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Efficient biometric indexing and ret...
~
Bhagvati, Chakravarthy.
Efficient biometric indexing and retrieval techniques for large-scale systems
Record Type:
Electronic resources : Monograph/item
Title/Author:
Efficient biometric indexing and retrieval techniques for large-scale systemsby Ilaiah Kavati, Munaga V.N.K. Prasad, Chakravarthy Bhagvati.
Author:
Kavati, Ilaiah.
other author:
Prasad, Munaga V.N.K.
Published:
Cham :Springer International Publishing :2017.
Description:
xvii, 67 p. :ill., digital ;24 cm.
Contained By:
Springer eBooks
Subject:
Biometric identification.
Online resource:
http://dx.doi.org/10.1007/978-3-319-57660-2
ISBN:
9783319576602$q(electronic bk.)
Efficient biometric indexing and retrieval techniques for large-scale systems
Kavati, Ilaiah.
Efficient biometric indexing and retrieval techniques for large-scale systems
[electronic resource] /by Ilaiah Kavati, Munaga V.N.K. Prasad, Chakravarthy Bhagvati. - Cham :Springer International Publishing :2017. - xvii, 67 p. :ill., digital ;24 cm. - SpringerBriefs in computer science,2191-5768. - SpringerBriefs in computer science..
Introduction -- Hierarchical Decomposition of Extended Triangulation for Fingerprint Indexing -- An Efficient Score-Based Indexing Technique for Fast Palmprint Retrieval -- A New Cluster-Based Indexing Technique for Palmprint Databases Using Scores and Decision-Level Fusion -- Conclusions and Future Scope.
This work presents a review of different indexing techniques designed to enhance the speed and efficiency of searches over large biometric databases. The coverage includes an extended Delaunay triangulation-based approach for fingerprint biometrics, involving a classification based on the type of minutiae at the vertices of each triangle. This classification is demonstrated to provide improved partitioning of the database, leading to a significant decrease in the number of potential matches during identification. This discussion is then followed by a description of a second indexing technique, which sorts biometric images based on match scores calculated against a set of pre-selected sample images, resulting in a rapid search regardless of the size of the database. The text also examines a novel clustering-based approach to indexing with decision-level fusion, using an adaptive clustering algorithm to compute a set of clusters represented by a 'leader' image, and then determining the index code from the set of leaders. This is shown to improve identification performance while using minimal resources.
ISBN: 9783319576602$q(electronic bk.)
Standard No.: 10.1007/978-3-319-57660-2doiSubjects--Topical Terms:
256971
Biometric identification.
LC Class. No.: TK7882.B56 / K38 2017
Dewey Class. No.: 006.248
Efficient biometric indexing and retrieval techniques for large-scale systems
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Introduction -- Hierarchical Decomposition of Extended Triangulation for Fingerprint Indexing -- An Efficient Score-Based Indexing Technique for Fast Palmprint Retrieval -- A New Cluster-Based Indexing Technique for Palmprint Databases Using Scores and Decision-Level Fusion -- Conclusions and Future Scope.
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This work presents a review of different indexing techniques designed to enhance the speed and efficiency of searches over large biometric databases. The coverage includes an extended Delaunay triangulation-based approach for fingerprint biometrics, involving a classification based on the type of minutiae at the vertices of each triangle. This classification is demonstrated to provide improved partitioning of the database, leading to a significant decrease in the number of potential matches during identification. This discussion is then followed by a description of a second indexing technique, which sorts biometric images based on match scores calculated against a set of pre-selected sample images, resulting in a rapid search regardless of the size of the database. The text also examines a novel clustering-based approach to indexing with decision-level fusion, using an adaptive clustering algorithm to compute a set of clusters represented by a 'leader' image, and then determining the index code from the set of leaders. This is shown to improve identification performance while using minimal resources.
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http://dx.doi.org/10.1007/978-3-319-57660-2
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