S. Gioux, and B. J. Tromberg, “Real-time simultaneous single snapshot of optical properties and blood flow using coherent spatial frequency domain imaging (cSFDI),” Biomed. Opt. Express 7(3), 870–882 (2016).
[Crossref] [PubMed]

2015 (1)

2013 (4)

S. L. Jacques, “Optical properties of biological tissues: a review,” Phys. Med. Biol. 58(11), R37–R61 (2013).
[Crossref] [PubMed]

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

J. Vervandier and S. Gioux, “Single snapshot imaging of optical properties,” Biomed. Opt. Express 4(12), 2938–2944 (2013).
[Crossref] [PubMed]

2011 (3)

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

M. Leutenegger, E. Martin-Williams, P. Harbi, T. Thacher, W. Raffoul, M. André, A. Lopez, P. Lasser, and T. Lasser, “Real-time full field laser Doppler imaging,” Biomed. Opt. Express 2(6), 1470–1477 (2011).
[Crossref] [PubMed]

2010 (3)

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

2009 (2)

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

1998 (1)

N. Dognitz and G. Wagnieres, “Determination of tissue optical properties by steady-state spatial frequency-domain reflectometry,” Lasers Med. Sci. 13, 55–65 (1998).
[Crossref]

Aguenounon, E.

E. Aguenounon, F. Dadouche, W. Uhring, and S. Gioux, “Single snapshot of optical properties image quality improvement using anisotropic 2D windows filtering,” J. Biomed. Opt. 24(07), 1 (2019).
[Crossref]

Aguénounon, E.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

André, M.

Angelo, J.

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

Angelo, J. P.

Applegate, M. B.

M. B. Applegate and D. Roblyer, “High-speed spatial frequency domain imaging with temporally modulated light,” J. Biomed. Opt. 22(7), 76019 (2017).
[Crossref] [PubMed]

Armstrong, D. G.

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

Ashitate, Y.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Ayers, F. R.

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

Bao, F.

Bartels, R. A.

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

Bearman, G. H.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Bevilacqua, F.

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

Bigio, I. J.

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

Binder, D. K.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Bogdanoff, S.

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Boyd, M.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Brenner, M.

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

Busch, D. R.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Carp, S. A.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Carpenter, P. M.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Cerussi, A. E.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Chen, S. J.

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

Choi, B.

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

M. Ghijsen, B. Choi, A. J. Durkin, S. Gioux, and B. J. Tromberg, “Real-time simultaneous single snapshot of optical properties and blood flow using coherent spatial frequency domain imaging (cSFDI),” Biomed. Opt. Express 7(3), 870–882 (2016).
[Crossref] [PubMed]

Choi, H. S.

Chung, S. H.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Clancy, N. T.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Cochran, J. M.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Corless, D. J.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Cuccia, D.

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Cuccia, D. J.

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

Dadouche, F.

E. Aguenounon, F. Dadouche, W. Uhring, and S. Gioux, “Single snapshot of optical properties image quality improvement using anisotropic 2D windows filtering,” J. Biomed. Opt. 24(07), 1 (2019).
[Crossref]

Dell, S.

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

Deng, Y.

Dognitz, N.

N. Dognitz and G. Wagnieres, “Determination of tissue optical properties by steady-state spatial frequency-domain reflectometry,” Lasers Med. Sci. 13, 55–65 (1998).
[Crossref]

Durkin, A. J.

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

M. Ghijsen, B. Choi, A. J. Durkin, S. Gioux, and B. J. Tromberg, “Real-time simultaneous single snapshot of optical properties and blood flow using coherent spatial frequency domain imaging (cSFDI),” Biomed. Opt. Express 7(3), 870–882 (2016).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

Durr, N. J.

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Elson, D. S.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Erickson, T. A.

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

Evans, G. R.

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Frangioni, J. V.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

Ghaem-Maghami, S.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Ghijsen, M.

