IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · 2016 · 36 citations · 28 references
Natural SciencesGeoinformaticsDigital ImagingRemote SensingSensor FusionDigital Image ProcessingMulti-temporal Image AnalysisRadar Signal ProcessingRadar SystemsRemote Sensing ImageryUrban Remote SensingA Priori AnalysisImage Texture AnalysisRadar ImagingSynthetic Aperture RadarSynthetic Aperture Radar Image AnalysisSynthetic Aperture Radar ImagingUrban Feature ExtractionWindow Size Optimization
In this paper, we present a technique for improving the representation of built-up features in model-based multitemporal synthetic aperture radar (SAR) RGB composites. The proposed technique exploits the multitemporal adaptive processing (MAP3) framework to generate an a priori information which is used to implement an adaptive selection of the coherence window size. Image texture is used to support the coherence information in case of decorrelation. The coherence information, powered by texture analysis, and combined with backscattering amplitude, provides a unique representation of built-up features. This allows for an immediate detection of urban agglomerates by human operators, and is an advantaged starting point for urban area extraction algorithms.
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Image processing, analysis and machine vision
Tristan Dijkstra · Neurocomputing · 1994 · 1.8K citations
Self-organizing maps: applications to synoptic climatology
RG Crane · Climate Research · 2002 · 645 citations · Full text