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CytoCensus, mapping cell identity and division in tissues and organs using machine learning.
Martin Hailstone, Dominic Waithe, Tamsin J Samuels, Lu Yang, Ita Costello, Yoav Arava, Elizabeth Robertson, Richard M Parton, Ilan Davis
Jun 08, 2020
A major challenge in cell and developmental biology is the automated identification and quantitation of cells in complex multilayered tissues. We developed CytoCensus: an easily deployed implementation of supervised machine...
3D cell detection 4D image analysis D. melanogaster Cell Biology developmental biology ex vivo culture Live imaging MOUSE Neural Stem Cells Zebrafish Animals Animals Genetically Modified Automation Brain Cell Division Drosophila melanogaster Embryo Mammalian Female Image Processing Computer-Assisted Larva Machine Learning Male Mice Microscopy Video Mutation Organoids Phenotype Reproducibility of Results Retina Time Factors Time-Lapse Imaging Tissue Culture Techniques Zebrafish