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

M. Ghijsen, B. Choi, A. J. Durkin, S. Gioux, and B. J. Tromberg, “Real-time simultaneous single snapshot of optical properties and blood flow using coherent spatial frequency domain imaging (cSFDI),” Biomed. Opt. Express 7(3), 870–882 (2016).
[Crossref] [PubMed]

Gioux, S.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

E. Aguenounon, F. Dadouche, W. Uhring, and S. Gioux, “Single snapshot of optical properties image quality improvement using anisotropic 2D windows filtering,” J. Biomed. Opt. 24(07), 1 (2019).
[Crossref]

S. Panigrahi and S. Gioux, “Machine learning approach for rapid and accurate estimation of optical properties using spatial frequency domain imaging,” J. Biomed. Opt. 24(7), 1–6 (2018).
[Crossref] [PubMed]

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

P. A. Valdes, J. P. Angelo, H. S. Choi, and S. Gioux, “qF-SSOP: real-time optical property corrected fluorescence imaging,” Biomed. Opt. Express 8(8), 3597–3605 (2017).
[Crossref] [PubMed]

J. P. Angelo, M. van de Giessen, and S. Gioux, “Real-time endoscopic optical properties imaging,” Biomed. Opt. Express 8(11), 5113–5126 (2017).
[Crossref] [PubMed]

M. Ghijsen, B. Choi, A. J. Durkin, S. Gioux, and B. J. Tromberg, “Real-time simultaneous single snapshot of optical properties and blood flow using coherent spatial frequency domain imaging (cSFDI),” Biomed. Opt. Express 7(3), 870–882 (2016).
[Crossref] [PubMed]

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

M. van de Giessen, J. P. Angelo, and S. Gioux, “Real-time, profile-corrected single snapshot imaging of optical properties,” Biomed. Opt. Express 6(10), 4051–4062 (2015).
[Crossref] [PubMed]

J. Vervandier and S. Gioux, “Single snapshot imaging of optical properties,” Biomed. Opt. Express 4(12), 2938–2944 (2013).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

Hamadani, A. A.

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

Harbi, P.

Hoyt, D. B.

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Hsu, M.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Hutteman, M.

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

Hylton, N.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Intes, X.

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

Isakoff, S. J.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Istfan, R.

Jacques, S. L.

S. L. Jacques, “Optical properties of biological tissues: a review,” Phys. Med. Biol. 58(11), R37–R61 (2013).
[Crossref] [PubMed]

Jiang, S.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Johnson, W. R.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Kaufman, P. A.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Kelly, E.

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Kettenring, F.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

Lasser, P.

Lasser, T.

Lee, B. T.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Lentsch, G. R.

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

Leproux, A.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Leutenegger, M.

Lin, A.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Lin, S. J.

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Lopez, A.

Mankoff, D.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Martin-Williams, E.

Mazhar, A.

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

Mehta, R. S.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Moffitt, L. A.

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Nahas, A.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

Neacsu, F.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

Nguyen, J. T.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

Noakes, D. E.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

O’Sullivan, T. D.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Ochoa, M.

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

Oketokoun, R.

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Panigrahi, S.

S. Panigrahi and S. Gioux, “Machine learning approach for rapid and accurate estimation of optical properties using spatial frequency domain imaging,” J. Biomed. Opt. 24(7), 1–6 (2018).
[Crossref] [PubMed]

Park, I. Y.

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

Paulsen, K. D.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Peterson, H.

Pharaon, M. R.

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Pogue, B.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Raffoul, W.

Roblyer, D.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Y. Zhao, Y. Deng, F. Bao, H. Peterson, R. Istfan, and D. Roblyer, “Deep learning model for ultrafast multifrequency optical property extractions for spatial frequency domain imaging,” Opt. Lett. 43(22), 5669–5672 (2018).
[Crossref] [PubMed]

M. B. Applegate and D. Roblyer, “High-speed spatial frequency domain imaging with temporally modulated light,” J. Biomed. Opt. 22(7), 76019 (2017).
[Crossref] [PubMed]

Saso, S.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Sauvage, V.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Schmidt, M.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

Schnall, M.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Scholz, T.

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Smith, J. R.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Snyder, B. S.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Stockdale, A.

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Stoyanov, D.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Sunar, U.

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

Thacher, T.

Thum, M. Y.

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

Tobias, A. M.

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Torabzadeh, M.

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

Torregrossa, M.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

Tromberg, B. J.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

M. Ghijsen, B. Choi, A. J. Durkin, S. Gioux, and B. J. Tromberg, “Real-time simultaneous single snapshot of optical properties and blood flow using coherent spatial frequency domain imaging (cSFDI),” Biomed. Opt. Express 7(3), 870–882 (2016).
[Crossref] [PubMed]

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

Tunnell, J. W.

