Bayesian compressed sensing in ultrasound imaging

2011 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2011

Volumn , Issue , 2011, Pages 101-104

  Quinsac, Celine ^a   Dobigeon, Nicolas ^a   Basarab, Adrian ^a   Kouame, Denis ^a   Tourneret, Jean Yves ^a  

^a UNIVERSITÉ DE TOULOUSE   (France)

Author keywords

Bayesian reconstruction; Compressed sensing; sparsity; ultrasound imaging

Indexed keywords

BAYESIAN APPROACHES; BAYESIAN RECONSTRUCTION; COMPRESSED SENSING; CONSTRAINED MINIMIZATION PROBLEM; FREQUENCY DOMAINS; HUMAN THYROID; IN-VIVO IMAGES; SPARSITY; SPECTRAL DOMAINS; ULTRASOUND IMAGES; ULTRASOUND IMAGING;

BAYESIAN NETWORKS; SENSORS; ULTRASONIC IMAGING; ULTRASONICS;

SIGNAL RECONSTRUCTION;

EID: 84857184708     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CAMSAP.2011.6135897     Document Type: Conference Paper

References (10)

1. E. J. Candes, J. Romberg, and T. Tao, "Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information," IEEE Trans. Inf. Theory, vol. 52, no. 2, pp. 489-509, Jan. 2006. (Pubitemid 43174093)
2. J. Provost and F. Lesage, "The application of compressed sensing for photo-acoustic tomography," IEEE Trans. Medical Imaging, vol. 28, no. 4, pp. 585-594, April 2009.
3. C. Quinsac, A. Basarab, J.-M. Gregoire, and D. Kouame, "3D compressed sensing ultrasound imaging," in Proc. IEEE Int. Ultrason. Symp. (IUS), San Diego, U.S.A., Oct. 2010.
4. N. Dobigeon, A. O. Hero, and J.-Y. Tourneret, "Hierarchical Bayesian sparse image reconstruction with application to MRFM," IEEE Trans. Image Processing, vol. 18, no. 9, pp. 2059-2070, Sept. 2009.
5. S. Ji, Y. Xue, and L. Carin, "Bayesian compressive sensing," IEEE Trans. Signal Process., vol. 56, no. 6, pp. 2346-2356, 2008. (Pubitemid 351795888)
6. B. Raju and M. Srinivasan, "Statistics of envelope of high-frequency ultrasonic backscatter from human skin in vivo," IEEE Trans. on Ultrasonics, Ferroelectrics and Frequency Control, vol. 49, no. 7, pp. 871-882, July 2002.
7. C. Quinsac, A. Basarab, J.-M. Girault, and D. Kouame, "Compressed sensing of ultrasound images: Sampling of spatial and frequency domains," in Proc. IEEE Workshop on Signal Process. Syst. (SIPS), Oct. 2010, pp. 231-236.
8. E. Candes, M.Wakin, and S. Boyd, "Enhancing sparsity by reweighted l1 minimization," J. Fourier Anal. Appl., vol. 14, no. 5, pp. 877-905, 2008.
9. R. F. Wagner, M. F. Insana, and D. G. Brown, "Statistical properties of radio-frequency and envelope-detected signals with applications to medical ultrasound," J. Opt. Soc. Am. A, vol. 4, no. 5, pp. 910-922, May. 1987.
10. J. A. Jensen and N. B. Svendsen, "Calculation of pressure fields from arbitrarily shaped, apodized, and excited ultrasound transducers," IEEE Trans. on Ultrasonics, Ferroelectrics and Frequency Control, vol. 39, no. 2, pp. 262-267, March. 1992.