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Opis

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.

Szczegóły książki

Kategoria Książki po angielsku Computing & information technology Computer science Artificial intelligence

• Pełny tytuł: Artificial Intelligence in Label-free Microscopy
• Podtytuł: Biological Cell Classification by Time Stretch
• Autor: Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali
• Język: Angielski
• Oprawa: Twarda
• Liczba stron: 134
• EAN: 9783319514475
• ISBN: 3319514474
• ID: 15496670
• Wydawca: Springer International Publishing AG
• Waga: 474 g
• Wymiary: 235 × 155 × 15 mm
• Data wydania: 27. April 2017

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