Sparsity-based retinal layer segmentation of optical coherence tomography images

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2011, Pages 449-452

  Tokayer, Jason ^a   Ortega, Antonio ^a   Huang, David ^b  

^a UNIVERSITY OF SOUTHERN CALIFORNIA   (United States)

^b OREGON HEALTH AND SCIENCE UNIVERSITY   (United States)

Author keywords

optical coherence tomography; segmentation; sparsity

Indexed keywords

ANATOMIC STRUCTURES; LAYER BOUNDARIES; RETINAL IMAGE; RETINAL IMAGE SEGMENTATION; RETINAL LAYERS; RUNTIMES; SPARSE REPRESENTATION; SPARSITY; SPARSITY CONSTRAINTS;

ALGORITHMS; DYNAMIC PROGRAMMING; GRAPH THEORY; OPHTHALMOLOGY; OPTICAL DATA PROCESSING; OPTICAL TOMOGRAPHY;

IMAGE SEGMENTATION;

EID: 84856269296     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2011.6116547     Document Type: Conference Paper

References (10)

1. D. Huang, E.A. Swanson, C.P. Lin, J.S. Schuman, W.G. Stinson, W. Chang, M.R. Hee, T. Flotte, K. Gregory, C.A. Puliafito, and J.G. Fujimoto, "Optical coherence tomography," Science, vol. 254, no. 5035, pp. 1178-1181, 1991.
2. A. Mishra, A. Wong, K. Bizheva, and D. Clausi, "Intra-retinal layer segmentation in optical coherence tomography images," Optics Express, vol. 17, no. 26, pp. 23719-23728, December 2009.
3. J.M. Schmitt, S.H. Xiang, and K.M. Yung, "Speckle in optical coherence tomography," J. of Biomedical Optics, vol. 4, no. 1, pp. 95-105, January 1999.
4. H. Ishikawa, D. Stein, G. Wollstein, S. Beaton, J.G. Fujimoto, and J.S. Schuman, "Macular segmentation with optical coherence tomography, "Investigative Ophthalmology and Visual Science, vol. 46, no. 6, pp. 2012-2017, June 2005.
5. M.K. Garvin, M.D. Abramoff, R. Kardon, S.R. Russel, X. Wu, and M. Sonka, "Intraretinal layer segmentation of macular optical coherence tomography images using optimal 3d graph search," Medical Imaging, IEEE Transactions on, vol. 27, no. 10, pp. 1495-1505, October 2008.
6. Q. Yang, C.A. Reisman, Z. Wang, Y. Fukuma, M. Hangai, N. Yoshimura, A. Tomidokoro, M. Araie, A.S. Raza, D.C. Hood, and K. Chan, "Automated layer segmentation of macular oct images using dual-scale gradient information," Optics Express, vol. 18, no. 20, pp. 21293-21307, 2010.
7. S.J. Chiu, X.T. Li, P. Nicholas, C.A. Toth, J.A. Izatt, and S. Farsiu, "Automatic segmentation of seven retinal layers in sdoct images congruent with expert manual segmentation," Optics Express, vol. 18, no. 18, August 2010.
8. M.E. Tipping, "Sparse bayesian learning and the relevance vector machine,"J. of Machine Learning Research, vol. 1, pp. 211-244, 2001. (Pubitemid 33687203)
9. R. Pique-Regi, J. Monso-Varona, A. Ortega, R.C. Seeger, T.J. Triche, and S. Asgharzadeh, "Sparse representation and beysian detection of genome copy number alterations from microarray data," Bioinformatics, vol. 24, no. 3, January 2008.
10. M.E. Tipping and A.C. Faul, "Fast marginal likelihood maximisation for sparse bayesian models," in Proc. of the Ninth International Workshop on Artificial Intelligence and Statistics, C.M. Bishop and B.J. Frey, Eds., Key West, FL., 2003.