Monique THONNAT

HDR, Senior Scientist INRIA DR0

 STARS INRIA  Sophia Antipolis research unit

  en version française:   [Français]    


Contact

Phone: +33 4 92 38 78 67
Address:
2004, Route des Lucioles BP93 06902  Sophia Antipolis Cedex  (France)
Electronic Mail :
Monique.Thonnat@inria.fr

Research interests

 New !
Monique focus her research activity on computer vision and machine learning techniques for human behavior analysis  and on
new evaluation and stimulation methods for neurocognitive disorders care (e.g. Alzheimer disease with CoBtek team  from UCA and Nice hospital).

Biography

      Monique Thonnat  is French and was born in 1957.  She received in 1980 a diploma of engineer ENSPM and a DEA (Master thesis) in Signal  and Spatio Temporal Systems from University of Marseille. In 1982 she received her PhD degree in Optics and Signal Processing from University of Marseille III.  Her PhD was prepared in the Spatial Astronomical Laboratory of CNRS.  (Subject : interactive data reduction methods for astronomical plates: background restitution and radial velocity computing). She obtained her HDR from Nice Sophia Antipolis university in October 2003 (Subject: Towards Cognitive Vision: Knowledge and Reasoning for Image Analysis and Understanding).
 In 1983 she joined INRIA (French National  Institute for Research in Computer Science and Control) in Sophia Antipolis on French Riviera as Advanced research scientist (Chargée de recherche 1ère classe ) in the PASTIS group headed by M. Berthod. In 1991 she became Senior scientist (Directeur de Recherches) in 1995 she created the  Orion project, a multi-disciplinary research team at the frontier of computer vision, knowledge-based systems, and software engineering then in 2008 she created the PULSAR research team.
    Monique Thonnat is author or co-author of 210 scientific papers and co-author of two international patents (in 2000 on pollen recognition with 3D image and in 2008 on seismic 3D image interpretation by cognitive vision techniques).  During 3 years (from 1979 to 1982) she worked on image processing techniques for astronomy in the Spatial Astronomical Laboratory of CNRS.  in Marseille. Then in 1983 she moved to INRIA where she worked on pattern recognition and artificial intelligence techniques for complex object recognition (as galaxies, zoopanktons or fishes) and on computer vision for the automatic interpretation of 3D stereo data of indoor scenes or of road scenes (Prometheus). She also developed computer vision and knowledge-based systems for automating the construction of image processing systems.  She has proposed to use planning and control of execution techniques (program supervision) for the reuse of programs, in particular image processing and video analysis libraries.
In the last years she has focused her activity on realtime video analysis and video understanding (3D analysis, event and scenario recognition) and their applications to video surveillance or health and well being. Her more recent research activities concern cognitive vision techniques (ontologies for vision, learning, categorization, intelligent control,....).
Monique Thonnat has supervised 29 PhD theses. She teaches computer vision and artificial intelligence in universities and in several High Engineer Schools.  She is directly involved in the application of her research in the industrial domain; in particular in the framework of 8 European projects (Eureka Project PROMETHEUS, Esprit  Project PASSWORDS, Esprit Project AVS-PV, Esprit Project AVS-RTPW, Climate and Environment Project ASTHMA, IST Project ADVISOR, IST Project AVITRACK) and CARETAKER
In 2005 she created in Sophia Antipolis together with other members of the Orion team, KEENEO, a start-up specialised in video surveillance in charge of the industrialization of the videosurveillance platform VSIP developed by the Orion team. Keeneo belongs since 2011 to Digital Barriers group.
In 2008 she was awarded the title of Chevalier de la Legion d'Honneur  by the French ministry of research.
Since 2008 she is member of the scientific board of Ecole des Ponts Paristech.
From 2009 to 2013 she was deputy scientific director of INRIA in charge of the Perception, Cognition and Interaction area.
She continued her research activity within the new STARS team with a focus on research on activity recognition
and applications on elderly monitoring and assistance.
In particular she was directly involved in one
  Large-scale initiative action 
grouping 9 Inria teams PAL for Personally Assisted Living  to develop technologies and services to improve the autonomy and quality of life for elderly and fragile persons.
Monique Thonnat was the general chair of ICVS 2011 the International conference on Computer Vision Systems will be in Sophia Antipolis France. She was member of the scientific advisory board of the European project Fish4Knowledge.
In 2011 she was leading an activity in health and well being of the KIC EIT ICT labs and member of the scientific board of the French reference center for Health and Autonomy (CNR SdA).

From 2013 to  2017 she was  Director of Inria Bordeaux Sud Ouest research center. Inria Bordeaux – Sud-Ouest is located on the university campuses of Bordeaux and Pau. With its academic and industrial partners it conducts research in computational sciences and technologies (computer sciences, mathematics and robotics) enhanced by technology transfers and innovation in a particularly stimulating and dynamic region of France.

Since August 2017 she is back as senior scientist in STARS team in INRIA at Sophia Antipolis.
She focus her research activity on computer vision and machine learning techniques for human behavior analysis  and on
new evaluation and stimulation methods for neurocognitive disorders care (e.g. Alzheimer disease with CoBtek team  from UCA and Nice hospital).

Publications

All Publications:

Recent Publications: (2018- 2022)

1. Guillaume Sacco, Monique Thonnat, Gregory Sadoun, Philippe Robert. An approach with serious exergames for assessment and stimulation of patients with neurocognitive disorders Gerontechnology, ISG International Society for Gerontechnology, 2018, 17 (Supplement). https://hal.inria.fr/hal-01838510/file/ISG2018abstract.pdf

2. Jen-Cheng Hou, Monique Thonnat, Raoul Huys, Fabrice Bartolomei, Aileen McGonigal. Rythmic rock- ing stereotypes in frontal lobe seizures: A quantified video study. Neurophysiologie Clinique/Clinical Neurophysiology Elsevier Masson, 2020, 50 (2), pp.75-80. https://doi.org/10.1016/j.neucli.2020.02.003 or https://hal.inria.fr/INRIA/hal-02878968v1

3. Arnaud Zaltaab, Jen-Cheng Hou, Monique Thonnat, Fabrice Bartolome, Benjamin Morillon, Aileen McGonigal. Neural correlates of rhythmic rocking in prefrontal seizures, Neurophysiologie Clinique/Clinical Neurophysiology (2020).
https://doi.org/10.1016/j.neucli.2020.07.003 or https://hal.archives-ouvertes.fr/hal-02937170

4. Jen-Cheng Hou, Monique Thonnat, Fabrice Bartolomei, Aileen McGonigal. Automated video analysis of emotion and dystonia in epileptic seizures. Epilepsy Research Elsevier, 184 (2022) 106953.
https://doi.org/10.1016/j.eplepsyres.2022.106953
or
https://hal.archives-ouvertes.fr/hal-03817305

Automated video analysis of emotion and dystonia in epileptic seizure

1. Srijan Das, Arpit Chaudhary, Francois Bremond, Monique Thonnat. Where to Focus on for Human Action Recognition? WACV 2019 - IEEE Winter Conference on Applications of Computer Vision, Jan 2019, Waikoloa Village, Hawaii, United States. pp.1-10
https://hal.inria.fr/hal-01927432/file/421.pdf

