Abstract

In photoacoustic imaging (PAI), the photoacoustic (PA) signal can be observed only from limit-view angles due to some structure limitations. As a result, data incompleteness artifacts appear and some image details lose. An arc-direction mask in PA data acquisition and arc-direction compressed sensing (CS) reconstruction algorithm are proposed instead of the conventional rectangle CS methods for PAI. The proposed method can effectively realize the compression of the PA data along the arc line and exactly recover the PA images from multi-angle observation. Simulation results demonstrate that it has the potential of application in high-resolution PAI for obtaining highly resolution and artifact-free PA images.

© 2011 OSA

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  1. M. H. Xu and L. V. Wang, “Photoacoustic imaging in biomedicine,” Rev. Sci. Instrum. 77(4), 041101 (2006).
    [CrossRef]
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    [CrossRef] [PubMed]
  3. H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
    [CrossRef]
  4. R. I. Siphanto, K. K. Thumma, R. G. M. Kolkman, T. G. van Leeuwen, F. F. M. de Mul, J. W. van Neck, L. N. A. van Adrichem, and W. Steenbergen, “Serial noninvasive photoacoustic imaging of neovascularization in tumor angiogenesis,” Opt. Express 13(1), 89–95 (2005).
    [CrossRef] [PubMed]
  5. R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
    [CrossRef] [PubMed]
  6. K. Homan, S. Kim, Y.-S. Chen, B. Wang, S. Mallidi, and S. Emelianov, “Prospects of molecular photoacoustic imaging at 1064 nm wavelength,” Opt. Lett. 35(15), 2663–2665 (2010).
    [CrossRef] [PubMed]
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    [CrossRef] [PubMed]
  8. V. Torres-Zúñiga, R. Castañeda-Guzmán, S. J. Pérez-Ruiz, O. G. Morales-Saavedra, and M. Zepahua-Camacho, “Optical absorption photoacoustic measurements for determination of molecular symmetries in a dichroic organic-film,” Opt. Express 16(25), 20724–20733 (2008).
    [CrossRef] [PubMed]
  9. L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
    [CrossRef] [PubMed]
  10. L. V. Wang, “Ultrasound-mediated biophotonic imaging: a review of acousto-optical tomography and photo-acoustic tomography,” Dis. Markers 19(2-3), 123–138 (2003-2004).
    [PubMed]
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    [CrossRef] [PubMed]
  12. K. Maslov, H. F. Zhang, S. Hu, and L. V. Wang, “Optical-resolution photoacoustic microscopy for in vivo imaging of single capillaries,” Opt. Lett. 33(9), 929–931 (2008).
    [CrossRef] [PubMed]
  13. J. Provost and F. Lesage, “The Application of Compressed Sensing for Photo-Acoustic Tomography”, IEEE T. Med. Imaging. 28(4), 585–594 (2009).
    [CrossRef]
  14. D. Liang, H. F. Zhang, and L. Ying, “Compressed-Sensing Photoacoustic Imaging based on Random Optical Illumination,” Int. J. Funct. Inf. Personal. Med. 2(4), 394–406 (2009).
    [CrossRef]
  15. Z. Guo, C. Li, L. Song, and L. V. Wang, “Compressed sensing in photoacoustic tomography in vivo,” J. Biomed. Opt. 15(2), 021311 (2010).
    [CrossRef] [PubMed]
  16. M. H. Xu and L. V. Wang, “Time-domain Reconstruction for Thermoacoustic Tomography in a Spherical Geometry”, IEEE T. Med. Imaging. 21(7), 814–822 (2002).
    [CrossRef]
  17. D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory 52(4), 1289–1306 (2006).
    [CrossRef]
  18. Y. Tsaig and D. L. Donoho, “Extensions of compressed Sensing,” Signal Process. 86(3), 549–571 (2006).
    [CrossRef]

2010 (3)

2009 (2)

J. Provost and F. Lesage, “The Application of Compressed Sensing for Photo-Acoustic Tomography”, IEEE T. Med. Imaging. 28(4), 585–594 (2009).
[CrossRef]

D. Liang, H. F. Zhang, and L. Ying, “Compressed-Sensing Photoacoustic Imaging based on Random Optical Illumination,” Int. J. Funct. Inf. Personal. Med. 2(4), 394–406 (2009).
[CrossRef]

2008 (4)

K. Maslov, H. F. Zhang, S. Hu, and L. V. Wang, “Optical-resolution photoacoustic microscopy for in vivo imaging of single capillaries,” Opt. Lett. 33(9), 929–931 (2008).
[CrossRef] [PubMed]

