Optics Express · 2013 · 37 citations · 26 references
Natural SciencesBiophysicsCell BiologyBiomedical ImagingBiomedical OpticsCell BiophysicsCell StructureCellular ImagingCytologyFlow CytometryMicroscopic Cell MorphologyTexture AnalysisAutomated Image AnalysisCell Morphology AnalysisCell Morphology AssessmentCellular Morphology DetectionCellular Morphology VisualizationHeterogeneityImage Texture AnalysisPatterns
It was found that the diffraction images acquired along the side scattering directions with objects in a cell sample contain pattern variations at both the global and local scales. We show here that the global pattern variation is associated with the categorical size and morphological heterogeneity of the imaged objects. An automated image processing method has been developed to separate the acquired diffraction images into three types of global patterns. Combined with previously developed method for quantifying local texture pattern variations, the new method allows fully automated analysis of diffraction images for rapid and label-free classification of cells according to their 3D morphology.
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Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations
Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text