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

Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali

  • 出版商: Springer
  • 出版日期: 2017-04-21
  • 售價: $5,788
  • 貴賓價: 9.5$5,499
  • 語言: 英文
  • 頁數: 134
  • 裝訂: Hardcover
  • ISBN: 3319514474
  • ISBN-13: 9783319514475
  • 相關分類: 人工智慧

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商品描述

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.