skip to content
Image quality assessment of computer-generated images : based on machine learning and soft computing Preview this item
ClosePreview this item
Checking...

Image quality assessment of computer-generated images : based on machine learning and soft computing

Author: André Bigand; Julien Dehos; Christophe Renaud; Joseph Constantin
Publisher: Cham, Switzerland : Springer, 2018.
Series: SpringerBriefs in computer science.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Image Quality Assessment is well-known for measuring the perceived image degradation of natural scene images but is still an emerging topic for computer-generated images. This book addresses this problem and presents recent advances based on soft computing. It is aimed at students, practitioners and researchers in the field of image processing and related areas such as computer graphics and visualization. In this  Read more...
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

Find a copy online

Links to this item

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Electronic book
Electronic books
Additional Physical Format: Print version:
Bigand, André.
Image quality assessment of computer-generated images.
Cham, Switzerland : Springer, 2018
(OCoLC)1013934005
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: André Bigand; Julien Dehos; Christophe Renaud; Joseph Constantin
ISBN: 9783319735436 3319735438
OCLC Number: 1028553140
Description: 1 online resource.
Contents: Introduction --
Monte-Carlo Methods for Image Synthesis --
Visual Impact of Rendering on Image Quality --
Full-reference Methods and Machine Learning --
No-reference Methods and Fuzzy Sets --
Reduced-reference Methods --
Conclusion.
Series Title: SpringerBriefs in computer science.
Responsibility: André Bigand, Julien Dehos, Christophe Renaud, Joseph Constantin.

Abstract:

Image Quality Assessment is well-known for measuring the perceived image degradation of natural scene images but is still an emerging topic for computer-generated images.  Read more...

Reviews

User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/1028553140> # Image quality assessment of computer-generated images : based on machine learning and soft computing
    a schema:CreativeWork, schema:Book, schema:MediaObject ;
    library:oclcnum "1028553140" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/sz> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computers_general> ; # COMPUTERS--General
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/artificial_intelligence> ; # Artificial intelligence
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computer_graphics> ; # Computer graphics
    schema:about <http://dewey.info/class/006.6/e23/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computer_vision> ; # Computer vision
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computational_intelligence> ; # Computational Intelligence
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/soft_computing> ; # Soft computing
    schema:about <http://experiment.worldcat.org/entity/work/data/4657312131#Topic/machine_learning> ; # Machine learning
    schema:author <http://experiment.worldcat.org/entity/work/data/4657312131#Person/dehos_julien> ; # Julien Dehos
    schema:author <http://experiment.worldcat.org/entity/work/data/4657312131#Person/bigand_andre> ; # André Bigand
    schema:author <http://experiment.worldcat.org/entity/work/data/4657312131#Person/constantin_joseph> ; # Joseph Constantin
    schema:author <http://experiment.worldcat.org/entity/work/data/4657312131#Person/renaud_christophe> ; # Christophe Renaud
    schema:bookFormat schema:EBook ;
    schema:datePublished "2018" ;
    schema:description "Image Quality Assessment is well-known for measuring the perceived image degradation of natural scene images but is still an emerging topic for computer-generated images. This book addresses this problem and presents recent advances based on soft computing. It is aimed at students, practitioners and researchers in the field of image processing and related areas such as computer graphics and visualization. In this book, we first clarify the differences between natural scene images and computer-generated images, and address the problem of Image Quality Assessment (IQA) by focusing on the visual perception of noise. Rather than using known perceptual models, we first investigate the use of soft computing approaches, classically used in Artificial Intelligence, as full-reference and reduced-reference metrics. Thus, by creating Learning Machines, such as SVMs and RVMs, we can assess the perceptual quality of a computer-generated image. We also investigate the use of interval-valued fuzzy sets as a no-reference metric. These approaches are treated both theoretically and practically, for the complete process of IQA. The learning step is performed using a database built from experiments with human users and the resulting models can be used for any image computed with a stochastic rendering algorithm. This can be useful for detecting the visual convergence of the different parts of an image during the rendering process, and thus to optimize the computation. These models can also be extended to other applications that handle complex models, in the fields of signal processing and image processing."@en ;
    schema:description "Introduction -- Monte-Carlo Methods for Image Synthesis -- Visual Impact of Rendering on Image Quality -- Full-reference Methods and Machine Learning -- No-reference Methods and Fuzzy Sets -- Reduced-reference Methods -- Conclusion."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/4657312131> ;
    schema:genre "Electronic books"@en ;
    schema:genre "Electronic book"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/4657312131#Series/springerbriefs_in_computer_science> ; # SpringerBriefs in computer science.
    schema:isSimilarTo <http://www.worldcat.org/oclc/1013934005> ;
    schema:name "Image quality assessment of computer-generated images : based on machine learning and soft computing"@en ;
    schema:productID "1028553140" ;
    schema:url <http://doi.org/10.1007/978-3-319-73543-6> ;
    schema:url <http://proxy.library.brocku.ca/login?url=http://link.springer.com/10.1007/978-3-319-73543-6> ;
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=1728356> ;
    schema:url <http://link.springer.com/10.1007/978-3-319-73543-6> ;
    schema:url <https://link.springer.com/10.1007/978-3-319-73543-6> ;
    schema:url <http://VH7QX3XE2P.search.serialssolutions.com/?V=1.0&L=VH7QX3XE2P&S=JCs&C=TC0001986391&T=marc&tab=BOOKS> ;
    schema:url <http://www.vlebooks.com/vleweb/product/openreader?id=none&isbn=9783319735436> ;
    schema:url <http://uproxy.library.dc-uoit.ca/login?url=http://link.springer.com/10.1007/978-3-319-73543-6> ;
    schema:url <https://0-link-springer-com.pugwash.lib.warwick.ac.uk/book/10.1007/978-3-319-73543-6> ;
    schema:url <http://public.eblib.com/choice/publicfullrecord.aspx?p=5340103> ;
    schema:url <http://proxy.library.carleton.ca/login?url=https://doi.org/10.1007/978-3-319-73543-6> ;
    schema:url <https://link.springer.com/openurl?genre=book&isbn=978-3-319-73542-9> ;
    schema:url <http://dx.doi.org/10.1007/978-3-319-73543-6> ;
    schema:url <https://0-link-springer-com.pugwash.lib.warwick.ac.uk/10.1007/978-3-319-73543-6> ;
    schema:url <https://ezproxy.library.dal.ca/login?url=https://doi.org/10.1007/978-3-319-73543-6> ;
    schema:workExample <http://worldcat.org/isbn/9783319735436> ;
    schema:workExample <http://dx.doi.org/10.1007/978-3-319-73543-6> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/1028553140> ;
    .


