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Computer vision methods for fast ima...

Scherer, Rafał,

Computer vision methods for fast image classification and retrieval /

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Computer vision methods for fast image classification and retrieval // Rafał Scherer.
Author:	Scherer, Rafał,
Published:	Cham, Switzerland :Springer, : c2020.,
Description:	ix, 137 p. :ill. (some col.) ; : 25 cm.;
Subject:	Computer vision. -
ISBN:	9783030121945 (cloth) :

Computer vision methods for fast image classification and retrieval /
Scherer, Rafał,

Computer vision methods for fast image classification and retrieval /Rafał Scherer. - Cham, Switzerland :Springer,c2020. - ix, 137 p. :ill. (some col.) ;25 cm. - Studies in computational intelligence ;volume 821. - Studies in computational intelligence ;v. 50. .

Includes bibliographical references.

Introduction -- Feature detection -- Image indexing techniques -- Novel methods for image description -- Image retrieval and classiﬁcation in relational databases -- Concluding remarks and perspectives in computer vision.

The book presents selected methods for accelerating image retrieval and classification in large collections of images using what are referred to as 'hand-crafted features.' It introduces readers to novel rapid image description methods based on local and global features, as well as several techniques for comparing images. Developing content-based image comparison, retrieval and classification methods that simulate human visual perception is an arduous and complex process. The book's main focus is on the application of these methods in a relational database context. The methods presented are suitable for both general-type and medical images. Offering a valuable textbook for upper-level undergraduate or graduate-level courses on computer science or engineering, as well as a guide for computer vision researchers, the book focuses on techniques that work under real-world large-dataset conditions.

ISBN: 9783030121945 (cloth) :NT4102

doi

LCCN: 2018968376

Nat. Bib. Agency Control No.: 019267431UkSubjects--Topical Terms:

561800
Computer vision.

LC Class. No.: TA1634 / .S34 2020

Dewey Class. No.: 006.37

Computer vision methods for fast image classification and retrieval /
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003 OCoLC
005 20191117224630.0
008 191125s2020 sz a b 000 0 eng d
010 $a 2018968376
016 7 $a 019267431 $2 Uk
020 $a 9783030121945 (cloth) : $c NT4102
020 $a 9783030121976 (pbk.)
020 $z 9783030121952 (eBook)
024 7 # $z 10.1007/978-3-030-12195-2 $2 doi
035 $a (OCoLC)1080428928
035 $a on1080428928
040 $a YDX $b eng $c NFU $d BDX $d YDXIT $d UKMGB $d OCLCF $d MUU
041 0 # $a eng
050 # 4 $a TA1634 $b .S34 2020
082 0 4 $a 006.37 $2 23
100 1 $a Scherer, Rafał, $e author. $3 1220278
245 1 0 $a Computer vision methods for fast image classification and retrieval / $c Rafał Scherer.
260 # $a Cham, Switzerland : $b Springer, $c c2020.
300 $a ix, 137 p. : $b ill. (some col.) ; $c 25 cm.
490 1 $a Studies in computational intelligence ; $v volume 821
504 $a Includes bibliographical references.
505 0 # $a Introduction -- Feature detection -- Image indexing techniques -- Novel methods for image description -- Image retrieval and classiﬁcation in relational databases -- Concluding remarks and perspectives in computer vision.
520 # $a The book presents selected methods for accelerating image retrieval and classification in large collections of images using what are referred to as 'hand-crafted features.' It introduces readers to novel rapid image description methods based on local and global features, as well as several techniques for comparing images. Developing content-based image comparison, retrieval and classification methods that simulate human visual perception is an arduous and complex process. The book's main focus is on the application of these methods in a relational database context. The methods presented are suitable for both general-type and medical images. Offering a valuable textbook for upper-level undergraduate or graduate-level courses on computer science or engineering, as well as a guide for computer vision researchers, the book focuses on techniques that work under real-world large-dataset conditions.
650 # 0 $a Computer vision. $3 561800
650 # 0 $a Image processing $x Digital techniques. $3 555959
830 0 $a Studies in computational intelligence ; $v v. 50. $3 720500 $3 770436