The Resource Person re-identification with pairwise learning and ranking, by Zhi Zhang

Person re-identification with pairwise learning and ranking, by Zhi Zhang

Label
Person re-identification with pairwise learning and ranking
Title
Person re-identification with pairwise learning and ranking
Statement of responsibility
by Zhi Zhang
Creator
Contributor
Author
Thesis advisor
Subject
Genre
Language
eng
Summary
In this work, we address the problem of person re-identication for intelligent analysis and search of surveillance videos. During person re-identication, we need to match observations of individuals across different camera views with large variations of appearance, such as pose, illumination, and view angle. We develop a system that combines traditional color histograms and proposed semantic color descriptors with our local features encoded by Fisher vectors, to provide discriminative appearance-based representation of persons. We also develop an adaptive training sample selection schemes to optimize the training performance over a large scale training dataset. A two-layer linear ranking SVM with pruning method is introduced to handle such a large training set. At last, the result is represented by a ranking score over all gallery images given a probe image. We evaluated our system performance on VIPeR dataset and compared to previous results, demonstrating the effectiveness and the robustness of our methods againstsignificantt environmental changes
Cataloging source
MUU
http://library.link/vocab/creatorName
Zhang, Zhi
Degree
M.S.
Dissertation note
Thesis
Dissertation year
2014.
Government publication
government publication of a state province territory dependency etc
Granting institution
University of Missouri--Columbia
Illustrations
illustrations
Index
no index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
  • theses
http://library.link/vocab/relatedWorkOrContributorDate
1973-
http://library.link/vocab/relatedWorkOrContributorName
He, Zhihai
http://library.link/vocab/subjectName
  • Pattern recognition systems
  • Electronic surveillance
Label
Person re-identification with pairwise learning and ranking, by Zhi Zhang
Instantiates
Publication
Note
  • "MAY 2014."
  • "A Thesis presented to the Faculty of the Graduate School at the University of Missouri In Partial Fulfillment of the Requirements for the Degree Master of Science."
  • Thesis supervisor: Dr. Zhihai He
Accompanying material
2 supplementary files
Bibliography note
Includes bibliographical references (pages 53-61)
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
956320076
Extent
1 online resource (viii, 61 pages)
Form of item
online
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations (some color) +
Specific material designation
remote
System control number
(OCoLC)956320076
Label
Person re-identification with pairwise learning and ranking, by Zhi Zhang
Publication
Note
  • "MAY 2014."
  • "A Thesis presented to the Faculty of the Graduate School at the University of Missouri In Partial Fulfillment of the Requirements for the Degree Master of Science."
  • Thesis supervisor: Dr. Zhihai He
Accompanying material
2 supplementary files
Bibliography note
Includes bibliographical references (pages 53-61)
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
956320076
Extent
1 online resource (viii, 61 pages)
Form of item
online
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations (some color) +
Specific material designation
remote
System control number
(OCoLC)956320076

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