Improvement of a retinal blood vessel segmentation method using the Insight Segmentation and Registration Toolkit (ITK)

被引:26
作者
Martinez-Perez, M. Elena [1 ]
Hughes, Alun. D. [1 ]
Thom, Simon A. [1 ]
Parker, Kim H. [1 ]
机构
[1] Univ Nacl Autonoma Mexico, Inst Res Appl Math & Syst, Dept Comp Sci, Mexico City 04510, DF, Mexico
来源
2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16 | 2007年
关键词
D O I
10.1109/IEMBS.2007.4352434
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We describe an improved implementation of a segmentation method for retinal blood vessels based on a multi-scale approach and region growing employing modules from the Insight Segmentation and Registration Toolkit (ITK). We present the results of segmentation of retinal blood vessels using this improved method and compare these with results obtained using the original implementation in Matlab, as well as with expert manual segmentations obtained from a public database. We show that the ITK implementation achieves high quality segmentations with markedly improved computational efficiency. The ITK version has greater segmentation accuracy, from 0.94 to 0.96, than the Matlab version due to a decrease in FPR values and it is between 8 and 12 times faster than the original version. Furthermore, the ITK implementation is able to segment high-resolution images in an acceptable timescale.
引用
收藏
页码:892 / 895
页数:4
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