Javier Orozco

Dr. in Computer Science

 

 

Posdoctoral Researcher

Computer Vision Center

Autonomous University of Barcelona

Campus UAB, O – 08193

Cerdanyola del Valles

Spain

Email:                   jorozco at cvc.uab.es

Web:                      http://iselab.cvc.uab.es/francisco_javier_orozco

 

Member of IEEE and euCognition.

 

 

 

 

Research Interest, Experience and Skills

 

Computer Vision – Pattern Recognition - Machine Learning

 

Summary

 

My interests are focused on pattern recognition and data analysis for applications on Computer Vision and Human Behaviour Understanding. I have worked on Image Processing for head pose estimation in CCTV systems, head and face tracking in medium-high resolution. I have worked with Patter Recognition and Machine Learning for Facial Expression Recognition, Cognitive Emotions Understanding and some work for pedestrian trajectory analysis.

 

The most relevant techniques that I have used for face tracking are Active Appearance Models, Active Shape Models, and Gradient Methods. I used for expression recognition techniques such as CBR, SVMs, Bayesian Networks, (TAN, DBN and HMM) and Canonical Correlation Analysis (CCA). I have explored some techniques for dimensionality reduction and data fusion; for example PCA, LDA and CCA for analysing the transition of facial expressions into emotions and how to evolve from six basic emotions to much complex affective behaviours. I have experience working with C++ and Matlab. Toolboxes and libraries such as OpenCV, Netlab, Spider, BN Toolbox and Piotr’s Toolbox.

 

 

 

Teaching Experience and Other Collaborations

 

·          Ordinal Differential Equations, Teacher, UdeA, Jul – Dec 1998.

·          Probability and Statistics, Teacher, UdeA, Jun – Dec 1999.

·          Differential and Integral Calculus, Teacher, UdeA, Jun 2000 – Dec 2004.

·          Data Structure, Teacher Assistant, UAB, Sep 2005 – Jul 2006.

·          Software Engineering, Teacher Assistant, UAB, Sep 2006 – Jul 2008.

·          Computational Logic, Teacher Assistant, UAB, Sep 2006 – Jul 2007.

·          I have refereed papers for some conferences and journals including:

o      Asian Conference of Computer Vision.

o      Articulated Motion and Deformable Models.

o      Machine Vision and Applications.

o      European Conference of Computer Vision.

o      International Conference on Pattern Recognition.

o      Computer Vision and Image Understanding.

o      International Journal of Pattern Recognition and Artificial Intelligence.

 

 

 

International Experiences

 

·          Intelligent Data Analysis Group (IDA). Brunel University, London, UK.

Dr. Yongmin Li and Dr. Allan Tacker. Bayesian Networks for Facial Expression Recognition. Mar – Jun 2007.                     

 

·          Computer Vision Group (BiWi). ETH University, Zurich, Switzerland.     

Dr. Beat Fasel. Facial Expression and Gesture Analysis. Aug – Sep 2007.

 

·          Computer Vision Group (BiWi). ETH University, Zurich, Switzerland.             

Dr. Beat Fasel. Databases for Facial Expression and Gesture Analysis; Seven camera system, Vicon System, On-Fly Cameras and 3D images. Mar – Apr 2008.

 

 

 

Project Participations

 

·          HERMES IST 027110: Human-Expressive Representations of Motion and their Evaluation in Sequences.

 

·          euCognition IST 026408: European Network for the Advancement of Artificial Cognitive Systems.

 

·          CONSOLIDER-INGENIO 2010 MIPRCV: Multimodal Interaction in Pattern Recognition and Computer Vision.

 

·          CICYT ANHA TIC2003-08865: Modelado Computacional de Acciones Humanas mediante el análisis de secuencias de imágenes.

 

·          CENIT-INGENIO 2010 SEGUR@: Seguridad y Confianza en la Sociedad de la Información.

 

 

Publications

 

Javier Orozco, MSc Dissertation. Face Detection and Tracking for Facial Expression Analysis. Directed by Dr. Jordi Gonzàlez and Dr. Xavier Roca. Autonomous University of Barcelona, 2007.

