Procedia Computer Science · 2020 · 11 citations · 17 references
ComputingEarth SciencesGeoinformaticsComputer VisionRemote SensingSensor FusionChange DetectionDigital Image ProcessingLand Cover Change DetectionRemote Sensing Change DetectionRemote Sensing Image AnalysisRemote Sensing ImageryChange Detection From Remote SensingImage NormalizationNormalizationParticle Swarm OptimizationSatellite Change DetectionSatellite Image AnalysisSatellite Image Change DetectionSatellite Image Classification
Image fusion using image normalization and radiometric calibration and Particle Swarm Optimization Fuzzy-c means (PSOFCM) based unsupervised change observation technique is proposed in this paper. To obtain a change of an image, principle component analysis (PCA) & absolute difference log ratio images are fused using radiometric calibration and followed by PSOFCM classifier. Further PSOFCM classifier is used for classifying the satellite image segments into change & unchanged blocks. Better performance is obtained from the simulation of proposed method as compare to other states of art methods.
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James Kennedy, R.C. Eberhart · 2002 · 47.5K citations
FCM: The fuzzy c-means clustering algorithm
James C. Bezdek, Robert Ehrlich, William E. Full · Computers & Geosciences · 1984 · 6.6K citations