2. Srijan Das, Monique Thonnat, Kaustubh Sakhalkar, Michal Koperski, Francois Bremond, Gianpiero Francesca. A New Hybrid Architecture for Human Activity Recognition from RGB-D videos MMM 2019 - 25th Interna- tional Conference on MultiMedia Modeling, Jan 2019, Thessaloniki, Greece. Springer, International Confer- ence on Multimedia Modeling, 11296, pp.493-505, Lecture Notes in Computer Science. https://hal.inria.fr/hal-01896061/file/MMM_2019.pdf

3. Srijan Das, Monique Thonnat, Francois Bremond. Looking deeper into Time for Activities of Daily Living Recognition WACV 2020 - IEEE Winter Conference on Applications of Computer Vision, March 2020, Snowmass Village, Colorado United States. pp.498-507 https://hal.inria.fr/hal-02368366

4. Srijan Das, Saurav Sharma, Rui Dai, Francois Bremond, and Monique Thonnat. VPN: Learning Video-Pose Embedding for Activities of Daily Living In Proceedings of the 16th European Conference on Computer Vision, ECCV 2020, UK, 23-28 August 2020
https://hal.archives-ouvertes.fr/hal-02973787

5. Jen-Cheng Hou, Aileen Mcgonigal, Fabrice Bartolomei, Monique Thonnat. A Multi-Stream Approach for Seizure Classification with Knowledge Distillation. AVSS 2021 - 17th IEEE International Conference on Advanced Video and Signal-based Surveillance, Nov 2021, Virtual, United States.
 https://hal.archives-ouvertes.fr/hal-03433317

6. Jen-Cheng Hou, Aileen McGonigal, Fabrice Bartolomei, Monique Thonnat,
A Self-supervised pre-training Framework for Vision-based Seizure Classification
ICASSP 2022 IEEE International Conference on Acoustics, Speech and Signal Processing Singapore May 2022
https://doi.org/10.1109/ICASSP43922.2022.9746325
or
https://hal.archives-ouvertes.fr/hal-03817281

Patents:

       co-inventors;  Philippe Verney IFP, Jean François Rainaud IFP,  Michel Perrin Ecole des Mines Paris, and  Monique Thonnat INRIA
        (Patent filled by IFP on 6th June 2008)

        co-inventors: J. Belmonte (Univ. Barcelona, Spain ), P. Hidalgo (Univ. Cordoba, Spain), C. Galan (Univ. Cordoba, Spain),
                             R. Tomczak (LASMEA, France), P. Bonton (LASMEA France),
                             A. Boucher (INRIA, France) and M. Thonnat (INRIA France)
        (European patent INRIA and Zambon fillet on 1rst of September 2000)

 

 

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                                                                                        PUBLICATIONS       
                                                                                              
Monique Thonnat
                                                                                               

Book chapters


1  M. Thonnat.
       The World of Galaxies, chapter Toward an automatic classification of galaxies, pages 53-74.
       Springer Verlag, Corwin, H. Jr. and Bottinelli, L. editors, 1989.

2  M. Thonnat and A. Bijaoui.
       Knowledge-based galaxy classification systems.
       In A. Heck and F. Murtagh, editors, Knowledge-based systems in astronomy, volume 329 of Lecture Notes in Physics. Springer Verlag, 1989.

3  V. Clément and M. Thonnat.

       Utilization of the expert system generator ocapi for the integration of a stereovisual processing.
       In E. Granum J.L. Crowley and R. Duller, editors, Integration and Control in Real-Time Active Vision,
    Basic Research series. Springer Verlag,
  1991.

4 A. Meygret and M. Thonnat.
       Segmentation of optical flow and 3d data for the interpretation of mobile objects.
       In R. Kasturi and R. Jain, editors, Computer Vision: Principles and Applications, tutorial series. IEEE Press, 1991.

5   A. Meygret, C. Shekhar, and M. Thonnat.
      Stereo image analysis of traffic scenes.
      In  Intelligent automotive systems, International series on road vehicle automation. Chapman and Hall, 1993.

6  N. Chleq, F. Bremond, and M. Thonnat.

       Image Understanding for Prevention of Vandalism in Metro Stations.
        In  Advanced Video-based Surveillance Systems,  pages 106-116,
        C.S Regazzoni, G. Fabri, and  G. Vernazza editors, Kluwer A.P. , Hangham, MA, USA., 1999.

M. Thonnat.
        Knowledge-based techniques for image processing and for image understanding.
        In A. Heck and F. Murtagh, editors, Voies nouvelles pour  l'Analyse de Donnees en Sciences de l'Univers,
        volume 12 of      Journal  Phys. IV France, pages 189--236. EDP Sciences, Les Ulis, 2002.

8   Martin Vincent and Thonnat Monique
        A Learning Approach for Adaptive Image Segmentation
        In Scene reconstruction, Pose Estimation, and Tracking, I-Tech Education and Publishing (Ed.) pp. 431-454 (Jun., 2007) a_learning_approach_for_adaptive_image_segmentation.pdf

9   Martin Vincent and Thonnat Monique 
       A Cognitive Vision Approach to Image Segmentation
         In Tools in Artificial Intelligence, InTech Education and Publishing (Ed.)  pp. 265-294   (Aug 2008) A_Cognitive_Vision_Approach_to_Image_Segmentation.pdf

10  Patino Vilchis Jose Luis and Bremond Francois and Thonnat Monique
       Incremental learning on trajectory clustering
       In Intelligent Paradigms in Safety and Security, Springer-Verlag (Ed.) (Dec., 2010) SpringerBookChapter.pdf

11   Marcos Zuniga; Francois Bremond; Monique Thonnat
       Uncertainty control for reliable video understanding on complex environments
        Weiyao Lin. Video Surveillance, InTech, Feb. 2011, 978-953-307-436-8 ZunInTech2010.pdf

12   Verney P., Thonnat M.and Rainaud J-F.,
        “Knowledge based approach of a data intensive problem : seismic interpretation”,
         in Shared Earth Modeling : Knowledge based solutions for building and managing subsurface structural models,
         Perrin M. and Rainaud JF ed., Technip, Paris (2012)

13     Abel M. , Mastella L., Perrin M. and Thonnat M.,
         “Ontologies and their use in geological  knowledge formalization”,
          in Shared Earth Modeling : Knowledge based solutions for building  and managing subsurface structural models,
           Perrin M. and Rainaud JF ed., Technip, Paris (2012)

14      Crispim C., Ma Q., Fosty B., Romdhane R., Bremond F. and Thonnat M.
          Combining Multiple Sensors for Event Detection of Older People. Chapter 9 (Pages 179-194
        in
the book "Health Monitoring and Personalized Feedback Using Multimedia Data",
        edited by A. Briassouli, J. Benois-Pineau, A. Hauptmann, Publisher:
Springer online amazon,
        (see
flyer), 283 p., ISBN-10: 3319179624, ISBN-13: 978-3319179629, Online: July 14, 2015.



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Journal papers

1   M. Thonnat, B. Ruffini, and J. Caplan.
       A new method for determining nebular radial velocities from fabry-perot interferograms.
       Astronomy and Astrophysics, 1983.

