Retinal Blood Vessel Segmentation via Graph Cut

被引:0
作者
Salazar-Gonzalez, Ana G. [1 ]
Li, Yongmin [1 ]
Liu, Xiaohui [1 ]
机构
[1] Brunel Univ, Dept Informat Syst & Comp, Uxbridge UB8 3PH, Middx, England
来源
11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010) | 2010年
关键词
Retinal images; vessel segmentation; graph cut; IMAGES;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Image analysis is becoming increasingly prominent as a non intrusive diagnosis in modern ophthalmology. Blood vessel morphology is an important indicator for diseases like diabetes, hypertension and retinopathy. This paper presents an automated and unsupervised method for retinal blood vessels segmentation using the graph cut technique. The graph is constructed using a rough segmentation from a pre-processed image together with spatial pixel connection. The proposed method was tested on two public datasets and compared with other methods. Experimental results show that this method outperforms other unsupervised methods and demonstrate the competitiveness with supervised methods.
引用
收藏
页码:225 / 230
页数:6
相关论文
共 15 条
[1]  
Akram M. Usman, 2009, P INT C INF COMM TEC, V978
[2]  
[Anonymous], INT J COMPUTER VISIO
[3]   An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision [J].
Boykov, Y ;
Kolmogorov, V .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (09) :1124-1137
[4]  
Boykov Y, 2000, LECT NOTES COMPUT SC, V1935, P276
[5]  
Cai WC, 2006, LECT NOTES COMPUT SC, V4191, P928
[6]   Locating blood vessels in retinal images by piecewise threshold probing of a matched filter response [J].
Hoover, A ;
Kouznetsova, V ;
Goldbaum, M .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2000, 19 (03) :203-210
[7]   Adaptive local thresholding by verification-based multithreshold probing with application to vessel detection in retinal images [J].
Jiang, XY ;
Mojon, D .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2003, 25 (01) :131-137
[8]  
Kamarainen J. K., 2007, P BRIT MACH VIS C 20
[9]  
Kolmogorov V, 2005, IEEE I CONF COMP VIS, P564
[10]   Segmentation of blood vessels from red-free and fluorescein retinal images [J].
Martinez-Perez, M. Elena ;
Hughes, Alun D. ;
Thom, Simon A. ;
Bharath, Anil A. ;
Parker, Kim H. .
MEDICAL IMAGE ANALYSIS, 2007, 11 (01) :47-61