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

Uhring, W.

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

E. Aguenounon, F. Dadouche, W. Uhring, and S. Gioux, “Single snapshot of optical properties image quality improvement using anisotropic 2D windows filtering,” J. Biomed. Opt. 24(07), 1 (2019).
[Crossref]

Vahrmeijer, A. L.

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

Vaishnav, K.

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

Valdes, P. A.

van de Giessen, M.

van de Velde, C. J.

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

van der Vorst, J. R.

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

Vargas, C. R.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

Venugopal, V.

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

Vervandier, J.

Wagnieres, G.

N. Dognitz and G. Wagnieres, “Determination of tissue optical properties by steady-state spatial frequency-domain reflectometry,” Lasers Med. Sci. 13, 55–65 (1998).
[Crossref]

Weber, J. R.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Weinkauf, C.

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

Weinmann, M.

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

Wilson, D.

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

Yang, W.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Yodh, A. G.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Zhang, Z.

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

Zhao, Y.

Ann. Plast. Surg. (2)

J. T. Nguyen, S. J. Lin, A. M. Tobias, S. Gioux, A. Mazhar, D. J. Cuccia, Y. Ashitate, A. Stockdale, R. Oketokoun, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, J. V. Frangioni, and B. T. Lee, “A novel pilot study using spatial frequency domain imaging to assess oxygenation of perforator flaps during reconstructive breast surgery,” Ann. Plast. Surg. 71(3), 308–315 (2013).
[Crossref] [PubMed]

C. R. Vargas, J. T. Nguyen, Y. Ashitate, J. Angelo, V. Venugopal, F. Kettenring, F. Neacsu, J. V. Frangioni, S. Gioux, and B. T. Lee, “Intraoperative Hemifacial Composite Flap Perfusion Assessment Using Spatial Frequency Domain Imaging: A Pilot Study in Preparation for Facial Transplantation,” Ann. Plast. Surg. 76(2), 249–255 (2016).
[Crossref] [PubMed]

Biomed. Opt. Express (6)

J. Biomed. Opt. (16)

T. A. Erickson, A. Mazhar, D. Cuccia, A. J. Durkin, and J. W. Tunnell, “Lookup-table method for imaging optical properties with structured illumination beyond the diffusion theory regime,” J. Biomed. Opt. 15(3), 036013 (2010).
[Crossref] [PubMed]

S. Gioux, A. Mazhar, D. J. Cuccia, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “Three-dimensional surface profile intensity correction for spatially modulated imaging,” J. Biomed. Opt. 14(3), 034045 (2009).
[Crossref] [PubMed]

N. T. Clancy, S. Saso, D. Stoyanov, V. Sauvage, D. J. Corless, M. Boyd, D. E. Noakes, M. Y. Thum, S. Ghaem-Maghami, J. R. Smith, and D. S. Elson, “Multispectral imaging of organ viability during uterine transplantation surgery in rabbits and sheep,” J. Biomed. Opt. 21(10), 106006 (2016).
[Crossref] [PubMed]

J. M. Cochran, D. R. Busch, A. Leproux, Z. Zhang, T. D. O’Sullivan, A. E. Cerussi, P. M. Carpenter, R. S. Mehta, D. Roblyer, W. Yang, K. D. Paulsen, B. Pogue, S. Jiang, P. A. Kaufman, S. H. Chung, M. Schnall, B. S. Snyder, N. Hylton, S. A. Carp, S. J. Isakoff, D. Mankoff, B. J. Tromberg, and A. G. Yodh, “Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment,” J. Biomed. Opt. 24(2), 1–11 (2019).
[Crossref] [PubMed]

D. J. Cuccia, F. Bevilacqua, A. J. Durkin, F. R. Ayers, and B. J. Tromberg, “Quantitation and mapping of tissue optical properties using modulated imaging,” J. Biomed. Opt. 14(2), 024012 (2009).
[Crossref] [PubMed]

J. P. Angelo, S. J. Chen, M. Ochoa, U. Sunar, S. Gioux, and X. Intes, “Review of structured light in diffuse optical imaging,” J. Biomed. Opt. 24(7), 1–20 (2018).
[Crossref] [PubMed]