2   M. Thonnat.
       Semantic interpretation of 3d stereo data: finding the main structures.
       International Journal on Pattern Recognition and Artificial Intelligence, 2(3), September 1988.

3  M. Xie and M. Thonnat.
       An algorithm for finding closed curves.
       Pattern Recognition Letters, 13:73-81, 1992.

4    V. Clément and M. Thonnat.
       Integration of image processing procedures, ocapi : a knowledge-based approach.
       Computer Vision Graphics and Image Processing: Image Understanding, 57(2), March 1993.

5  V. Clément and M. Thonnat.
       Pilotage de procédures de traitement d'images pour la description morphologique de galaxies.
        Numéro spécial Intelligence Artificielle. TS, 9(5), January 1993.    

6  S. Liu and M. Thonnat.
       Description of object shapes by apparent boundary and convex hull.
       26(1), Pattern Recognition, 1993

7  M. Thonnat and M-H. Gandelin.
       Un système expert pour la description et le classement automatiques de classement de zooplanctons à partir d'images monoculaires.
        Numéro spécial Intelligence Artificielle., TS, 9(5), January 1993.    

8  C. Shekhar, S. Moisan, and M. Thonnat.
       Towards an intelligent problem-solving environment for signal processing.
       in Mathematics and Computers in Simulation, 36,  1994.

9   M. Thonnat, V. Clément, and J. van den Elst.
       Supervision of perception tasks for autonomous systems : the ocapi approach.
       International Journal on Information Science and Technology IJIST, 3(2):140-163, January 1994.

10  M. Thonnat, V. Clément, and J. C. Ossola.
       Automatic galaxy description.
       Astrophysical Letters and Communication, 31(1-6):65-72, 1995.

11   S. Yu, P. Saint-Marc, M. Thonnat, and M. Berthod.
       Feasibility study of automatic identification of planktic foraminifera by computer vision.
       Journal of Foramineferal Research, 26(2), April 1996.

12    F. Brémond and M. Thonnat.
       Issues of representing context illustrated by video-surveillance applications.
       International Journal of Human-Computer Studies Special Issue on Context, 48:375-391, 1998.

13     F. Brémond and M. Thonnat.
       Tracking multiple non-rigid objects in video sequences.
       IEEE Transaction on Circuits and Systems for Video Technology Journal, 8(5), September 1998.

14   M. Thonnat and S. Moisan.
       What can Program Supervision do for Program Reuse?
       IEE Proceedings - Software. , 147(5):179--185, October 2000.

15     P. Bonton, A. Boucher, M. Thonnat, R. Tomczak, P.J. Hidalgo, J. Belmonte, and C.~Galan.
    Colour image in 2d and 3d microscopy for the automation of pollen rate measurement.
     Image Analysis and Stereology, 20(Suppl 1):527--532, 2001.
    also Proc. 8th European Congress for Stereology and Image Analysis  (ECSIA).

16     A. Boucher, P.J. Hidalgo, M. Thonnat, J. Belmonte, C. Galan, P. Bonton, and R.Tomczak.
    Development of a Semi-Automatic System for Pollen Recognition.
    Aerobiologia, International Journal of Aerobiology, 18(3-4):195--201, 2002.


17   N Maillot, M. Thonnat and A. Boucher.
    Towards ontology-based cognitive vision.
    Machine Vision and Applications MVA, 16(1),pp33-40, Springer-Verlag Heidelberg, December, 2004 .

18     A. Avanzi, F. Bremond, C. Tornieri, and  M. Thonnat.
       Design and Assessment of an Intelligent Activity Monitoring Platform.
    EURASIP Journal on Applied Signal Processing (JASP), 14 pp2359-2374, 2005.

19    
Boulay Bernard and Brémond Francois and Thonnat Monique
       Applying 3D Human Model in a Posture Recognition System
        Pattern Recognition Letters
27,15 pp. 1788-1796,  2006 bboulayPRL.pdf
20   Bremond Francois; Thonnat Monique; Zuniga Marcos
Video Understanding Framework For Automatic Behavior Recognition
Behavior Research Methods 3,38 pp. 416-426, 2006 BRM2006.pdf
21     Georis Benoit; Bremond Francois; Thonnat Monique url
         Real-time Control of Video Surveillance Systems with Program Supervision Techniques
         Machine Vision and Applications
18 (Jan. 1, 2007) pp 189-205, 2007 mva-benoit.pdf

22       Fusier Florent; Valentin Valery; Bremond Francois; Thonnat Monique; Borg Mark; Thirde David; Ferryman James
           Video Understanding for Complex Activity Recognition
          Machine Vision and Applications
18 pp. 167-188, 2007 mva-avitrack.pdf

23      Patino Vilchis Jose Luis; Benhadda Hamid; Corvee Etienne; Bremond Francois; Thonnat Monique
          Extraction of activity patterns on large video recordings
          IET Computer Vision
2,2  pp 108-128, Jun. 17, 2008  Patino_paper_ietcv_hal.pdf
24       Maillot Nicolas and Thonnat Monique url
Ontology Based Complex Object Recognition
Image and Vision Computing 26,1  pp 102-113,  Jan. 1, 2008 Ontology-Based-Complex-Object-Recognition.pdf
25      Le Thi Lan and Thonnat Monique and  Boucher Alain and Bremond Francois
          Surveillance Video Indexing and Retrieval using Object Features and semantic Events
          International Journal of Pattern Recognition and Artificial Intelligence
23,7  pp 1439-1476, Nov. 2, 2009 IJPRAI09.pdf

26     Zouba Nadia and Brémond François and Thonnat Monique and Anfosso Alain and Pascual Eric and
         Mallea Patrick and Mailland Veronique and Guerin Olivier

          A Computer system to monitor older adults at home: Preliminary results
           Gerontechnology Journal
8,3 pp. 129-139, 2009 GerontechnologyJournalPaper_Zouba.pdf

27     Zouba Nadia and Bremond Francois and Anfosso Alain and Thonnat Monique and Pascual Eric and Guerin Olivier
          Monitoring elderly activities at home
           Gerontechnology
9,2 , May. 31, 2010, ISG10ZBATPG.pdf

28       Thonnat Monique 
           Special issue on Intelligent Vision Systems
            Computer Vision and Image Understanding
114,5  pp 501-608, May. 3, 2010, CVIUIVSThonnat.pdf
               see also via the full text     (science direct site)

29      S. Suresh, F. Bremond, M. Thonnat and H. J. Kim,

            Online Learning Neural Tracker
             In Neurocomputing Letters : NEUCOM-D-10-00545, ELSEVIER, Vol74, Issue10, ISSN 0925-2312, May 2011 JNHA-in_press.pdf

30      Slawomir Bak ; Etienne Corvee; Francois Bremond; Monique Thonnat

           Boosted human re-identification using Riemannian manifolds
           Image and Vision Computing
, ELSEVIER, 2011  manifold.pdf

31         Marcos Zuniga url; Francois Bremond; Monique Thonnat
             Real-time reliability measure-driven multihypothesis tracking using 2D and 3D features
              EURASIP Journal on Advances in Signal Processing
, Springer, 2011, pp. 142 EURASIP-ZunBreTho-2011-142.pdf

32         Marcos Zuniga; Francois Bremond; Monique Thonnat
             Hierarchical and Incremental Event Learning Approach based on Concept Formation Models
             Neurocomputing
, ELSEVIER, 2011, Special Issue: Behaviours in Video Marcos-Neucom2011-learning.pdf

33            G. Pusiol, F. Bremond and M. Thonnat,
           
Unsupervised Discovery, Modeling, and Analysis of Long Term Activities,
           Computer Vision Systems - Lecture Notes , in Computer Science Volume 6962, pp 101-111, November 2011.

