IEEE Transactions on Pattern Analysis and Machine Intelligence · 1999 · 412 citations · 31 references
ComputingBiostatisticsComputer ScienceDigital ImagingSpatial AnalysisSpatial StatisticsDigital Image ProcessingImage AnalysisImage ProcessingImage QuantificationImage SegmentationVolume SegmentationA Priori AnalysisAssignment With Incomplete InformationImage ThresholdingStatistical SegmentationThresholdingUnivariate Analysis
We consider the problem of segmenting a digitized image consisting of two univariate populations. Assume a priori knowledge allows incomplete assignment of voxels in the image, in the sense that a fraction of the voxels can be identified as belonging to population II/sub 0/, a second fraction to II/sub 1/, and the remaining fraction have no a priori identification. Based upon estimates of the short length scale spatial covariance of the image, we develop a method utilizing indicator kriging to complete the image segmentation.
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