A. Mazhar, S. Dell, D. J. Cuccia, S. Gioux, A. J. Durkin, J. V. Frangioni, and B. J. Tromberg, “Wavelength optimization for rapid chromophore mapping using spatial frequency domain imaging,” J. Biomed. Opt. 15(6), 061716 (2010).
[Crossref] [PubMed]

E. Aguenounon, F. Dadouche, W. Uhring, and S. Gioux, “Single snapshot of optical properties image quality improvement using anisotropic 2D windows filtering,” J. Biomed. Opt. 24(07), 1 (2019).
[Crossref]

S. Gioux, A. Mazhar, B. T. Lee, S. J. Lin, A. M. Tobias, D. J. Cuccia, A. Stockdale, R. Oketokoun, Y. Ashitate, E. Kelly, M. Weinmann, N. J. Durr, L. A. Moffitt, A. J. Durkin, B. J. Tromberg, and J. V. Frangioni, “First-in-human pilot study of a spatial frequency domain oxygenation imaging system,” J. Biomed. Opt. 16(8), 086015 (2011).
[Crossref] [PubMed]

J. R. Weber, D. J. Cuccia, W. R. Johnson, G. H. Bearman, A. J. Durkin, M. Hsu, A. Lin, D. K. Binder, D. Wilson, and B. J. Tromberg, “Multispectral imaging of tissue absorption and scattering using spatial frequency domain imaging and a computed-tomography imaging spectrometer,” J. Biomed. Opt. 16(1), 011015 (2011).
[Crossref] [PubMed]

M. Ghijsen, G. R. Lentsch, S. Gioux, M. Brenner, A. J. Durkin, B. Choi, and B. J. Tromberg, “Quantitative real-time optical imaging of the tissue metabolic rate of oxygen consumption,” J. Biomed. Opt. 23(3), 1–12 (2018).
[Crossref] [PubMed]

M. B. Applegate and D. Roblyer, “High-speed spatial frequency domain imaging with temporally modulated light,” J. Biomed. Opt. 22(7), 76019 (2017).
[Crossref] [PubMed]

M. Torabzadeh, I. Y. Park, R. A. Bartels, A. J. Durkin, and B. J. Tromberg, “Compressed single pixel imaging in the spatial frequency domain,” J. Biomed. Opt. 22(3), 030501 (2017).
[Crossref] [PubMed]

M. Schmidt, E. Aguénounon, A. Nahas, M. Torregrossa, B. J. Tromberg, W. Uhring, and S. Gioux, “Real-time, wide-field, and quantitative oxygenation imaging using spatiotemporal modulation of light,” J. Biomed. Opt. 24(7), 1–7 (2019).
[Crossref] [PubMed]

J. Angelo, C. R. Vargas, B. T. Lee, I. J. Bigio, and S. Gioux, “Ultrafast optical property map generation using lookup tables,” J. Biomed. Opt. 21(11), 110501 (2016).
[Crossref] [PubMed]

S. Panigrahi and S. Gioux, “Machine learning approach for rapid and accurate estimation of optical properties using spatial frequency domain imaging,” J. Biomed. Opt. 24(7), 1–6 (2018).
[Crossref] [PubMed]

J. Vasc. Surg. (1)

C. Weinkauf, A. Mazhar, K. Vaishnav, A. A. Hamadani, D. J. Cuccia, and D. G. Armstrong, “Near-instant noninvasive optical imaging of tissue perfusion for vascular assessment,” J. Vasc. Surg. 69(2), 555–562 (2018).
[PubMed]

Lasers Med. Sci. (1)

N. Dognitz and G. Wagnieres, “Determination of tissue optical properties by steady-state spatial frequency-domain reflectometry,” Lasers Med. Sci. 13, 55–65 (1998).
[Crossref]

Nat. Rev. Clin. Oncol. (1)

A. L. Vahrmeijer, M. Hutteman, J. R. van der Vorst, C. J. van de Velde, and J. V. Frangioni, “Image-guided cancer surgery using near-infrared fluorescence,” Nat. Rev. Clin. Oncol. 10(9), 507–518 (2013).
[Crossref] [PubMed]

Opt. Lett. (1)

Phys. Med. Biol. (1)

S. L. Jacques, “Optical properties of biological tissues: a review,” Phys. Med. Biol. 58(11), R37–R61 (2013).
[Crossref] [PubMed]