34         R. Romdhane, E. Mulin, A. Derreumeaux, N. Zouba, J. Piano, L. Lee, I. Leroi, P. Mallea, R. David, M. Thonnat, F. Bremond and P.H. Robert, 
            Automatic Video Monitoring system for assessment of Alzheimer's Disease symptoms

            
JNHA - The Journal of Nutrition, Health and Aging no3, vol16, 2012. JNHA-in_press.pdf

35    P.D. Chau, M. Thonnat, F. Bremond and E. Corvee,
           Online Parameter Tuning for Object Tracking Algorithms,
        Image and Vision Computing Ref. No.: IMAVIS-D-12-00555R2,
         Elsevier volume 32, issue 4, pages 287~302, April 2014.
https://hal.inria.fr/hal-00976594/file/phu_imavis12.pdf BibTex

36  Salma Elloumi, Serhan Cosar, Guido Pusiol, Francois Bremond and Monique Thonnat
      
Unsupervised discovery of human activities from long-time videos
       IET Computer Vision
, IET, 2015, pp.1  https://hal.inria.fr/hal-01123895/file/actiDiscovery_final.pdf BibTex

37  
Guillaume Sacco, Monique Thonnat, Gregory Sadoun, Philippe Robert
An approach with serious exergames for assessment and stimulation of patients with neurocognitive disorders
     Gerontechnology, ISG International Society for Gerontechnology, 2018, 17 (Supplement), pp.150. https://hal.inria.fr/hal-01838510/file/ISG2018abstract.pdf BibTex
 
38
    Jen-Chen Hou, Monique Thonnat, Raoul Huys, Fabrice Bartolomei, Aileen McGonigal
     
Rythmic rocking stereotypes in frontal lobe seizures: A quantified video study.
Neurophysiologie Clinique/Clinical Neurophysiology (2020) https://hal-amu.archives-ouvertes.fr/hal-02878968


39     Arnaud Zaltaab, Jen-Cheng Hou, Monique Thonnat, Fabrice Bartolome, Benjamin Morillon, Aileen McGonigal. Neural correlates of rhythmic rocking in prefrontal seizures, Neurophysiologie Clinique/Clinical Neurophysiology (2020).
https://doi.org/10.1016/j.neucli.2020.07.003 ou https://hal.archives-ouvertes.fr/hal-02937170


40 Jen-Cheng Hou, Monique Thonnat, Fabrice Bartolomei, Aileen McGonigal. Automated video analysis of emotion and dystonia in epileptic seizures. Epilepsy Research Elsevier, 184 (2022) 106953.
https://doi.org/10.1016/j.eplepsyres.2022.106953
 

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Next:Conferences Up:Monique Thonnat Previous:Book Chapters


International Conferences

 1 M Thonnat and A. Llebaria.
       Background restitution in an astronomical image using histogram of local contrast.
       In SPIE International Technical Conference/Europe, Geneva, April 1983.

2 M. Thonnat and M. Berthod.
       Automatic classification of galaxies into morphological types.
       In 7th International Conference on Pattern Recognition, Montreal, August 1984.

3 M. Thonnat, C. Granger, and M. Berthod.
       Design of an expert system for object classification through an application to the classification of galaxies.
       In Computer Vision and Pattern Recognition, pages 206-208, San Francisco, June 1985.

4 M. Thonnat.
       Semantic interpretation of 3d stereo data : finding the main structures.
       In 8th International Conference on Pattern Recognition, Paris, October 1986.

5 M. Thonnat and V. Clément.
       Ocapi: a monitoring tool for the automatic control of image processing procedures.
       In IMACS World Congress, Paris, July 1988.

6 M. Thonnat and V. Clément.
       Ocapi: an artificial intelligence tool for the automatic selection and control of execution of image processing procedures.
       In 3rd International Workshop on Data Analysis in Astronomy, Errice, Italy, June 1988.
       Invited paper.

7 M. Thonnat and M-H. Gandelin.
       An expert system for the automatic classification and description of zooplanktons from monocular images.
       In 9th International Conference on Pattern Recognition, Roma, Italy, November 1988.

8 S. Pouget, M. Thonnat, V. Clément, and A. de Fombelle.

       Automatic diagnosis of a technical device by classification, the expert system dante : an application to antenna failures.
       In 6th International Conference on Reliability and Maintenability, Strasbourg, October 1988.

9 M. Thonnat.
       Toward an automated classification of galaxies.
       In International Conference Le Monde des Galaxies, Paris, April 1988.
       Invited paper.

10 M. Thonnat.
       Automatic recognition of complex objects by expert system.
       In Second Conference of the International Federation of Classification Society, Charlottesville, V. A., USA, June 1989.
       Invited paper.

11 M. Thonnat.
       Knowledge-based classification of galaxies.
       In XIth Strasbourg Astronomical Day : Artificial Intelligence Techniques for Astronomy, Strasbourg, April 1989.
       Invited paper.

12 V. Clément and M. Thonnat.
       Handling knowledge in image processing libraries to build automatic systems.
       In International Workshop on Machine Intelligence and Vision, Tokyo, April 1989.

13 A. Meygret and M. Thonnat.
       Segmentation of optical flow and 3d data for the interpretation of mobile objects.
       In 3rd International Conference on Computer Vision, Osaka, Japan, December 1990.
       Long paper.

14 A. Meygret, M. Thonnat, and M. Berthod.
       A pyramidal stereovision algorithm based on contour chain points.
       In European Conference on Computer Vision, Antibes, April 1990.

15 S. Chandrashekhar, A. Meygret, and M. Thonnat.
       Temporal analysis of sequences of stereo images of traffic scenes.
       In Vehicle Navigation and Information Systems Conference, Dearborn, Michigan , USA, October 1991.

16 M. Thonnat and M. Xie.
       A cooperative algorithm for the matching of contour points and contour chains.
       In 6th International Conference on Image Analysis and Processing, Como, Italy, September 1991.

17 V. Clément and M. Thonnat.
       Supervision of perception tasks for autonomous systems: the ocapi approach.
       In 3rd Annual Conference on Artificial Intelligence, Simulation and Planning in High Autonomy Systems, pages 202-212,
        Perth, Western Australia, July 1992.

18 R. Ma and M. Thonnat.
       Object detection in outdoor scenes by disparity map segmentation.
       In 11th International Conference on Pattern Recognition, The Hague, Nederland, August 1992.