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

V. Torres-Zúñiga, R. Castañeda-Guzmán, S. J. Pérez-Ruiz, O. G. Morales-Saavedra, and M. Zepahua-Camacho, “Optical absorption photoacoustic measurements for determination of molecular symmetries in a dichroic organic-film,” Opt. Express 16(25), 20724–20733 (2008).
[CrossRef] [PubMed]

L. V. Wang, “Prospects of photoacoustic tomography,” Med. Phys. 35(12), 5758–5767 (2008).
[CrossRef] [PubMed]

2007 (2)

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

2006 (3)

D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory 52(4), 1289–1306 (2006).
[CrossRef]

Y. Tsaig and D. L. Donoho, “Extensions of compressed Sensing,” Signal Process. 86(3), 549–571 (2006).
[CrossRef]

M. H. Xu and L. V. Wang, “Photoacoustic imaging in biomedicine,” Rev. Sci. Instrum. 77(4), 041101 (2006).
[CrossRef]

2005 (1)

2004 (1)

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

2002 (1)

M. H. Xu and L. V. Wang, “Time-domain Reconstruction for Thermoacoustic Tomography in a Spherical Geometry”, IEEE T. Med. Imaging. 21(7), 814–822 (2002).
[CrossRef]

Bodapati, S.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Castañeda-Guzmán, R.

Chen, X. Y.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Chen, Y.-S.

Cheng, Z.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Dai, H. J.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

De La Zerda, A.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

de Mul, F. F. M.

R. I. Siphanto, K. K. Thumma, R. G. M. Kolkman, T. G. van Leeuwen, F. F. M. de Mul, J. W. van Neck, L. N. A. van Adrichem, and W. Steenbergen, “Serial noninvasive photoacoustic imaging of neovascularization in tumor angiogenesis,” Opt. Express 13(1), 89–95 (2005).
[CrossRef] [PubMed]

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Donoho, D. L.

D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory 52(4), 1289–1306 (2006).
[CrossRef]

Y. Tsaig and D. L. Donoho, “Extensions of compressed Sensing,” Signal Process. 86(3), 549–571 (2006).
[CrossRef]

Emelianov, S.

Gambhir, S. S.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Guo, Z.

Z. Guo, C. Li, L. Song, and L. V. Wang, “Compressed sensing in photoacoustic tomography in vivo,” J. Biomed. Opt. 15(2), 021311 (2010).
[CrossRef] [PubMed]

Homan, K.

Hondebrink, E.

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Hopman, J. C. W.

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Hu, S.

Keren, S.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Khuri-Yakub, B. T.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Kim, S.

Klaessens, J. H. G. M.

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Kolkman, R. G. M.

R. I. Siphanto, K. K. Thumma, R. G. M. Kolkman, T. G. van Leeuwen, F. F. M. de Mul, J. W. van Neck, L. N. A. van Adrichem, and W. Steenbergen, “Serial noninvasive photoacoustic imaging of neovascularization in tumor angiogenesis,” Opt. Express 13(1), 89–95 (2005).
[CrossRef] [PubMed]

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Lesage, F.

J. Provost and F. Lesage, “The Application of Compressed Sensing for Photo-Acoustic Tomography”, IEEE T. Med. Imaging. 28(4), 585–594 (2009).
[CrossRef]

Levi, J.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Li, C.

Z. Guo, C. Li, L. Song, and L. V. Wang, “Compressed sensing in photoacoustic tomography in vivo,” J. Biomed. Opt. 15(2), 021311 (2010).
[CrossRef] [PubMed]

Li, L.

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

Liang, D.

D. Liang, H. F. Zhang, and L. Ying, “Compressed-Sensing Photoacoustic Imaging based on Random Optical Illumination,” Int. J. Funct. Inf. Personal. Med. 2(4), 394–406 (2009).
[CrossRef]

Liu, X. J.

Liu, Z.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Lungu, G. F.

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

Ma, T. J.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Mallidi, S.

Maslov, K.

K. Maslov, H. F. Zhang, S. Hu, and L. V. Wang, “Optical-resolution photoacoustic microscopy for in vivo imaging of single capillaries,” Opt. Lett. 33(9), 929–931 (2008).
[CrossRef] [PubMed]

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

Morales-Saavedra, O. G.

Oralkan, O.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Pérez-Ruiz, S. J.

Provost, J.

J. Provost and F. Lesage, “The Application of Compressed Sensing for Photo-Acoustic Tomography”, IEEE T. Med. Imaging. 28(4), 585–594 (2009).
[CrossRef]

Siphanto, R. I.

Sivaramakrishnan, M.

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

Smith, B. R.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Song, L.