Plast. Reconstr. Surg. (1)

M. R. Pharaon, T. Scholz, S. Bogdanoff, D. Cuccia, A. J. Durkin, D. B. Hoyt, and G. R. Evans, “Early detection of complete vascular occlusion in a pedicle flap model using quantitative [corrected] spectral imaging,” Plast. Reconstr. Surg. 126(6), 1924–1935 (2010).
[Crossref] [PubMed]

Other (2)

F. Ayers, A. Grant, D. Kuo, D. J. Cuccia, and A. J. Durkin, “Fabrication and characterization of silicone-based tissue phantoms with tunable optical properties in the visible and near infrared domain,” in Proc. SPIE, 2008), 6870E.

E. Aguenounon, M. Schmidt, F. Dadouche, W. Uhring, and S. Gioux, “Real Time Hyperspectral Imaging using High Frame Rate Video Camera and GPGPU Processing,” in SIGNAL, 2018)

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Figures (3)

Fig. 1
Fig. 1 Schematics of the SSOP imaging system using spatio-temporal modulation of light associated with the processing workflow.
Fig. 2
Fig. 2 General processing diagram flow
Fig. 3
Fig. 3 Results obtained with the MATLAB CPU reference code and with GPU C CUDA code. Absorption and reduced scattering map recovered at 665 nm (left columns) and 860 nm (center columns) and saturated oxygenation level (right column) obtained with reference MATLAB CPU processing (first row) and the custom-made GPU C CUDA processing (second row). Percentage errors compared with the reference processing (as described in Eq. (11) are also shown in the third row. Finally cross section line profiles are shown in the fourth row, in solid blue for the reference MATLAB CPU processing and in dash red for the C CUDA GPU processing.

Tables (3)

Tables Icon

Table 1 Mean percentage error in absorption and reduced scattering at 665 nm and 860 nm compared to the reference MATLAB CPU implementation.

Tables Icon

Table 2 Processing time (in milliseconds) from wavelength demodulation to saturated oxygenation level measurement for 512×512 images.

Tables Icon

Table 3 Processing time (in milliseconds) from wavelength demodulation to saturated oxygenation level measurement for 1024×1024 images.

Equations (11)

Equations on this page are rendered with MathJax. Learn more.

F k = k×fps N
X k = n=1 N1+1 x n cos( 2π ( n mod N )k N )+j n=1 N1+1 x n sin( 2π ( n mod N )k N )
n=1 N1+1 x n cos( 2π ( nmodN )k N ) = n=0 N1 x n cos( 2π ( nmodN )k N ) x 0 cos( 2π ( 0modN )k N )+ x N cos( 2π ( NmodN )k N )
n=1 N1+1 x n sin( 2π ( nmodN )k N ) = n=0 N1 x n sin( 2π ( nmodN )k N ) x 0 sin( 2π ( 0modN )k N )+ x N sin( 2π ( NmodN )k N )
R d,AC ( p xy , f x )= M AC ( p xy , f x ) M AC,ref ( p xy , f x ) × R d,AC,ref ( p xy , f x )
R d,DC ( p xy , f 0 )= M DC ( p xy , f 0 ) M DC,ref ( p xy , f 0 ) × R d,DC,ref ( p xy , f 0 )
μ a ( λ i )= m=1 M ε m ( λ i ) c m
{ μ a ( λ 1 )= m=1 M ε m ( λ 1 ) c m μ a ( λ i )= m=1 M ε m ( λ i ) c m
St O 2 ( % )=100× Hb O 2 Hb O 2 +HHb
μ R d,AC,x R d,DC,x =( R d,DC,1 R d,DC,x )( R d,AC,1 R d,AC,x ) μ R d,AC,0 R d,DC,0 +( R d,DC,x R d,DC,0 )( R d,AC,1 R d,AC,x ) μ R d,AC,0 R d,DC,1 +( R d,DC,1 R d,DC,x )( R d,AC,x R d,AC,0 ) μ R d,AC,1 R d,DC,0 +( R d,DC,x R d,DC,0 )( R d,AC,x R d,AC,0 ) μ R d,AC,1 R d,DC,1
Error( % )= 1 N×M n=0 N1 m=0 M1 | 100× Resul t n,m TEST Resul t n,m REFERENCE Resul t n,m REFERENCE |