19 M. Xie and M. Thonnat.
       A method of 3d motion estimation from combined 2d-3d line segment data.
       In 2nd Singapore International Conference on Image Processing, Singapore, NUS, September 1992.

20 S. Yu and M. Thonnat.
       Determination of the apparent boundary of an object.
       In International conference on Computer Vision and Pattern Recognition, Urbana, Champaign, June 1992.

21 S. Yu and M. Thonnat.
       Using apparent boundary and convex hull for the shape characterization of foramifera images.
       In 11th International Conference on Pattern Recognition, The Hague, Nederland, August 1992.

22 M. Xie, L. Trassoudaine, J. Alizon, M. Thonnat, and J. Gallice.
       Active and intelligent sensing of road obstacles : application to the european eureka prometheus project.
       In 4th International Conference on Computer Vision, Berlin, May 1993.

23 D. Hutber, S. Moisan, C. Shekhar, and M. Thonnat.
       Perception-interpretation interfacing for the prolab2 road vehicle.
       In 7th Symposium on Transportation Systems: Theory and Application of Advanced Technology, Tianjin, China, August 1994.

24  S. Liu, M. Thonnat, and M. Berthod.
       Automatic classification of planktonic foraminifera by a knowledge-based system.
       In The Tenth Conference on Artificial Intelligence for Applications, pages 358-364, San Antonio, Texas,  IEEE Computer Society Press. March 1994.

25 C. Shekhar, V. Gaudin, S. Moisan, and M. Thonnat.
       Real-time supervision of perception programs for prolab2.
       In T. Fukuda P. Borne and S.G. Tzafestas, editors, IMACS
       International Symposium on Signal Processing, Robotics and Neural Networks, pages  11-14,  Villeneuve-d'Ascq, France, April  1994.

26 C. Shekhar, S. Moisan, and M. Thonnat.
       Use of a real-time perception program supervisor in a driving scenario.
       In Intelligent Vehicle Symposium '94, Paris, France, October 1994.

27 L. Trassoudaine, D. Hutber, P. Checchin, J. Alizon, J. Gallice, and M. Thonnat.
       Building an environment map around the prolab2 vehicle using a controllable range sensor.
       In Intelligent Vehicle Symposium'94, Paris, France, October 1994.

28 J. van den Elst, F. van Harmelen, G. Schreiber, and M. Thonnat.
       A functional specification of reusing software components.
       In Sixth International Conference on Software Engineering and Knowledge Engineering, pages 374-381. Knowledge Systems Institute, June 1994.

29 R. Vincent, S. Moisan, and M. Thonnat.
       Learning has a means to refine a knowledge-based system.
       In Third Japanese Knowledge Acquisition for Knowledge-Based Systems Workshop, Hatoyama, Japon, November 1994.

30 J.C. Ossola and M. Thonnat.
       Cooperation of knowledge based systems for galaxy classification.
       In 8th International Conference on Image Analysis and Processing (ICIAP'95), September 1995.

31 J.C. Ossola and M. Thonnat.
       A distributed architecture for automatic object recognition.
       In Advances in Intelligent Data Analysis (IDA'95), pages 134-138, August 1995.

32 C. Shekhar, S. Moisan, and M. Thonnat.
       Real-time perception program supervision for vehicule driving assistance.
       In International Conference on Recent Advances in Mechatronics ICRAM'95, Istambul, Turkey, August 1995.

33 M. Thonnat and S. Moisan.
       Knowledge-based systems for program supervision.
       In First international workshop on Knowledge-Based systems for the (re)Use of Programs libraries KBUP'95, Sophia Antipolis, France, 1995. INRIA.

34 J. van den Elst, F. van Harmelen, and M. Thonnat.
       Modelling Software Components for Reuse.
       In Seventh International Conference on Software Engineering and Knowledge Engineering, pages 350-357. Knowledge Systems Institute, June 1995.

35 M. Bogaert, N. Chleq, P. Cornez, C.S. Regazzoni, A. Teschioni, and M. Thonnat.
        The passwords project.
        In International Conference on Image Processing,  September 1996.

36  F. Brémond and M. Thonnat.

       A context representation for surveillance systems.
       In ECCV Worshop on Conceptual Descriptions from Images, April 1996.

37  N.. Chleq and M. Thonnat.
       Realtime image sequence interpretation for video-surveillance applications.
       In International Conference on Image Processing, September 1996.

38  J.C. Ossola, F. Brémond, and M. Thonnat.
       A communication level in a distributed architecture for object recognition.
       In 8th International Conference on Systems Research Informatics and Cybernetics, August 1996.

39  F. Brémond and M. Thonnat.
       Analysis of human activities described by image sequences.
       In Proc. of the International Florida Artificial Intelligence Research Symposium (FLAIRS'97), May 1997.

40  F. Brémond and M. Thonnat.
       Issues in representing context illustrated by scene interpretation applications.
       In Proc. of the International and Interdisciplinary Conference on Modeling and Using Context (CONTEX'97), February 1997.

41  F. Brémond and M. Thonnat.
       Object tracking and scenario recognition for video-surveillance.
       In Proc. of the International Joint Conference on Artificial Intelligence (IJCAI'97), August 1997.

42  F. Brémond and M. Thonnat.
       Recognition of scenarios describing human activities.
       In Proc. of the International Workshop on Dynamic Scene Recognition from Sensor Data, June 1997.

43  F. Brémond and M. Thonnat.
       Tracking multiple non-rigid objects in a cluttered scene.
       In Proc. of the Scandinavian Conference on Image Analysis (SCIA'97), June 1997.

44 N. Chleq, C. Regazzoni, A. Teschioni, and M. Thonnat.
       A visual surveillance system for the prevention of vandalism in the metro stations.
       In European, Multimedia, Microprocessor Systems and Electronic Commerce EMMSEC'97, November 1997.

45 M. Crubézy, F. Aubry, S. Moisan, V. Chameroy, M. Thonnat, and R. Di Paola.
       Managing Complex Processing of Medical Image Sequences by Program Supervision Techniques.
       In SPIE International Symposium on Medical Imaging'97, volume 3035, February 1997.

46 R. Vincent and M. Thonnat.
       Planning, executing, controlling and replanning for ip program library.
       In Proc. of 8th Artificial intelligence and Soft computing ASC'97, July 1997.

47 R. Vincent, M. Thonnat, and J.C. Ossola.
       Program supervision for automatic galaxy classification.
       In Proc. of the International Conference on Imaging Science, Systems, and Technology CISST'97, June 1997.

48 M. Thonnat and S. Moisan.
       What can program supervision do for program re-use?
       In Jose Mira Angel Pasqual del Pobil and Moonis Ali, editors, Proceeding of the
      11th International Conference on Industrial Applications of Artificial  Intelligence and Expert Systems,

       Lecture Notes in Computer Science, Benicassim, Spain,  Springer-Verlag. June 1998.

49 M. Thonnat, S. Moisan, and M. Crubezy.

       Experience in integrating image processing programs.
        In Proceeding of the 1st   International Conference on Vision Systems,   ICVS99
        Lecture Notes in Computer Science, pages 200--215,
        Las Palmas, Gran Canaria,   Spain, January 1999. Springer-Verlag.

