International Journal of Machine Learning and Computing · 2013 · 29 citations · 15 references
ComputingGeoinformaticsCoastal EngineeringComputer VisionRemote SensingDigital Image ProcessingImage FilteringRemote Sensing Image AnalysisRemote Sensing ImagerySatellite Image InterpretationFilter BanksRemote Sensing Of CoastlinesRemote Sensing Of Shoreline ChangeSatellite Image AnalysisSatellite Imagery AnalysisShoreline MappingWavelet-based Filtering
An effective and precise method for shoreline detection from satellite imagery is presented. The algorithm is based on two main steps: (1) the detection of singularities in a single image using non-separable wavelet and (2)amendment procedure using distance regularized level set evolution scheme. Firstly, by selecting appropriate parameters, the non-separable wavelet filter banks which can provide information of different orientations are used to capture the singularities of the selected single satellite image; Secondly, obtaining the modulus image by utilizing sub-images decomposed from the non-separable wavelet filter banks; Thirdly, extracting the shoreline iteratively with the use of distance regularized level set evolution scheme. Experiments are conducted and results show that the proposed algorithm is applicable to satellite imagery, and the shoreline is robust to noises as well as blurring.
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A PDE-Based Fast Local Level Set Method
Danping Peng, Barry Merriman, Stanley Osher et al. · Journal of Computational Physics · 1999 · 1.2K citations