Antarctic Coastline Detection using Snakes

被引:14
作者
Klinger, Tobias [1 ]
Ziems, Marcel [1 ]
Heipke, Christian [1 ]
Schenke, Hans Werner [2 ]
Ott, Norbert [2 ]
机构
[1] Leibniz Univ Hannover, Inst Photogrammetrie & GeoInformat, D-30167 Hannover, Germany
[2] Alfred Wegener Inst Polar & Marine Res, D-27568 Bremerhaven, Germany
来源
PHOTOGRAMMETRIE FERNERKUNDUNG GEOINFORMATION | 2011年 / 06期
关键词
Automation; snakes (active contours); coastline; Antarctica; classification; model selection; SHORELINE;
D O I
10.1127/1432-8364/2011/0095
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
In this paper we present an approach for automatic coastline detection from images based on snakes (parametric active contours) and apply it to Landsat images from Antarctica. Snakes require the definition of an energy functional that reflects the underlying coastline model. For Antarctica the coastline appearance in the images is heterogeneous. Therefore, it is not possible to use a single model only. After inspecting the images to be used we formulate three different transition models that match a large part of the Antarctic coastline: (a) from ice shelf to water, (b) from ice shelf to sea ice and (c) from rocky terrain to water. For each of the three models the energy terms are optimised based on the radiotnetric properties of the adjacent regions as well as the curvature and the potential change-rate of the coastline itself. A supervised classification for the three classes ice, water and rocky terrain controls the whole process by selecting the most applicable model for a given image region along the coastline. We present results for the extraction of approximately 12% of the Antarctic coastline from an up-to-date Landsat mosaic.
引用
收藏
页码:421 / 434
页数:14
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