50 M. Thonnat and N. Rota.
        Image Understanding for Visual Surveill ance Applications.
        In Third International Workshop on Cooperative Distributed Vision,
         pages 51--82,  Kyoto, Japan,  November 1999.
        Invited paper.

51 N. Rota, R. Stahr, and M. Thonnat.
       Tracking for Visual Surveillance in VSIS.
       In  First IEEE International Workshop on Performance Evaluation of Tracking and Surveillance PETS2000.
       Grenoble, France, March 2000.

52 N. Rota and M. Thonnat.
        Activity Recognition from Video Sequences using Declarative Models.
        In 14th European Conference on Artificial Intelligence. ECAI2000.
         Berlin, Germany, August 2000.

53 N. Rota and M. Thonnat.
        Video Sequence Interpretation for Visual Surveillance.
         In Workshop on Visual Surveillance. VS'00. pages 59--67,
         Dublin, Ireland , July 2000.
54 A. Avanzi, F. Brémond, and M. Thonnat.
    Tracking multiple individuals for video communication.
    In International Conference on Image Processing ICIP'01,
IEEE Signal Processing Society
    Thessaloniki, Greece, October 2001.

55 F. Cupillard, F. Brémond, and M.Thonnat.
    Tracking groups of people for videosurveillance.
    In 2nd European Workshop n Advanced Video-based surveillance Systems AVBS'01, ,Kingston, UK, September 2001.

56 M. Thonnat, A. Avanzi, and F. Brémond.
    Analyse de scènes de bureaux pour la communication video.
    In 2èmes Ateliers Traitement et Analyse d'Images Méthodes et Applications, TAIMA01, Hammamet, Tunisia, October 2001.

57 A. Boucher and M. Thonnat.
    Object recognition from 3d blurred images.
    In International Conference on Pattern Recognition ICPR2002, Quebec, Canada, August 2002.

58 N. Dey, A. Boucher, and M. Thonnat.
    Image formation model of a 3d translucent object observed in light microscopy.
    In International Conference on Image Processing ICIP2002,  Rochester, USA, September 2002.

59 F. Cupillard, F. Bremond, and M. Thonnat.
    Tracking group of people for video surveillance.
    In Graeme A. Jones edited by Paolo Remagnino, editor, Video-Based Surveillance System ,
    The Kluwer International Series in Computer Vision and Distributed Processing, pages 89--100. Kluwer Academic  Publishers, November 2002.

60 S. Moisan, M. Boër, C. Thiebaut, F. Tricoire, and M.Thonnat.
    A versatile scheduler for automatic telescopes.
    In SPIE Conference on Astronomical Telescopes and Instrumentation, Hawaii, USA, August 2002.


61 V.T. Vu, F. Brémond, and M. Thonnat.
    Human behaviour visualisation and simulation for automatic video understanding.
    In 10-th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision'2002 WSCG 2002}, Plzen, Czech Republic, February 2002.

62 V.T. Vu, F. Brémond, and M. Thonnat.
    Temporal constraints for video interpretation.
    In 15th European Conference on Artificial Intelligence ECAI , Lyon, FRANCE, July 2002.

63 V.T. Vu, F. Brémond, and M. Thonnat.
    Video surveillance: human behaviour representation and on-line recognition.
    In Sixth International Conference on Knowledge-Based Intelligent Information and Engineering Systems KES2002, Crema, Italy, September 2002.


64 F. Cupillard, F. Bremond, and M. Thonnat.
    Behaviour recognition for individuals, groups of people and crowd.
    In IEE Proc. of the IDSS Symposium - Intelligent Distributed Surveillance Systems, London, UK, February 2003.

65 B. Boulay, F. Bremond, and M. Thonnat.
    
Human Posture Recognition in Video Sequence
     In Joint IEEE International Workshop on Visual Surveillance and
  Pe
rformance Evaluation of Tracking and Surveillance (VS-PETS 2003)}, Nice, France, October 2003. vspets2003.pdf

66 F. Cupillard, F. Bremond, and M. Thonnat.
    Group behavior recognition with multiple cameras.
    In Proc. of the Workshop on Applications of Computer Vision - ACV2002, Orlando, USA, December 2003.

67 V.T. Vu, F. Bremond, and M. Thonnat.
    Automatic video interpretation: A recognition algorithm for temporal scenarios based on pre-compiled scenario models.
    In Third International Conference On Computer Vision Systems (ICVS 2003)}, 
   
Lecture Notes in Computer Science LNCS 2626, Springer-Verlag BerlinHeidelberg, pages 44--53, Graz, Austria, April 2003.

68 V.T. Vu, F. Brémond, and M. Thonnat.
    Automatic video interpretation: A novel algorithm for temporal scenario recognition.
    In Eighteenth International Joint Conference on Artificial Intelligence IJCAI2003, Acapulco, Mexico, August 2003.


69 B. Georis, F. Bremond, M. Thonnat, and B. Macq.
    Use of an evaluation and diagnosis method to improve tracking performances.
    In Proceedings of VIIP'03- 3rd IASTED International Conference on Visualization, Imaging and Image Proceeding, September 2003.

70 C. Hudelot and M.Thonnat.
    An architecture for knowledge based image interpretation.
    In Proceedings of VSCA Workshop on Computer Vision System Control Architectures,
    in conjunction with ICVS Graz, Austria, March 2003.

71 C. Hudelot and M. Thonnat.
    A cognitive vision platform for automatic recognition of natural  complex objects.
    In International Conference on Tools with Artificial Intelligence, ICTAI, Sacramento, USA, November 2003.


72  N. Maillot, M. Thonnat, and A. Boucher.
    An architecture for knowledge based image interpretation.
    In Second International Semantic Web Conference (ISWC 2003),
  Sanibel Island, Florida, USA, November 2003.

73  N. Maillot, M. Thonnat, and A.Boucher.
    Towards ontology based cognitive vision.
    In Third International Conference On Computer Vision Systems (ICVS 2003)},
     Lecture Notes in Computer Science LNCS 2626,
Springer-Verlag Berlin Heidelberg,
    p
ages 44--53, Graz, Austria, April 2003.

74  N. Moenne-Loccoz, F. Bremond, and M. Thonnat.
    Recurrent bayesian network for the recognition of human behaviors from video.
    In Third International Conference On Computer Vision Systems (ICVS 2003)},
    Lecture Notes in Computer Science LNCS 2626, 
Springer-Verlag Berlin Heidelberg.
   
pages 44--53, Graz, Austria, April 2003.

75 C. Tornieri, F. Bremond, and M. Thonnat.
    Reference image for a visual surveillance platform.
    In IEE Proc. of the IDSS Symposium - Intelligent Distributed Surveillance Systems, London, UK, February 2003.


76 B. Georis, M. Maziere, F. Bremond, and M. Thonnat.
    A Video Interpretation Platform Applied To Bank Agency Monitoring.
    In Proceedings of IDSS'04 - 2nd Workshop on Intelligent Distributed Surveillance Systems, February 2004.

77  F. Cupillard and A. Avanzi F. Br\'emond and M. Thonnat.
    Video Understanding For Metro Surveillance.
    In  IEEE ICNSC 2004 in the special session on Intelligent Transportation Systems,
    Taipei, Taiwan, March 2004.


