High throughput fluorescence microscopy is an essential tool in systems biological studies of eukaryotic cells. Its power can be fully realized when all cells in a field of view and the entire time series can be accurately localized and quantified. These tasks can be mapped to the common paradigm in computer vision: instance segmentation.
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