 

 

 

Journal Papers

 

 

2008

 

bibtex PDF

 

·         Javier Orozco, F.X. Roca and Jordi Gonzàlez, Real-Time Gaze Tracking With Appearance-Based Models, Machine Vision and Applications (MVA2008). DOI 10.1007/s00138-008-0130-6. April 2008.

 

bibtex PDF

 

·         Dornaika and Javier Orozco, Real time 3D face and facial feature tracking, Journal of Real-Time Image Processing (IJRTIMP), volume 2(1). October 28, 2007.

 

 

Conference Papers

 

 

2008

 

bibtex PDF

 

·         Javier Orozco, Ognjen Rudovic, F. Xavier Roca, Jordi Gonzàlez, Confidence Assessment On Eyelid and Eyebrow Expression Recognition, in 8th IEEE International Conference on Automatic Face and Gesture Recognition (FG2008), Amsterdam, The Netherlands, September, 2008.

 

bibtex PDF

 

·         Murad Al Haj, Javier Orozco, Jordi Gonzàlez, Juan José Villanueva, Automatic Face and Facial Features Initialization for Robust and Accurate Tracking, in 19th International Conference on Pattern Recognition (ICPR'2008), Tampa, Florida, USA, December, 2008.

 

 

2007

 

bibtex PDF

 

·         F. Alejandro García, Javier Orozco, Jordi Gonzàlez, Josep Lluis Arcos, " Assessing Confidence in Cased Based Reuse Step ", in Desè Congrés Internacional de l'Associació Catalana d'Intel·ligència Artificial (CCIA'2007), Principat d’Andorra, 2007.

bibtex PDF

 

·         Javier Orozco, F.Xavier Roca, Jordi Gonzàlez, " Deterministic and Stochastic Methods for Gaze Tracking in Real-Time ", 12th International Conference on Computer Analysis of Images and Patterns (CAIP'2007), volume 4673, pages 45-52, Vienna, Austria, 2007.

bibtex PDF

 

·         Javier Orozco, Jordi Gonzàlez, Ignasi Rius, F.Xavier Roca, " Hierarchical Eyelid and Face Tracking ", in 3rd Iberian Conference on Pattern Recognition and Image Analysis (ibPRIA'2007), volume 4477, pages 499-506, Girona, Spain, 2007.

bibtex PDF

 

·         Javier Orozco, F. Alejandro García, Josep Lluis Arcos, Jordi Gonzàlez, " Spatio-Temporal Reasoning for Reliable Facial Expression Interpretation ", in 5th International Conference on Computer Vision Systems (ICVS'2007), Bielefeld, Germany, 2007.

 

 

2006

 

bibtex PDF

 

·         Javier Orozco, Jordi Gonzàlez, Ignasi Rius, Xavier Roca, " Robust Real-Time Tracking for Facial Expression Analysis ", in 1st CVC Workshop on Computer Vision: Progress of Research and Development (CVCRD'06), Bellaterra, Spain, 2006.

bibtex PDF

 

·         Pau Baiget, Jordi Gonzàlez, Javier Orozco, Xavier Roca, " Interpretation of Human Motion in Image Sequences using Situation Graph Trees ", in 1st CVC Workshop on Computer Vision: Progress of Research and Development (CVCRD'06), Bellaterra, Spain, 2006.

bibtex PDF

 

·         Javier Orozco, Pau Baiget, Jordi Gonzàlez, F. Xavier Roca, " Eyelids and Face Tracking in Real-Time ", in 6th International Conference on Visualization, Imaging, and Image Processing (VIIP 2006), Palma de Mallorca, Spain, 2006.

bibtex PDF

 

·         Fadi Dornaika, Javier Orozco, Jordi Gonzàlez, " Combined Head, Lips, Eyebrows, and Eyelids Tracking using Adaptive Appearance Models ", in 4th International Workshop on Articulated Motion and Deformable Objects (AMDO-e'2006), volume 4069, pages 110-119, Mallorca, Spain, 2006.

 

 

Affiliation

 

  • Autonomous University of Barcelona (UAB)

Associated Teacher – Computer Science Department

  • Computer Vision Centre (CVC)

PhD Student

 

Campus UAB – CVC

O-08193, Barcelona, Spain