Artificial Intelligence in Label-fr - E-book

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Artificial Intelligence In Label-free Microscopy - ENG

Biological Cell Classification By Time Stretch

Ata Mahjoubfar; Claire Lifan Chen; Bahram Jalali

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Sinopsis

ISBN:	9783319514482
Formato:	Page Fidelity
Idioma:	Inglés
Editorial:	Springer Nature
Tema:	Tecnología e ingeniería
Subtema:	Eletrónica general
Año de publicación:	2017-04-19

This book introduces time-stretch quantitative phase imaging (TS-QPI), a high-throughput label-free imaging flow cytometer developed for big data acquisition and analysis in phenotypic screening. TS-QPI is able to capture quantitative optical phase and intensity images simultaneously, enabling high-content cell analysis, cancer diagnostics, personalized genomics, and drug development. The authors also demonstrate a complete machine learning pipeline that performs optical phase measurement, image processing, feature extraction, and classification, enabling high-throughput quantitative imaging that achieves record high accuracy in label -free cellular phenotypic screening and opens up a new path to data-driven diagnosis.

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