Z. Guo, C. Li, L. Song, and L. V. Wang, “Compressed sensing in photoacoustic tomography in vivo,” J. Biomed. Opt. 15(2), 021311 (2010).
[CrossRef] [PubMed]

Steenbergen, W.

R. I. Siphanto, K. K. Thumma, R. G. M. Kolkman, T. G. van Leeuwen, F. F. M. de Mul, J. W. van Neck, L. N. A. van Adrichem, and W. Steenbergen, “Serial noninvasive photoacoustic imaging of neovascularization in tumor angiogenesis,” Opt. Express 13(1), 89–95 (2005).
[CrossRef] [PubMed]

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Stoica, G.

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

Tao, C.

Thijssen, J. M.

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Thumma, K. K.

Torres-Zúñiga, V.

Tsaig, Y.

Y. Tsaig and D. L. Donoho, “Extensions of compressed Sensing,” Signal Process. 86(3), 549–571 (2006).
[CrossRef]

Vaithilingam, S.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

van Adrichem, L. N. A.

van Leeuwen, T. G.

R. I. Siphanto, K. K. Thumma, R. G. M. Kolkman, T. G. van Leeuwen, F. F. M. de Mul, J. W. van Neck, L. N. A. van Adrichem, and W. Steenbergen, “Serial noninvasive photoacoustic imaging of neovascularization in tumor angiogenesis,” Opt. Express 13(1), 89–95 (2005).
[CrossRef] [PubMed]

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

van Neck, J. W.

Wang, B.

Wang, L. V.

Z. Guo, C. Li, L. Song, and L. V. Wang, “Compressed sensing in photoacoustic tomography in vivo,” J. Biomed. Opt. 15(2), 021311 (2010).
[CrossRef] [PubMed]

L. V. Wang, “Prospects of photoacoustic tomography,” Med. Phys. 35(12), 5758–5767 (2008).
[CrossRef] [PubMed]

K. Maslov, H. F. Zhang, S. Hu, and L. V. Wang, “Optical-resolution photoacoustic microscopy for in vivo imaging of single capillaries,” Opt. Lett. 33(9), 929–931 (2008).
[CrossRef] [PubMed]

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

M. H. Xu and L. V. Wang, “Photoacoustic imaging in biomedicine,” Rev. Sci. Instrum. 77(4), 041101 (2006).
[CrossRef]

L. V. Wang, “Ultrasound-mediated biophotonic imaging: a review of acousto-optical tomography and photo-acoustic tomography,” Dis. Markers 19(2-3), 123–138 (2003-2004).
[PubMed]

M. H. Xu and L. V. Wang, “Time-domain Reconstruction for Thermoacoustic Tomography in a Spherical Geometry”, IEEE T. Med. Imaging. 21(7), 814–822 (2002).
[CrossRef]

Xu, M. H.

M. H. Xu and L. V. Wang, “Photoacoustic imaging in biomedicine,” Rev. Sci. Instrum. 77(4), 041101 (2006).
[CrossRef]

M. H. Xu and L. V. Wang, “Time-domain Reconstruction for Thermoacoustic Tomography in a Spherical Geometry”, IEEE T. Med. Imaging. 21(7), 814–822 (2002).
[CrossRef]

Ying, L.

D. Liang, H. F. Zhang, and L. Ying, “Compressed-Sensing Photoacoustic Imaging based on Random Optical Illumination,” Int. J. Funct. Inf. Personal. Med. 2(4), 394–406 (2009).
[CrossRef]

Zavaleta, C.

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Zemp, R. J.

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

Zepahua-Camacho, M.

Zhang, H. F.

D. Liang, H. F. Zhang, and L. Ying, “Compressed-Sensing Photoacoustic Imaging based on Random Optical Illumination,” Int. J. Funct. Inf. Personal. Med. 2(4), 394–406 (2009).
[CrossRef]

K. Maslov, H. F. Zhang, S. Hu, and L. V. Wang, “Optical-resolution photoacoustic microscopy for in vivo imaging of single capillaries,” Opt. Lett. 33(9), 929–931 (2008).
[CrossRef] [PubMed]

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

Appl. Phys. Lett. (1)

H. F. Zhang, K. Maslov, M. Sivaramakrishnan, G. Stoica, and L. V. Wang, “Imaging of hemoglobin oxygen saturation variations in single vessels in vivo using photoacoustic microscopy,” Appl. Phys. Lett. 90(5), 053901 (2007).
[CrossRef]

Dis. Markers (1)

L. V. Wang, “Ultrasound-mediated biophotonic imaging: a review of acousto-optical tomography and photo-acoustic tomography,” Dis. Markers 19(2-3), 123–138 (2003-2004).
[PubMed]

