Extraction of vascular system in retina images using Averaged One-Dependence Estimators and orientation estimation in Hidden Markov Random Fields

Proceedings - International Symposium on Biomedical Imaging

Volumn , Issue , 2011, Pages 693-696

  Kovács, György ^a   Hajdu, András ^a  

^a UNIVERSITY OF DEBRECEN   (Hungary)

Author keywords

averaged one dependence estimator; hidden markov fields; retina; vessel

Indexed keywords

AUTOMATIC SCREENING; AVERAGED ONE-DEPENDENCE ESTIMATOR; ELONGATED STRUCTURES; HIDDEN MARKOV FIELDS; HIDDEN MARKOV RANDOM FIELDS; NAIVE BAYES; OPTIMIZATION PROBLEMS; ORIENTATION ESTIMATION; PROBABILITY ESTIMATION; RETINA; TANGENT VECTORS; VASCULAR SYSTEM; VESSEL;

ESTIMATION; MEDICAL IMAGING;

IMAGE SEGMENTATION;

EID: 80055060421     PISSN: 19457928     EISSN: 19458452     Source Type: Conference Proceeding    
DOI: 10.1109/ISBI.2011.5872501     Document Type: Conference Paper

References (10)

1. A. Can, H. Shen, J. N. Turner, H. L. Tanenbaum, and B. Roysam, "Rapid automated tracing and feature extraction from retinal fundus images using direct exploratory algorithms," IEEE Trans. Inf. Technol. Biomed., vol. 3, pp. 125-138, February 1999.
2. X. Jiang and D. Mojon, "Adaptive local thresholding by verification-based multithreshold probing with application to vessel detection in retinal images," IEEE Trans. Pattern Anal. and Machine Intell., vol. 25, pp. 131-137, January 2003.
3. M. E. Martinez-Prez, A. D. Hughes, A. V. Stanton, S. A. Thom, A. A. Bharath, and K. H. Parker, "Retinal blood vessel segmentation by means of scale-space analysis and region growing," in Medical Image Computing and Cmoputer-Assisted Intervention MICCAI99, 2003, vol. I, pp. 131-137.
4. F. Zana and J. C. Klein, "Segmentation of vessel-like patterns using mathematical morphology and curvature evaluation," IEEE Trans. Image Proc., vol. 10, pp. 1010-1019, July 2001.
5. M. Niemeijer, J. J. Staal, B. van Ginneken, M. Loog, and M. D. Abramoff, "Comparative study of retinal vessel segmentation methods on a new publicly available database," SPIE Medical Imaging, vol. 5370, pp. 648-656, 2004.
6. E. Oost, Akatsuka Y., A. Shimizu, H. Kobatake, D. Furukawa, and A. Katayama, "Vessel segmentation in eye fundus images using ensemble learning and curve fitting," in Biomedical Imaging: From Nano to Macro, 2010, IEEE International Symposium on. IEEE, 2010, pp. 676-679.
7. A. Simo and E. de Ves, "Segmentation of macular fluorescein angiographies: A statistical approach," Pattern Recognition, vol. 34, pp. 128-139, April 2001.
8. Carsten Rother, Vladimir Kolmogorov, and Andrew Blake, "Grabcut: Interactive foreground extraction using iterated graph cuts," ACM Transactions on Graphics, vol. 23, pp. 309-314, 2004.
9. Geoffrey I. Webb, Janice Boughton, and Zhihai Wang, "Averaged one-dependence estimators: Preliminary results," in University of Technology Sydney, 2002, pp. 65-73.
10. J. J Staal, M. D. Abramoff, M. Niemeijer, M. A. Viergever, and B. van Ginneken, "Ridge based vessel segmentation in color images of the retina," IEEE Trans. Med. Imaging, vol. 23, pp. 501-509, April 2004.