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Dr. Fadi Dornaika

Dr. Fadi Dornaika

Ikerbasque Research Professor
(Canadian)

  • Doctor in computer science 1995 from Institut National de Recherche en Informatique et Automatique (INRIA) France
  • ---
  • 20 years of research experience in centres in France, Spain, Sweden, Germany, China, and Canada
  • Research line: Computer vision, image processing, pattern recognition, machine learning
  • Department of Computer Science and Artificial Intelligence, University of the Basque Country EHU-UPV
  • Ikerbasque research professor

view curriculum
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Publications

2011

K. Hammoudi and F. Dornaika (2011)
A featureless approach to 3D polyhedral building modeling from aerial images
Sensors Journal

F. Dornaika, E. Lazkano, and B. Sierra (2011)
Improving dynamic facial expression recognition with feature subset selection
Pattern Recognition Letters

F. Dornaika, J. Alvarez, A. Sappa, and A. Lopez (2011)
A new framework for stereo sensor pose through road segmentation and registration
IEEE Transactions on Intelligent Transportation Systems

F. Dornaika and A. Assoum. (2011)
Selective Locality Preserving Projections for face recognition
Proc. SPIE´s International Symposium on Electronic Imaging: Intelligent Robots and Computer Vision

K. Hammoudi, F. Dornaika, and N. Paparoditis (2011)
Generating virtual 3D model of urban street facades by fusing terrestrial multi-source data
Proc. IEEE International Conference on Intelligent Environments

F. Dornaika, A. Assoum and A. Moujahid. (2011)
Enhanced and parameterless Locality Preserving Projections for face recognition
Proc. IEEE International Workshop on Human-Centric Interfaces for Ambient Intelligence

F. Dornaika, A. Assoum, and A. Bosaghzadeh (2011)
Combining Linear Dimensionality Reduction and Locality Preserving Projections with feature selection for recognition tasks
Lecture Notes in Computer Science, Advanced Concepts for Intelligent Vision Systems

A. Bosaghzadeh and F. Dornaika (2011)
A parameter-free Locality Sensitive Discriminant Analysis and its application to coarse 3D head pose estimation
Lecture Notes in Computer Science, International Symposium on Visual Computing

B. Raducanu and F. Dornaika (2011)
A discriminative non-linear manifold learning technique for face recognition
Lecture Notes in Computer Science, Int. Conf. on Informatics Engineering and Information Science

2010

F. Dornaika and F. Chakik (2010)
Real-time object detection and tracking in video sequences
Proc. SPIE´s Int. Symposium on Electronic Imaging: Intelligent Robots and Computer Vision

F. Dornaika and F. Chakik (2010)
Bayesian inference and maximum entropy for cancer diagnosis
Proc. Int. Conference on the Extraction and Management of Knowledge

F. Chakik and F. Dornaika (2010)
Integrating prior knowledge into the maximum entropy principle
Proc. Int. Conference on the Extraction and Management of Knowledge

B. Raducanu and F. Dornaika (2010)
Dynamic facial expression recognition using Laplacian Eigenmaps-based manifold learning
Proc. IEEE Int. Conference on Robotics and Automation

K. Hammoudi, F. Dornaika, B. Soheilian, and N. Paparoditis (2010)
Extracting outlined planar clusters of street facades from 3D point clouds
Proc. IEEE Canadian Conference on Computer and Robot Vision

F. Dornaika and B. Raducanu (2010)
Single snapshot based 3D head pose estimation for tracking in Human Robot Interaction scenario
Proc. IEEE Int. Workshop on Computer Vision for Human Robot Interaction

F. Dornaika and F. Chakik (2010)
Efficient object detection and matching using feature classification
Proc. IEEE Int. Conference on Pattern Recognition

F. Dornaika and B. Raducanu (2010)
Person-specific face shape estimation under varying head pose from single snapshots
Proc. IEEE Int. Conference on Pattern Recognition

K. Hammoudi, F. Dornaika, B. Soheilian, and N. Paparoditis (2010)
Generating raw polygons of street facades from a 2D urban map and terrestrial LASER range data
Proc. Australasian Remote Sensing and Photogrammetry Conference

K. Hammoudi, F. Dornaika, B. Soheilian, and N. Paparoditis (2010)
Extracting wire-frame models of street facades from 3D point clouds and the corresponding cadastral map
Proc. Photogrammetric Computer Vision and Image Analysis

