Artificial Intelligence in Label-free Microscopy Biological Cell Classification by Time Stretch
tarafından
Mahjoubfar, Ata. author.
Başlık
:
Artificial Intelligence in Label-free Microscopy Biological Cell Classification by Time Stretch
Yazar
:
Mahjoubfar, Ata. author.
ISBN
:
9783319514482
Yazar
:
Mahjoubfar, Ata. author.
Edisyon
:
1st ed. 2017.
Fiziksel Niteleme
:
XXXIII, 134 p. 52 illus. in color. online resource.
İçindekiler
:
Introduction -- Background -- Nanometer-resolved imaging vibrometer -- Three-dimensional ultrafast laser scanner -- Label-free High-throughput Phenotypic Screening -- Time Stretch Quantitative Phase Imaging -- Big data acquisition and processing in real-time -- Deep Learning and Classification -- Optical Data Compression in Time Stretch Imaging -- Design of Warped Stretch Transform -- Concluding Remarks and Future Work -- References.
Özet
:
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. • Demonstrates how machine learning is used in high-speed microscopy imaging to facilitate medical diagnosis; • Provides a systematic and comprehensive illustration of time stretch technology; • Enables multidisciplinary application, including industrial, biomedical, and artificial intelligence.
Konu Başlığı
:
Biomedical engineering.
Electronics.
Computer vision.
Bioinformatics.
Biomedical Engineering and Bioengineering. http://scigraph.springernature.com/things/product-market-codes/T2700X
Electronics and Microelectronics, Instrumentation. http://scigraph.springernature.com/things/product-market-codes/T24027
Image Processing and Computer Vision. http://scigraph.springernature.com/things/product-market-codes/I22021
Bioinformatics. http://scigraph.springernature.com/things/product-market-codes/L15001
Yazar Ek Girişi
:
Chen, Claire Lifan.
Jalali, Bahram.
Ek Kurum Yazar
:
SpringerLink (Online service)
Elektronik Erişim
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 222164-1001 | R856 -857 | Springer E-Book Collection |