Artificial Intelligence in Label-free Microscopy

Biological Cell Classification by Time Stretch

Inbunden, Engelska, 2017

Av Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali

1 729 kr

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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.

Produktinformation

  • Utgivningsdatum2017-04-27
  • Mått155 x 235 x 15 mm
  • Vikt424 g
  • FormatInbunden
  • SpråkEngelska
  • Antal sidor134
  • Upplaga17001
  • FörlagSpringer International Publishing AG
  • ISBN9783319514475