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Author
Antonio Hernandez; Miguel Angel Bautista; Xavier Perez Sala; Victor Ponce; Sergio Escalera; Xavier Baro; Oriol Pujol; Cecilio Angulo
Title
Probability-based Dynamic Time Warping and Bag-of-Visual-and-Depth-Words for Human Gesture Recognition in RGB-D
Type
Journal Article
Year
2014
Publication
Pattern Recognition Letters
Abbreviated Journal
PRL
Volume
50
Issue
1
Pages
112-121
Keywords
RGB-D; Bag-of-Words; Dynamic Time Warping; Human Gesture Recognition
Abstract
PATREC5825
We present a methodology to address the problem of human gesture segmentation and recognition in video and depth image sequences. A Bag-of-Visual-and-Depth-Words (BoVDW) model is introduced as an extension of the Bag-of-Visual-Words (BoVW) model. State-of-the-art RGB and depth features, including a newly proposed depth descriptor, are analysed and combined in a late fusion form. The method is integrated in a Human Gesture Recognition pipeline, together with a novel probability-based Dynamic Time Warping (PDTW) algorithm which is used to perform prior segmentation of idle gestures. The proposed DTW variant uses samples of the same gesture category to build a Gaussian Mixture Model driven probabilistic model of that gesture class. Results of the whole Human Gesture Recognition pipeline in a public data set show better performance in comparison to both standard BoVW model and DTW approach.
Address
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Notes
HuPBA;MV; 605.203
Approved
no
Call Number
Admin @ si @ HBP2014
Serial
2353
Permanent link to this record
Author
Santiago Segui; Michal Drozdzal; Ekaterina Zaytseva; Fernando Azpiroz; Petia Radeva; Jordi Vitria
Title
Detection of wrinkle frames in endoluminal videos using betweenness centrality measures for images
Type
Journal Article
Year
2014
Publication
IEEE Transactions on Information Technology in Biomedicine
Abbreviated Journal
TITB
Volume
18
Issue
6
Pages
1831-1838
Keywords
Wireless Capsule Endoscopy; Small Bowel Motility Dysfunction; Contraction Detection; Structured Prediction; Betweenness Centrality
Abstract
Intestinal contractions are one of the most important events to diagnose motility pathologies of the small intestine. When visualized by wireless capsule endoscopy (WCE), the sequence of frames that represents a contraction is characterized by a clear wrinkle structure in the central frames that corresponds to the folding of the intestinal wall. In this paper we present a new method to robustly detect wrinkle frames in full WCE videos by using a new mid-level image descriptor that is based on a centrality measure proposed for graphs. We present an extended validation, carried out in a very large database, that shows that the proposed method achieves state of the art performance for this task.
Address
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Notes
OR; MILAB; 600.046;MV
Approved
no
Call Number
Admin @ si @ SDZ2014
Serial
2385
Permanent link to this record
Author
Fernando Vilariño; Stephan Ameling; Gerard Lacey; Stephen Patchett; Hugh Mulcahy
Title
Eye Tracking Search Patterns in Expert and Trainee Colonoscopists: A Novel Method of Assessing Endoscopic Competency?
Type
Journal Article
Year
2009
Publication
Gastrointestinal Endoscopy
Abbreviated Journal
GI
Volume
69
Issue
5
Pages
370
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
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Series Issue
Edition
ISSN
ISBN
Medium
Area
800
Expedition
Conference
Notes
MV;SIAI
Approved
no
Call Number
fernando @ fernando @
Serial
2420
Permanent link to this record
Author
Rozenn Dhayot; Fernando Vilariño; Gerard Lacey
Title
Improving the Quality of Color Colonoscopy Videos
Type
Journal Article
Year
2008
Publication
EURASIP Journal on Image and Video Processing
Abbreviated Journal
EURASIP JIVP
Volume
139429
Issue
1
Pages
1-9
Keywords
Abstract
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Summary Language
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Area
800
Expedition
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Notes
MV;SIAI
Approved
no
Call Number
fernando @ fernando @
Serial
2422
Permanent link to this record
Author
Mirko Arnold; Anarta Ghosh; Stephen Ameling; G Lacey
Title
Automatic segmentation and inpainting of specular highlights for endoscopic imaging
Type
Journal Article
Year
2010
Publication
EURASIP Journal on Image and Video Processing
Abbreviated Journal
EURASIP JIVP
Volume
2010
Issue
9
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
800
Expedition
Conference
Notes
MV
Approved
no
Call Number
fernando @ fernando @
Serial
2423
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