MicroVIP: Microscopy image simulation on the Virtual Imaging Platform

Ali Ahmad, Guillaume Vanel, Sorina Camarasu-Pop, Axel Bonnet, Carole Frindel, David Rousseau

研究成果: Article査読

2 被引用数 (Scopus)

抄録

MicroVIP is an open source software that assembles, in a unified web-application running on distributed computing resources, simulators of the main fluorescent microscopy imaging modalities (with existing codes or newly developed). MicroVIP provides realistic simulated images including several sources of noise (microfluidic blur effect, diffraction, Poisson noise, camera read out noise). MicroVIP also includes a module which simulates single cells with fluorescent markers and a module to analyze the simulated images with textural and pointillist feature spaces. MicroVIP is shown to be of value for supervised machine learning. It allow to automatically generate large sets of training images and virtual instrumentation to optimize the optical parameters before realizing real experiments.

本文言語English
論文番号100854
ジャーナルSoftwareX
16
DOI
出版ステータスPublished - 2021 12月
外部発表はい

ASJC Scopus subject areas

  • ソフトウェア
  • コンピュータ サイエンスの応用

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