Related Entities

<http://doi.org/10.1007/978-3-319-73543-6>
    rdfs:comment "VIEW FULL TEXT." ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Person/bigand_andre> # André Bigand
    a schema:Person ;
    schema:familyName "Bigand" ;
    schema:givenName "André" ;
    schema:name "André Bigand" ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Person/constantin_joseph> # Joseph Constantin
    a schema:Person ;
    schema:familyName "Constantin" ;
    schema:givenName "Joseph" ;
    schema:name "Joseph Constantin" ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Person/dehos_julien> # Julien Dehos
    a schema:Person ;
    schema:familyName "Dehos" ;
    schema:givenName "Julien" ;
    schema:name "Julien Dehos" ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Person/renaud_christophe> # Christophe Renaud
    a schema:Person ;
    schema:familyName "Renaud" ;
    schema:givenName "Christophe" ;
    schema:name "Christophe Renaud" ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Series/springerbriefs_in_computer_science> # SpringerBriefs in computer science.
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/1028553140> ; # Image quality assessment of computer-generated images : based on machine learning and soft computing
    schema:name "SpringerBriefs in computer science." ;
    schema:name "SpringerBriefs in computer science" ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Topic/artificial_intelligence> # Artificial intelligence
    a schema:Intangible ;
    schema:name "Artificial intelligence"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computational_intelligence> # Computational Intelligence
    a schema:Intangible ;
    schema:name "Computational Intelligence"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computer_graphics> # Computer graphics
    a schema:Intangible ;
    schema:name "Computer graphics"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/4657312131#Topic/computers_general> # COMPUTERS--General
    a schema:Intangible ;
    schema:name "COMPUTERS--General"@en ;
    .

<http://uproxy.library.dc-uoit.ca/login?url=http://link.springer.com/10.1007/978-3-319-73543-6>
    rdfs:comment "eBook available for UOIT via SpringerLink. Click link to access" ;
    .

<http://worldcat.org/isbn/9783319735436>
    a schema:ProductModel ;
    schema:isbn "3319735438" ;
    schema:isbn "9783319735436" ;
    .

<http://www.worldcat.org/oclc/1013934005>
    a schema:CreativeWork ;
    rdfs:label "Image quality assessment of computer-generated images." ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/1028553140> ; # Image quality assessment of computer-generated images : based on machine learning and soft computing
    .

<http://www.worldcat.org/title/-/oclc/1028553140>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/1028553140> ; # Image quality assessment of computer-generated images : based on machine learning and soft computing
    schema:dateModified "2019-05-11" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .

<https://ezproxy.library.dal.ca/login?url=https://doi.org/10.1007/978-3-319-73543-6>
    rdfs:comment "Unlimited Access available" ;
    rdfs:comment "Access restricted: DAL users only" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.