Road vectors update using SAR imagery: A snake-based method

被引:47
作者
Bentabet, L [1 ]
Jodouin, S
Ziou, D
Vaillancourt, J
机构
[1] Univ Sherbrooke, Dept Math & Informat, Sherbrooke, PQ J1K 2R1, Canada
[2] Nat Resources Canada, Geomat Canada, Sherbrooke, PQ, Canada
[3] Univ Quebec Outaouais, Hull, PQ J8X 3X7, Canada
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2003年 / 41卷 / 08期
基金
加拿大自然科学与工程研究理事会;
关键词
deformable models; finite elements; road database; roads detection; synthetic apeture radar (SAR) imagery; snakes parameterization; speckle reduction;
D O I
10.1109/TGRS.2003.813850
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The paper presents an approach for roads detection based on synthetic aperture radar (SAR) images and road databases. The vectors provided by the database are refined using active contours (snakes). In this framework, we firstly develop a restoration filter based on the frost filter achieving an acceptable compromise between speckle elimination and lines preserving. This is followed by a line plausibility calculation step which is used to deform the snake from its initial location toward the final solution. The snake is reformulated using finite elements method. The setting of the snake parameters is not an obvious problem especially when they are tuned by trial-and-error process. We propose a new automatic computational rule for the snake parameters. Our approach is validated by a series of tests on synthetic and SAR images.
引用
收藏
页码:1785 / 1803
页数:19
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