78  J.Bannour and B. Georis and F. Bremond and M.Thonnat.
    Generation of 3D Animations from Scenario Models.
    In Proceedings of VIIP'04- 3rd IASTED International Conference on Visualization, Imaging and Image Proceeding, September 2004.

79  N. Maillot, M. Thonnat and C. Hudelot.
    Ontology Based Object Learning and Recognition: Application to Image Retrieval.
    In International Conference on Tools with Artificial Intelligence, ICTAI, Boca Raton, USA, November 2004.

80 M. Borg,  D. Thirde,  J. Ferryman,  F. Fusier,  V. Valentin,  F. Bremond and M. Thonnat.
    An Integrated Vision System for Aircraft Activity Monitoring.
    In Proceedings of  IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS),
    Breckenridge, Colorado, USA,  January 7, 2005.

81  C. Hudelot, N. Maillot and M Thonnat.
    Symbol Grounding for Semantic Image Interpretation: From Image Data toSemantics.
    In Proceedings of the IEEE International Workshop on Semantic Knowledge in Computer Vision,
    in conjunction with IEEE International Conference on Computer Vision, Beijing, China, IEEE, October 2005.

82   M. Borg,  D. Thirde,  J. Ferryman,  F. Fusier,  V. Valentin,  F. Bremond and M. Thonnat.
    Video Surveillance for Aircraft Activity Monitoring.
    In Proceedings of  IEEE International Conference on Advanced Video and Signal-Based Surveillance,
    Como, Italy,15-16 September 2005.

83 M. Borg,  D. Thirde,  J. Ferryman,  F. Fusier,  V. Valentin,  F. Bremond,  M. Thonnat,  J. Aguilera Antequera and M. Kampel.
    Visual Surveillance for Aircraft Activity Monitoring.
    In Proceedings of the Second Joint IEEE International Workshop on Visual Surveillance and Performance Evaluation of Tracking and Surveillance,
    Beijing, China, 15-16th October  2005.

84 M. Borg,  D. Thirde,  J. Ferryman,  F. Fusier,  V. Valentin,  F. Bremond,  M. Thonnat,  J. Aguilera Antequera and M. Kampel.
    Automated Scene Understanding for Airport Aprons.
    In Lecture Notes in Artificial Intelligence (LNAI) Springer-Verlag,
     In Proceedings of  18th Australian Joint Conference on Artificial Intelligence, Sydney, December 2005.

85  B. Boulay, F. Bremond, and M. Thonnat.
         
Posture Recognition with a 3D Human Model
          In Proceedings of  IEE International Symposium on Imaging for Crime Detection and Prevention, London,UK, June 2005
icdp2005.pdf

86  N. Maillot and M~Thonnat.
    A Weakly-Supervised Approach for Semantic Image Indexing and Retrieval.
    In 4th International Conference, CIVR 2005, Singapore, July 20-22, 2005,
    Proceedings Leow, W.-K.; Lew, M.S.; Chua, T.-S.; Ma, W.-Y.; Chaisorn, L.; Bakker, E.M. (Eds.)
    Series: Lecture Notes in Computer Science, Vol. 3568, 2005.

87 D. Thirde, M. Borg,  J. Ferryman,  F. Fusier,  V. Valentin,  F. Bremond and M. Thonnat.
    Video Event Recognition for Aircraft Activity Monitoring.
    In Proceedings of  8th IEEE International Conference on Intelligent Transportation Systems,
    Vienna,Austria, 13-16 September 2005.

88  M. Borg,  D. Thirde,  J. Ferryman,  F. Fusier,  V. Valentin,  F. Bremond and M. Thonnat.
    A Real-Time Scene Understanding System for Airport Apron Monitoring.
    In IEEE International Conference on Computer Vision Systems ICVS06,
     New York City January 5-7, 2006.

89 B. Georis, M. Maziere, F. Bremond, and M. Thonnat.
    Evaluation and Knowledge Representation Formalisms to Improve Video Understanding.
    In IEEE International Conference on Computer Vision Systems ICVS06}, New York City January 5-7, 2006.

90 V. Martin, N. Maillot and M. Thonnat.
    A Learning Approach for Adaptive Image Segmentation.
    In IEEE International Conference on Computer Vision Systems ICVS06, New York City January 5-7, 2006.

91  A. Toshev, F. Bremond, and M. Thonnat.
    An Apriori-based Method for Frequent Composite Event Discovery in Videos.
    In IEEE International Conference on Computer Vision Systems ICVS06, New York City January 5-7, 2006.


92   Martin Vincent , Maillot Nicolas; Thonnat Monique
      A Learning Approach for Adaptive Image Segmentation
      In International Conference on Computer Vision Systems, Jan. 4, 2006, New York City, NJ, United States, pp. 40 ICVS06.pdf

93   Le Thi Lan ;Boucher Alain; Thonnat Monique 

         An  Interface for  Image  Retrieval and its  Extension to Video Retrieval
         In Proceedings of the Third National Symposium on Research, Development and Application of Information and Communication Technology (
          ICT. rda'06)
, May. 20, 2006, Hanoi, Viet Nam llethi_aboucher_mthonnat.pdf

94    Le Thi Lan ; Boucher Alain; Thonnat Monique
         Trajectory-Based Video Indexing and Retrieval Enabling Relevance Feedback
         In First International Conference on Communications and Electronics (ICCE'06), Oct. 10, 2006, Hanoi, Viet Nam ICCE-2006_llethi_aboucher_mthonnat.pdf

95    Kaâniche Mohamed-Bécha ; Brémond François; Thonnat Monique
          Monitoring Trichogramma Activities From Videos : An adaptation of cognitive vision system to biology field
           In 2nd International Cognitive Vision Workshop 2006 in conjunction with the European Conference on Cognitive Vision 2006, May. 13, 2006, Graz, Austria ICVW06_23.pdf

96     Zuniga Marcos; Bremond Francois; Thonnat Monique
          Fast and Reliable Object Classification in Video based on a 3D Genreric  Model
           In The 3rd International Conference on Visual Information Engineering (VIE 2006), Sep. 26, 2006, Bangalore, India vie2006zuniga.pdf
 
97     Benhadda Hamid; Patino Vilchis Jose Luis; Corvee Etienne; Bremond Francois; Thonnat Monique
         Data Mining on large Video Recordings
         In Veille Stratégique Scientifique et Technologique VSST 2007, Oct. 21, 2007, Marrakech, Morocco Vsst2007_Benhadda_et_al_final_version_hal.pdf

98      Patino Vilchis Jose Luis; Corvee Etienne; Bremond Francois; Thonnat Monique
         Management of Large Video Recordings
         In 2nd International Conference on Ambient Intelligence Developments AmI.d 2007,  Sophia-Antipolis, France Sep. 17, 2007, Paper_39_hal_patino_AmId2007.pdf

99     Nghiem Anh-Tuan; Bremond Francois; Thonnat Monique; Valentin Valery

           ETISEO, performance evaluation for video surveillance systems
           In IEEE International Conference on Advanced Video and Signal based Surveillance,  London, United Kingdom, Sep. 5, 2007, NghiemAnhTuan.pdf

