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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.
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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