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Artificial Intelligence in Label-Free Microscopy

Artificial Intelligence in Label-Free Microscopy Biological Cell Classification by Time Stretch

Hardback (27 Apr 2017)

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Publisher's Synopsis

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.

Book information

ISBN: 9783319514475
Publisher: Springer International Publishing
Imprint: Springer
Pub date:
DEWEY: 502.82
DEWEY edition: 23
Language: English
Number of pages: 134
Weight: 474g
Height: 235mm
Width: 155mm
Spine width: 11mm