IEEE T. Med. Imaging. (2)

J. Provost and F. Lesage, “The Application of Compressed Sensing for Photo-Acoustic Tomography”, IEEE T. Med. Imaging. 28(4), 585–594 (2009).
[CrossRef]

M. H. Xu and L. V. Wang, “Time-domain Reconstruction for Thermoacoustic Tomography in a Spherical Geometry”, IEEE T. Med. Imaging. 21(7), 814–822 (2002).
[CrossRef]

IEEE Trans. Inf. Theory (1)

D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory 52(4), 1289–1306 (2006).
[CrossRef]

Int. J. Funct. Inf. Personal. Med. (1)

D. Liang, H. F. Zhang, and L. Ying, “Compressed-Sensing Photoacoustic Imaging based on Random Optical Illumination,” Int. J. Funct. Inf. Personal. Med. 2(4), 394–406 (2009).
[CrossRef]

J. Biomed. Opt. (2)

Z. Guo, C. Li, L. Song, and L. V. Wang, “Compressed sensing in photoacoustic tomography in vivo,” J. Biomed. Opt. 15(2), 021311 (2010).
[CrossRef] [PubMed]

L. Li, R. J. Zemp, G. F. Lungu, G. Stoica, and L. V. Wang, “Photoacoustic imaging of lacz gene expression in vivo,” J. Biomed. Opt. 12(2), 020504 (2007).
[CrossRef] [PubMed]

Med. Phys. (1)

L. V. Wang, “Prospects of photoacoustic tomography,” Med. Phys. 35(12), 5758–5767 (2008).
[CrossRef] [PubMed]

Nat. Nanotechnol. (1)

A. De La Zerda, C. Zavaleta, S. Keren, S. Vaithilingam, S. Bodapati, Z. Liu, J. Levi, B. R. Smith, T. J. Ma, O. Oralkan, Z. Cheng, X. Y. Chen, H. J. Dai, B. T. Khuri-Yakub, and S. S. Gambhir, “Carbon nanotubes as photoacoustic molecular imaging agents in living mice,” Nat. Nanotechnol. 3(9), 557–562 (2008).
[CrossRef] [PubMed]

Opt. Express (3)

Opt. Lett. (2)

Phys. Med. Biol. (1)

R. G. M. Kolkman, J. H. G. M. Klaessens, E. Hondebrink, J. C. W. Hopman, F. F. M. de Mul, W. Steenbergen, J. M. Thijssen, and T. G. van Leeuwen, “Photoacoustic determination of blood vessel diameter,” Phys. Med. Biol. 49(20), 4745–4756 (2004).
[CrossRef] [PubMed]

Rev. Sci. Instrum. (1)

M. H. Xu and L. V. Wang, “Photoacoustic imaging in biomedicine,” Rev. Sci. Instrum. 77(4), 041101 (2006).
[CrossRef]

Signal Process. (1)

Y. Tsaig and D. L. Donoho, “Extensions of compressed Sensing,” Signal Process. 86(3), 549–571 (2006).
[CrossRef]

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Figures (7)

Fig. 1
Fig. 1

The schematic of the CS method for PAI with one ultrasonic transducer. (a) Compressed data acquisition. (b) PA signals receiving

Fig. 2
Fig. 2

Schematics of PA Images from different CS methods. (a) The rectangle mask. (b) The arc-direction mask. (c) PA image from the rectangle reconstruction algorithm. (d) PA image from the arc-direction reconstruction algorithm.

Fig. 3
Fig. 3

Curves of reconstruction errors based on rectangle and arc-direction CS methods.

Fig. 4
Fig. 4

Transducers’ different observation locations using CS method for PAI based on multi-angle observation.

Fig. 5
Fig. 5

Reconstruction of PA Images from different view degrees with 90 masks. (a)-(d) 0-degree, 90-degree, 180-degree and 270-degree using rectangle CS method respectively; (e)-(h) 0-degree, 90-degree, 180-degree and 270-degree using arc-direction CS method respectively.

Fig. 6
Fig. 6

Reconstruction of PA Images from multi-angle observation. (a)-(c) 90 masks, 150 masks and 210 masks using rectangle CS method respectively; (d)-(f) 90 masks, 150 masks and 210 masks using arc-direction CS method respectively.

Fig. 7
Fig. 7

Reconstruction errors using different observations. (a) Rectangle CS method. (b) Arc-direction CS method

Equations (2)

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x ^ j = arg min x j 1                 subject     to               y M j - Φ M × N x j 2 ε
E R = I C S I 2 I 2

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