The Resource Artificial Intelligence in Label-free Microscopy : Biological Cell Classification by Time Stretch, by Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali, (electronic resource)

Artificial Intelligence in Label-free Microscopy : Biological Cell Classification by Time Stretch, by Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali, (electronic resource)

Label
Artificial Intelligence in Label-free Microscopy : Biological Cell Classification by Time Stretch
Title
Artificial Intelligence in Label-free Microscopy
Title remainder
Biological Cell Classification by Time Stretch
Statement of responsibility
by Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
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
http://library.link/vocab/creatorName
Mahjoubfar, Ata
Image bit depth
0
LC call number
R856-857
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Chen, Claire Lifan.
  • Jalali, B.
  • SpringerLink
http://library.link/vocab/subjectName
  • Engineering
  • Image processing
  • Bioinformatics
  • Electronics
  • Microelectronics
  • Biomedical engineering
  • Engineering
  • Biomedical Engineering
  • Electronics and Microelectronics, Instrumentation
  • Image Processing and Computer Vision
  • Bioinformatics
Label
Artificial Intelligence in Label-free Microscopy : Biological Cell Classification by Time Stretch, by Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Dimensions
unknown
Extent
XXXIII, 134 p. 52 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319514482
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-51448-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-51448-2
Label
Artificial Intelligence in Label-free Microscopy : Biological Cell Classification by Time Stretch, by Ata Mahjoubfar, Claire Lifan Chen, Bahram Jalali, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Dimensions
unknown
Extent
XXXIII, 134 p. 52 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9783319514482
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-51448-2
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-51448-2

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