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deepBlink: threshold-independent detection and localization of diffraction-limited spots
Authors:Bastian Th Eichenberger  YinXiu Zhan  Markus Rempfler  Luca Giorgetti  Jeffrey A Chao
Institution:Friedrich Miescher Institute for Biomedical Research, 4058 Basel, Switzerland;University of Basel, 4003 Basel, Switzerland
Abstract:Detection of diffraction-limited spots in single-molecule microscopy images is traditionally performed with mathematical operators designed for idealized spots. This process requires manual tuning of parameters that is time-consuming and not always reliable. We have developed deepBlink, a neural network-based method to detect and localize spots automatically. We demonstrate that deepBlink outperforms other state-of-the-art methods across six publicly available datasets containing synthetic and experimental data.
Keywords:
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