The Resource Compressed Sensing with Side Information on the Feasible Region, by Mohammad Rostami, (electronic resource)

Compressed Sensing with Side Information on the Feasible Region, by Mohammad Rostami, (electronic resource)

Label
Compressed Sensing with Side Information on the Feasible Region
Title
Compressed Sensing with Side Information on the Feasible Region
Statement of responsibility
by Mohammad Rostami
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
This book discusses compressive sensing in the presence of side information. Compressive sensing is an emerging technique for efficiently acquiring and reconstructing a signal. Interesting instances of Compressive Sensing (CS) can occur when, apart from sparsity, side information is available about the source signals. The side information can be about the source structure, distribution, etc. Such cases can be viewed as extensions of the classical CS. In these cases we are interested in incorporating the side information to either improve the quality of the source reconstruction or decrease the number of samples required for accurate reconstruction. In this book we assume availability of side information about the feasible region. The main applications investigated are image deblurring for optical imaging, 3D surface reconstruction, and reconstructing spatiotemporally correlated sources. The author shows that the side information can be used to improve the quality of the reconstruction compared to the classic compressive sensing. The book will be of interest to all researchers working on compressive sensing, inverse problems, and image processing
Member of
http://library.link/vocab/creatorName
Rostami, Mohammad
Image bit depth
0
LC call number
  • T385
  • TA1637-1638
  • TK7882.P3
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
Series statement
SpringerBriefs in Electrical and Computer Engineering,
http://library.link/vocab/subjectName
  • Computer science
  • Computer vision
  • Computer Science
  • Computer Imaging, Vision, Pattern Recognition and Graphics
  • Signal, Image and Speech Processing
  • Statistical Physics, Dynamical Systems and Complexity
  • Computational Science and Engineering
Label
Compressed Sensing with Side Information on the Feasible Region, by Mohammad Rostami, (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 -- Compressed Sensing -- Compressed Sensing with Side Information on Feasible Region -- Application: Image Deblurring for Optical Imaging -- Application: Surface Reconstruction in Gradient Field -- Conclusions and Future Work
Dimensions
unknown
Extent
XIII, 69 p. 20 illus.
File format
multiple file formats
Form of item
electronic
Isbn
9783319003665
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-00366-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-00366-5
Label
Compressed Sensing with Side Information on the Feasible Region, by Mohammad Rostami, (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 -- Compressed Sensing -- Compressed Sensing with Side Information on Feasible Region -- Application: Image Deblurring for Optical Imaging -- Application: Surface Reconstruction in Gradient Field -- Conclusions and Future Work
Dimensions
unknown
Extent
XIII, 69 p. 20 illus.
File format
multiple file formats
Form of item
electronic
Isbn
9783319003665
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-00366-5
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-3-319-00366-5

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