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Author
Joan Serrat; Ferran Diego; Felipe Lumbreras; Jose Manuel Alvarez; Antonio Lopez; C. Elvira
Title
Dynamic Comparison of Headlights
Type
Journal Article
Year
2008
Publication
Journal of Automobile Engineering
Abbreviated Journal
Volume
222
Issue
5
Pages
643–656
Keywords
video alignment
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 @ SDL2008a
Serial
958
Permanent link to this record
Author
Yu Jie; Jaume Amores; N. Sebe; Petia Radeva; Tian Qi
Title
Distance Learning for Similarity Estimation
Type
Journal
Year
2008
Publication
IEEE Trans. on Pattern Analysis and Machine Intelligence, vol.30(3):451–462
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
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Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS;MILAB
Approved
no
Call Number
ADAS @ adas @ JAS2008
Serial
961
Permanent link to this record
Author
Fadi Dornaika; Angel Sappa
Title
Evaluation of an Appearance-based 3D Face Tracker using Dense 3D Data
Type
Journal
Year
2008
Publication
Machine Vision and Applications
Abbreviated Journal
Volume
19
Issue
5-6
Pages
427–441
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 @ DoS2008b
Serial
1018
Permanent link to this record
Author
Hugo Berti; Angel Sappa; Osvaldo Agamennoni
Title
Improved Dynamic Window Approach by Using Lyapunov Stability Criteria
Type
Journal
Year
2008
Publication
Latin American Applied Research
Abbreviated Journal
Volume
38
Issue
4
Pages
289–298
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 @ BSA2008
Serial
1056
Permanent link to this record
Author
Jiaolong Xu; Sebastian Ramos; David Vazquez; Antonio Lopez
Title
Domain Adaptation of Deformable Part-Based Models
Type
Journal Article
Year
2014
Publication
IEEE Transactions on Pattern Analysis and Machine Intelligence
Abbreviated Journal
TPAMI
Volume
36
Issue
12
Pages
2367-2380
Keywords
Domain Adaptation; Pedestrian Detection
Abstract
The accuracy of object classifiers can significantly drop when the training data (source domain) and the application scenario (target domain) have inherent differences. Therefore, adapting the classifiers to the scenario in which they must operate is of paramount importance. We present novel domain adaptation (DA) methods for object detection. As proof of concept, we focus on adapting the state-of-the-art deformable part-based model (DPM) for pedestrian detection. We introduce an adaptive structural SVM (A-SSVM) that adapts a pre-learned classifier between different domains. By taking into account the inherent structure in feature space (e.g., the parts in a DPM), we propose a structure-aware A-SSVM (SA-SSVM). Neither A-SSVM nor SA-SSVM needs to revisit the source-domain training data to perform the adaptation. Rather, a low number of target-domain training examples (e.g., pedestrians) are used. To address the scenario where there are no target-domain annotated samples, we propose a self-adaptive DPM based on a self-paced learning (SPL) strategy and a Gaussian Process Regression (GPR). Two types of adaptation tasks are assessed: from both synthetic pedestrians and general persons (PASCAL VOC) to pedestrians imaged from an on-board camera. Results show that our proposals avoid accuracy drops as high as 15 points when comparing adapted and non-adapted detectors.
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
0162-8828
ISBN
Medium
Area
Expedition
Conference
Notes
ADAS; 600.057; 600.054; 601.217; 600.076
Approved
no
Call Number
ADAS @ adas @ XRV2014b
Serial
2436
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