Microscopy Image Analysis: Blob Segmentation using Geodesic Active Contours

Mosaliganti, kishore,gelas, arnaud,gouaillard, alexandre1*,Megason, Sean
1.Singapore Agency for Science Technology and Research
Abstract
Microscopy Image Analysis: Blob Segmentation using Geodesic Active Contours

Abstract

An Insight Toolkit (ITK) processing framework for blob segmentation with applications to microscopy images is presented in this paper. Our algorithm is a refinement of the work of Mosaliganti et al. [3] for splitting cell clusters. The basic idea is to incorporate as many cues as possible into developing a suitable level-set speed function so that an evolving contour exactly segments a cell/nuclei blob. We use image gradients, distance maps, multiple channel information and a shape model to drive the evolution. The framework consists of a linear pipeline of 6 new ITK filters which are applied in succession to generate the segmentation. The filters extract the cell foreground, construct the speed image, find seed points for evolution and collect cell statistics from the segmentation. We include 2D/3D example code, parameter settings and show the results generated on confocal images of the zebrafish embryo.

Keywords

geodesic active contour Microscopysegmentation
Manuscript
Source Code and Data

Source Code and Data

3DCellSegmentationCellFeatureGeneratoritkCellFeatureGenerator.txx8.9 KBitkCellFeatureGenerator.h5.9 KBCellForegroundExtractionitkCellForegroundExtraction.h7.2 KBitkCellForegroundExtraction.txx12.2 KBCMakeLists.txt218 BCellStatisticsitkCellStatistics.h4 KBitkCellStatistics.txx3.4 KBLevelSetBasedCellSegmentationitkLevelSetBasedCellSegmentation.h5.6 KBitkLevelSetBasedCellSegmentation.txx9.8 KBitkShapeLevelSetBasedCellSegmentation.txx12.5 KBitkShapeLevelSetBasedCellSegmentation.h6.5 KBROIExtractCMakeLists.txtREADME42 BSeedExtractionitkSeedExtraction.h3.5 KBitkSeedExtraction.txx4.2 KBLevelSetBasedCellSegmentationParameters.txt4.5 KBVoronoiSegmentationitkVoronoiBasedCellSegmentation.h4.6 KBitkVoronoiBasedCellSegmentation.txx5.9 KBCMakeLists.txt979 BOptionsCMakeLists.txt123 Banyoption.cxx24.5 KBanyoption.h7.5 KBUtilitiesCMakeLists.txt99 BREADME112 BbinaryAttributeMorphologyCMakeLists.txt12.8 KBIJMacros.txt3.1 KBTODO.txt627 Battribute_values.cxx2.2 KBWrappingCMakeLists.txt890 BWrapITKTypes.cmake387 Bwrap_ITKLabelMapBase.cmake1 KBwrap_itkAutoCropLabelMapFilter.cmake166 Bwrap_itkBinaryClosingByReconstructionImageFilter.cmake276 Bwrap_itkBinaryFillholeImageFilter.cmake97 Bwrap_itkBinaryGrindPeakImageFilter.cmake98 Bwrap_itkBinaryImageToLabelMapFilter.cmake304 Bwrap_itkBinaryImageToShapeLabelMapFilter.cmake309 Bwrap_itkBinaryImageToStatisticsLabelMapFilter.cmake414 Bwrap_itkBinaryReconstructionByDilationImageFilter.cmake113 Bwrap_itkBinaryOpeningByReconstructionImageFilter.cmake276 Bwrap_itkBinaryReconstructionByErosionImageFilter.cmake112 Bwrap_itkBinaryReconstructionLabelMapFilter.cmake.notwrapped269 Bwrap_itkBinaryShapeKeepNObjectsImageFilter.cmake106 Bwrap_itkBinaryShapeOpeningImageFilter.cmake101 Bwrap_itkBinaryStatisticsKeepNObjectsImageFilter.cmake348 Bwrap_itkBinaryStatisticsOpeningImageFilter.cmake343 Bwrap_itkChangeRegionLabelMapFilter.cmake170 Bwrap_itkCropLabelMapFilter.cmake162 Bwrap_itkInPlaceLabelMapFilter.cmake165 Bwrap_itkLabelImageToLabelMapFilter.cmake303 Bwrap_itkLabelImageToShapeLabelMapFilter.cmake308 Bwrap_itkLabelImageToStatisticsLabelMapFilter.cmake413 Bwrap_itkLabelMap.cmake101 Bwrap_itkLabelMapOverlayImageFilter.cmake598 Bwrap_itkLabelMapFilter.cmake759 Bwrap_itkLabelMapMaskImageFilter.cmake257 Bwrap_itkLabelMapToBinaryImageFilter.cmake264 Bwrap_itkLabelMapToLabelImageFilter.cmake263 Bwrap_itkLabelMapToRGBImageFilter.cmake438 Bwrap_itkLabelObject.cmake156 Bwrap_itkLabelReconstructionByDilationImageFilter.cmake112 Bwrap_itkLabelObjectLine.cmake131 Bwrap_itkLabelSelectionLabelMapFilter.cmake188 Bwrap_itkLabelShapeKeepNObjectsImageFilter.cmake105 Bwrap_itkLabelShapeOpeningImageFilter.cmake100 Bwrap_itkLabelStatisticsKeepNObjectsImageFilter.cmake347 Bwrap_itkLabelStatisticsOpeningImageFilter.cmake342 Bwrap_itkPadLabelMapFilter.cmake161 Bwrap_itkShapeKeepNObjectsLabelMapFilter.cmake175 Bwrap_itkRegionFromReferenceLabelMapFilter.cmake177 Bwrap_itkShapeLabelMapFilter.cmake163 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KBOptionsCMakeLists.txt200 Bdemo.cxx3.3 KB

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