Edge location in SAR images:: Performance of the likelihood ratio filter and accuracy improvement with an active contour approach

被引:63
作者
Germain, O [1 ]
Réfrégier, P [1 ]
机构
[1] Ecole Natl Super Phys Marseille, Lab Signal & Image, F-13397 Marseille 20, France
关键词
likelihood ratio edge detector; SAR image segmentation; snake; statistical active contour;
D O I
10.1109/83.892444
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The likelihood ratio edge detector is an efficient filter for the segmentation of synthetic aperture radar (SAR) images. We show that this filter provides biased location of the edge, when the window does not have the same orientation as the edge. A phenomenological model is proposed to characterize this bias. We then introduce an efficient technique to refine edge location: the statistical active contour. The combination of these two methods permits to achieve accurate and regularized edge location.
引用
收藏
页码:72 / 78
页数:7
相关论文
共 20 条
  • [1] ON DETECTING EDGES IN SPECKLE IMAGERY
    BOVIK, AC
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (10): : 1618 - 1627
  • [2] Improvement in robustness of the statistically independent region snake-based segmentation method of target-shape tracking
    Chesnaud, C
    Page, V
    Refregier, P
    [J]. OPTICS LETTERS, 1998, 23 (07) : 488 - 490
  • [3] COOK R., 1994, P SOC PHOTO-OPT INS, V2316, P92, DOI DOI 10.1117/12.197529
  • [4] *EUR SPAC AG, 1995, WORKSH ESA ERS AP BR, V109
  • [5] An optimal multiedge detector for SAR image segmentation
    Fjortoft, R
    Lopes, A
    Marthon, P
    Cubero-Castan, E
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1998, 36 (03): : 793 - 802
  • [6] Optimal edge detection and edge localization in complex SAR images with correlated speckle
    Fjortoft, R
    Lopès, A
    Bruniquel, J
    Marthon, P
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 1999, 37 (05): : 2272 - 2281
  • [7] FROST VA, 1982, P INT GEOSC REM S FA, V2
  • [8] Optimal snake-based segmentation of a random luminance target on a spatially disjoint background
    Germain, O
    Refregier, P
    [J]. OPTICS LETTERS, 1996, 21 (22) : 1845 - 1847
  • [9] Goodman JW., 1975, Statistical Properties of Laser Speckle Patterns, P9
  • [10] SNAKES - ACTIVE CONTOUR MODELS
    KASS, M
    WITKIN, A
    TERZOPOULOS, D
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1987, 1 (04) : 321 - 331