An Active Contour Model for Segmenting and Measuring Retinal Vessels

被引:315
作者
Al-Diri, Bashir [1 ]
Hunter, Andrew [1 ]
Steel, David [2 ]
机构
[1] Lincoln Univ, Dept Comp & Informat, Lincoln LN6 7TS, England
[2] Sunderland Eye Infirm, Dept Ophthalmol, Sunderland SR2 9HP, Tyne & Wear, England
关键词
Parametric active contour; retinal vessel segmentation; IMAGES; SEGMENTATION; RETINOPATHY;
D O I
10.1109/TMI.2009.2017941
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents an algorithm for segmenting and measuring retinal vessels, by growing a "Ribbon of Twins" active contour model, which uses two pairs of contours to capture each vessel edge, while maintaining width consistency. The algorithm is initialized using a generalized morphological order filter to identify approximate vessels centerlines. Once the vessel segments are identified the network topology is determined using an implicit neural cost function to resolve junction configurations. The algorithm is robust, and can accurately locate vessel edges under difficult conditions, including noisy blurred edges, closely parallel vessels, light reflex phenomena, and very fine vessels. It yields precise vessel width measurements, with subpixel average width errors. We compare the algorithm with several benchmarks from the literature, demonstrating higher segmentation sensitivity and more accurate width measurement.
引用
收藏
页码:1488 / 1497
页数:10
相关论文
共 31 条
[1]  
Al-Diri B., 2008, P 8 IEEE INT C BIOIN, P1
[2]   REVIEW - A Reference Data Set for Retinal Vessel Profiles [J].
Al-Diri, Bashir ;
Hunter, Andrew ;
Steel, David ;
Habib, Maged ;
Hudaib, Taghread ;
Berry, Simon .
2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, :2262-+
[3]  
ALDIRI B, 2005, IFMBE P 3 EUR MED BI, V11
[4]  
BRINCHMANHANSEN O, 1986, ACTA OPHTHALMOL S, V179, P33
[5]  
CHANWIMALUANG T, 2003, IMAGE PROCESS, V1, P1093
[6]   Computer algorithms for the automated measurement of retinal arteriolar diameters [J].
Chapman, N ;
Witt, N ;
Gao, X ;
Bharath, AA ;
Stanton, AV ;
Thom, SA ;
Hughes, AD .
BRITISH JOURNAL OF OPHTHALMOLOGY, 2001, 85 (01) :74-79
[7]  
CHAUMONT J P, 1989, Fitoterapia, V60, P263
[8]  
Chutatape O, 1998, P ANN INT IEEE EMBS, V20, P3144, DOI 10.1109/IEMBS.1998.746160
[9]   AUTOMATED GRADING OF VENOUS BEADING [J].
GREGSON, PH ;
SHEN, Z ;
SCOTT, RC ;
KOZOUSEK, V .
COMPUTERS AND BIOMEDICAL RESEARCH, 1995, 28 (04) :291-304
[10]   Robust snake implementation; A dual active contour [J].
Gunn, SR ;
Nixon, MS .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (01) :63-68