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Author
Jiaolong Xu; David Vazquez; Antonio Lopez; Javier Marin; Daniel Ponsa
Title
Learning a Part-based Pedestrian Detector in Virtual World
Type
Journal Article
Year
2014
Publication
IEEE Transactions on Intelligent Transportation Systems
Abbreviated Journal
TITS
Volume
15
Issue
5
Pages
2121-2131
Keywords
Domain Adaptation; Pedestrian Detection; Virtual Worlds
Abstract
Detecting pedestrians with on-board vision systems is of paramount interest for assisting drivers to prevent vehicle-to-pedestrian accidents. The core of a pedestrian detector is its classification module, which aims at deciding if a given image window contains a pedestrian. Given the difficulty of this task, many classifiers have been proposed during the last fifteen years. Among them, the so-called (deformable) part-based classifiers including multi-view modeling are usually top ranked in accuracy. Training such classifiers is not trivial since a proper aspect clustering and spatial part alignment of the pedestrian training samples are crucial for obtaining an accurate classifier. In this paper, first we perform automatic aspect clustering and part alignment by using virtual-world pedestrians, i.e., human annotations are not required. Second, we use a mixture-of-parts approach that allows part sharing among different aspects. Third, these proposals are integrated in a learning framework which also allows to incorporate real-world training data to perform domain adaptation between virtual- and real-world cameras. Overall, the obtained results on four popular on-board datasets show that our proposal clearly outperforms the state-of-the-art deformable part-based detector known as latent SVM.
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
1931-0587
ISBN
978-1-4673-2754-1
Medium
Area
Expedition
Conference
Notes
ADAS; 600.076
Approved
no
Call Number
ADAS @ adas @ XVL2014
Serial
2433
Permanent link to this record
Author
Felipe Lumbreras; Joan Serrat
Title
Segmentation of petrographical images of marbles
Type
Journal Article
Year
1996
Publication
Computers and Geosciences. 22(5):547–558
Abbreviated Journal
Volume
Issue
Pages
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS
Approved
no
Call Number
ADAS @ adas @ LuS1996b
Serial
82
Permanent link to this record
Author
J. Pladellorens; Joan Serrat; A. Castell; M.J. Yzuel
Title
Using mathematical morphology to determine left ventricular contours.
Type
Journal
Year
1993
Publication
Physics in Medicine and Biology.
Abbreviated Journal
Volume
37
Issue
Pages
1877––1894
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS
Approved
no
Call Number
ADAS @ adas @ PSC1993
Serial
146
Permanent link to this record
Author
J. Pladellorens; M.J. Yzuel; J. Castell; Joan Serrat
Title
Calculo automatico del volumen del ventriculo izquierdo. Comparacion con expertos.
Type
Journal
Year
1993
Publication
Optica Pura y Aplicada.
Abbreviated Journal
Volume
26
Issue
3
Pages
685–691
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS
Approved
no
Call Number
ADAS @ adas @ PYC1993
Serial
149
Permanent link to this record
Author
A. Pujol; Jordi Vitria; Felipe Lumbreras; Juan J. Villanueva
Title
Topological principal component analysis for face encoding and recognition
Type
Journal Article
Year
2001
Publication
Pattern Recognition Letters
Abbreviated Journal
PRL
Volume
22
Issue
6-7
Pages
769–776
Keywords
Abstract
IF: 0.552
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS;OR;MV
Approved
no
Call Number
ADAS @ adas @ PVL2001
Serial
155
Permanent link to this record
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