F. Dornaika and A. Assoum (2010)
Linear dimensionality reduction through eigenvector selection for object recognition
Lecture Notes in Computer Science, Int. Symposium on Visual Computing

F. Dornaika and K. Hammoudi (2010)
Estimating 3D polyhedral building models by registering aerial images
Lecture Notes in Computer Science, Advanced Concepts for Intelligent Vision Systems

2009

F. Dornaika and A. Sappa (2009)
A featureless and stochastic approach to on-board stereo vision system pose
Image and Vision Computing

F. Dornaika and B. Raducanu (2009)
3D face pose detection and tracking using monocular videos: tool and application
IEEE Transactions on Systems, Man, and Cybernetics, Part B

F. Dornaika and A. Sappa (2009)
Instantaneous 3D motion from image derivatives using the least trimmed square regression
Pattern Recognition Letters

F. Chakik, F. Dornaika, and A. Shahin (2009)
Do Maximum Entropy Principle and Vapnick´s Support Vector Machines have the same mathematical derivations?
Proc. of Int. Arab Conference on Information Technology

F. Dornaika and B. Raducanu (2009)
Simultaneous 3D face pose and person-specific shape esimation from a single image using a holistic approach
Proc. IEEE Int. Workshop on Applications of Computer Vision

B. Raducanu and F. Dornaika (2009)
Natural facial expression recognition using dynamic and static schemes
Lecture Notes in Computer Science, Int. Symposium on Visual Computing

K. Hammoudi, F. Dornaika, and N. Paparoditis (2009)
Extracting building footprints from 3D point clouds using terrestrial Laser scanning at street level
Proc. Workshop on Object Extraction for 3D City Models, Road Databases and Traffic Monitoring

In press

F. Dornaika and J. Elder (2012)
Image registration for foveated panoramic sensing
ACM Transactions on Multimedia Computing, Communications, and Applications

B. Raducanu and F. Dornaika (2012)
A Supervised Non-linear Dimensionality Reduction Approach for Manifold Learning
Pattern Recognition

Books and book chapters

Published

  • F. Dornaika and B. Raducanu (2011)
    Type: chapters
    Book: Advances in Face Image Analysis: Techniques and Technologies
    Chapter: Subtle facial expression recogniton in snapshots and videos
    Page numbers: 259-278
    ISBN: 1615209913 | IGI global | Editors: Yu-Jin Zhang
  • F. Dornaika, A. Assoum, and A. Moujahid (2011)
    Type: book
    Book: Ambient Intelligence and Smart Environments
    Chapter: Enhanced and parameterless Locality Preserving Projections for face recognition
    Page numbers: 374-383
    ISBN: 978-1-60750-794-9 | IOS press | Editors: J.C. Augusto et al.

Patents

  • "Attentive panoramic sensing for visual telepresence", U.S. Patent and Trademark Office, May 2002. Authors: J. Elder, F. Dornaika, Y. Hou, and R. Goldstein.

Prizes and Honours

  • Best paper award for the paper "Face model adaptation using robust matching and active appearance models". IEEE Workshop on Applications of Computer Vision, pp. 3--7, Orlando, Florida, USA, December 2002. (2002)

Congresses, Proceedings & Scientific meetings

  • Do Maximum Entropy Principle and Vapnick's Support Vector Machines have the same mathematical derivations?. F. Chakik, F. Dornaika, and A. Shahin
    The International Arab Conference on Information Technology (2009) Congress
    Sanaa, Yemen (Talk)
  • Simultaneous 3D face pose and person-specific shape estimation from a single image using a holistic approach.. F. Dornaika and B. Raducanu
    IEEE International Workshop on Applications of Computer Vision (2009) Congress
    Snowbird, Utah, USA (Talk)
  • Natural facial expression recognition using dynamic and static schemes.. B. Raducanu and F. Dornaika
    International Symposium on Visual Computing (2009) Congress
    Las Vegas, Nevada, USA (Talk)
  • Extracting building footprints from 3D point clouds using terrestrial Laser scanning at street level.. K. Hammoudi, F. Dornaika, and N. Paparoditis.
    ISPRS Workshop on Object Extraction for 3D City Models, Road Databases and Traffic Monitoring (2009) Congress
    Paris, France (Talk)
  • Extracting 3D polyhedral building models from aerial images using a featureless and direct approach.. F. Dornaika and K. Hammoudi
    Machine Vision Applications (2009) Congress
    Yokohama, Japan (Talk)
 
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