ACME: Automatic feature extraction for cell migration examination through intravital microscopy imaging

Miguel Molina-Moreno,Iván González-Díaz,Jon Sicilia,Georgiana Crainiciuc,Miguel Palomino-Segura,Andrés Hidalgo,Fernando Díaz-de-María

Medical Image Analysis（2022）

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摘要

•End-to-end fully-automated system for cell migration analysis.•Increasing throughput, reducing human effort and removing human biases.•Performing a comprehensive shape- and motion- based feature extraction.•Enhancing behavioral cell profiling through an automatic explainability method.•Results show the applicability of our approach in a demanding scenario.

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关键词

3D Segmentation,Cell tracking,Convolutional neural networks,Cell migration

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