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.
Produkteigenschaften
- Artikelnummer: 9783319514475
- Medium: Buch
- ISBN: 978-3-319-51447-5
- Verlag: Springer International Publishing
- Erscheinungstermin: 27.04.2017
- Sprache(n): Englisch
- Auflage: 1. Auflage 2017
- Produktform: Gebunden, HC runder Rücken kaschiert
- Gewicht: 424 g
- Seiten: 134
- Format (B x H x T): 160 x 241 x 15 mm
- Ausgabetyp: Kein, Unbekannt