Measurement of retinal vessel widths from fundus images based on 2-D modeling

被引:149
作者
Lowell, J
Hunter, A [1 ]
Steel, D
Basu, A
Ryder, R
Kennedy, RL
机构
[1] Lincoln Univ, Dept Appl & Comp Sci, Brayford Pools LN6 7TS, Lincoln, England
[2] Sunderland Eye Infirm, Sunderland SR2 9HP, England
[3] City Hosp, Dept Endocrinol & Diabet, Birmingham B18 7QH, W Midlands, England
[4] Univ Nottingham Hosp, Diabet Unit, Queens Med Ctr, Nottingham NG7 2UH, England
关键词
D O I
10.1109/TMI.2004.830524
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Changes in retinal vessel diameter are an important sign of diseases such as hypertension, arteriosclerosis and diabetes mellitus. Obtaining precise measurements of vascular widths is a critical and demanding process in automated retinal image analysis as the typical vessel is only a few pixels wide. This paper presents an algorithm to measure the vessel diameter to subpixel accuracy. The diameter measurement is based on a two-dimensional difference of Gaussian model, which is optimized to fit a two-dimensional intensity vessel segment. The performance of the method is evaluated against Brinchmann-Hansen's half height, Gregson's rectangular profile and Zhou's Gaussian model. Results from 100 sample profiles show that the presented algorithm is over 30% more precise than the compared techniques and is accurate to a third of a pixel.
引用
收藏
页码:1196 / 1204
页数:9
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