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Author
Xavier Baro; Sergio Escalera; Jordi Vitria; Oriol Pujol; Petia Radeva
Title
Traffic Sign Recognition Using Evolutionary Adaboost Detection and Forest-ECOC Classification
Type
Journal Article
Year
2009
Publication
IEEE Transactions on Intelligent Transportation Systems
Abbreviated Journal
TITS
Volume
10
Issue
1
Pages
113–126
Keywords
Abstract
The high variability of sign appearance in uncontrolled environments has made the detection and classification of road signs a challenging problem in computer vision. In this paper, we introduce a novel approach for the detection and classification of traffic signs. Detection is based on a boosted detectors cascade, trained with a novel evolutionary version of Adaboost, which allows the use of large feature spaces. Classification is defined as a multiclass categorization problem. A battery of classifiers is trained to split classes in an Error-Correcting Output Code (ECOC) framework. We propose an ECOC design through a forest of optimal tree structures that are embedded in the ECOC matrix. The novel system offers high performance and better accuracy than the state-of-the-art strategies and is potentially better in terms of noise, affine deformation, partial occlusions, and reduced illumination.
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
1524-9050
ISBN
Medium
Area
Expedition
Conference
Notes
OR;MILAB;HuPBA;MV
Approved
no
Call Number
BCNPCL @ bcnpcl @ BEV2008
Serial
1116
Permanent link to this record
Author
M. Bressan; David Guillamet; Jordi Vitria
Title
Using an ICA Representation of Local Color Histograms for Object Recognition
Type
Journal
Year
2003
Publication
Pattern Recognition, 36(3):691–701 (IF: 1.611)
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
OR;MV
Approved
no
Call Number
BCNPCL @ bcnpcl @ BGV2003
Serial
365
Permanent link to this record
Author
M. Bressan; David Guillamet; Jordi Vitria
Title
Multiclass Object Recognition using Class-Conditional Independent Component Analisis
Type
Journal
Year
2004
Publication
Cybernetics and Systems, 35/1:35–61 (IF: 0.768)
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
OR;MV
Approved
no
Call Number
BCNPCL @ bcnpcl @ BGV2004
Serial
442
Permanent link to this record
Author
M. Bressan; Jordi Vitria
Title
Independent Feature Selection
Type
Journal
Year
2003
Publication
IEEE Transactions on Pattern Analysis and Machine Intelligence, 25(10): 1312–1317 (IF: 3.823)
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
OR;MV
Approved
no
Call Number
BCNPCL @ bcnpcl @ BrV2003a
Serial
366
Permanent link to this record
Author
M. Bressan; Jordi Vitria
Title
Nonparametric Discriminant Analysis and Nearest Neighbor Classification
Type
Journal Article
Year
2003
Publication
Pattern Recognition Letters
Abbreviated Journal
PRL
Volume
24
Issue
15
Pages
2743–2749
Keywords
Abstract
IF: 0.809
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
OR;MV
Approved
no
Call Number
BCNPCL @ bcnpcl @ BrV2003b
Serial
367
Permanent link to this record
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