100    Patino Vilchis Jose Luis; Benhadda Hamid; Corvee Etienne; Bremond Francois; Thonnat Monique
          Video-Data Knowledge Modelling & Discovery
           In 4th IET International Conference on Visual Information Engineering, VIE 2007, Jul. 25, 2007, Londres, United Kingdom VIE2007_0063_final.pdf

101     Nghiem Anh-Tuan; Bremond Francois; Thonnat Monique; Ruihua Ma
           A New Evaluation Approach for Video Processing Algorithm
           In IEEE Workshop on Motion and Video Computing,  Austin, Texas, United States, Feb. 23, 2007, nghiem-evaluationApproach.pdf

102     Le Thi Lan ; Boucher Alain; Thonnat Monique
          Subtrajectory-Based Video Indexing and Retrieval
          In The International MultiMedia Modeling Conference (MMM'07),  Singapore, Singapore, Jan. 9, 2007, 434.pdf

103    Nghiem Anh-Tuan; Bremond Francois; Thonnat Monique 
          Shadow removal in indoor scenes
          In IEEE International Conference On Advanced Video and Signal Based Surveillance, Sep. 1, 2008, Santa Fe, New Mexico, United States shadowRemoval.pdf

104   Martin Vincent ; Thonnat Monique
         Learning Contextual Variations for Video Segmentation
         In International Conference on Computer Vision Systems, Patras, Greece,
         col. Lecture Notes in Computer Science, vol. 5008, pp. 37-50 Springer Verlag pp. 464-473, May. 12, 2008,
ICVS08.pdf

105    Thonnat Monique
           Semantic Activity Recognition
            In 18th European Conference on Artificial Intelligence ECAI 2008, Jul. 21, 2008, Patras, Greece, pp 3-7 thonnatecai2008.pdf
            Invited paper

106     Patino Vilchis Jose Luis; Corvee Etienne; Bremond Francois; Thonnat Monique

           Data mining for activity extraction in video data
           In "Extraction et Gestion des Connaissances" EGC, , Sophia-Antipolis, France, Jan. 29, 2009 EGC2008.pdf

107    Le Thi Lan; Thonnat Monique; Boucher Alain; Bremond Francois
         A Query Language Combining Object Features and Semantic Events for Surveillance Video Retrieval
          In The International MultiMedia Modeling Conference (MMM'08),  Kyoto, Japan, Jan. 9, 2008, 1569054531.pdf

108   Le Thi Lan ; Boucher Alain; Thonnat Monique; Bremond Francois
         A Framework for Surveillance Video Indexing and Retrieval
            In International Workshop on Content Based Multimedia Indexing,  London, United Kingdom, Jun. 20, 2008, 20080131-llethi_CBM_soumis.pdf

109     Zouba Nadia; Boulay Bernard; Brémond François; Thonnat Monique
          Monitoring Activities of Daily Living (ADLs) of Elderly Based on 3D Key Human Postures
            In International Cognitive Vision Workshop, May. 12, 2008, Santorini, Greece,
           col. Lecture Notes in Computer Science, vol. 5329, pp. 37-50 Springer Verlag 
ICVW2008_Zouba.pdf

110    Verney Philippe; Rainaud Jean-Francois; Perrin Michel; Thonnat Monique
           A knowledge-based approach of seismic interpretation : horizon and dip-fault detection by means of cognitive vision.
           In SEG, International Exposition and 78th Annual Meeting, Las Vegas, United States, Nov. 9, 2008 SEG2008_Verney.pdf

111    Verney Philippe; Perrin Michel; Thonnat Monique ; Rainaud Jean-Francois
          An Approach to Seismic Interpretation Based on Cognitive Vision. The horizon Identification as an Application for the Cognitive Vision
           In 70th EAGE Conference and Exhibition,  Rome, Italy, Jun. 9, 2008, EAGE2008.pdf

112    Chau Duc Phu ; Bremond Francois ; Thonnat Monique
          Online evaluation of tracking algorithm performance 
          In The 3rd International Conference on Imaging for Crime Detection and Prevention (ICDP),
           London, United Kingdom, Dec. 3, 2009,  SBN: 978-1-84919-207-1, P38,   paperICDP_cameraReady.pdf

113     Nghiem Anh-Tuan; Bremond Francois; Thonnat Monique
            Controlling Background Subtraction Algorithms for Robust Object Detection
            In International conference on Imaging for Crime Detection and Prevention (ICDP) , London, United Kingdom, Dec. 3, 2009, icdp2009.pdf

114     Romdhane Rim; Bremond Francois; Thonnat Monique
           Handling Uncertainty for Video Event Recognition
           In International conference on Imaging for Crime Detection and Prevention  ICDP 2009,  London, United Kingdom, Dec.  2009, ICDParticleFinalVersion.pdf

115     Pusiol Guido; Bremond Francois ; Thonnat Monique
           Trajectory based Primitive Events for learning and recognizing Activity
           In Second IEEE International Workshop on Tracking Humans for the Evaluation of their Motion in Image Sequences (THEMIS2009),
           Sep. 27, 2009, Kyoto, Japan
PID967691.pdf

116   Zouba Nadia; Brémond François; Thonnat Monique
           Multisensor Fusion for Monitoring Elderly Activities at Home
          In 6th IEEE International Conference on Advanced Video and Signal Based Surveillance AVSS09,  Genoa, Italy, Sep. 2, 2009, AVSS2009_Zouba.pdf

117    Bak Slawomir ; Suresh Sundaram; Bremond Francois; Thonnat Monique
           Fusion of Motion Segmentation with Online Adaptive Neural Classifier for Robust Tracking
           In Int. Joint Conf. on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP),  Lisbon, Portugal, Feb. 5, 2009, neuraltracking.pdf

118     Chau Duc Phu ; Bremond Francois ; Corvee Etienne; Thonnat Monique
            Repairing People Trajectories Based on Point Clustering
            In The International Conference on Computer Vision Theory and Applications (VISAPP), Lisboa, Portugal, pp. 449-455, Feb. 5, 2009, paper_VISAPP09.pdf

119     Zuniga Marcos ; Bremond Francois; Thonnat Monique
           Incremental Video Event Learning
            In 7th International Conference on Computer Vision Systems, ICVS, Oct. 13, 2009, Liege, Belgium,
            col Lecture Notes in Computer Science, Vol. 5815, Springer Verlag, 2009, ICVS2009.pdf

120    Bak Slawomir ; Corvee Etienne; Bremond Francois ; Thonnat Monique
           Person Re-identification Using Haar-based and DCD-based Signature
           In 2nd Workshop on Activity Monitoring by Multi-Camera Surveillance Systems, AMMCSS 2010,
           in conjunction with 7th IEEE International Conference on Advanced Video and Signal-Based Surveillance,
           AVSS - 2010
, Boston, United States, Aug. 29, 2010, avss2010_workshop_bak.pdf

121    Bak Slawomir ; Corvee Etienne; Bremond Francois; Thonnat Monique
           Person Re-identification Using Spatial Covariance Regions of Human Body Parts
           In 7th IEEE International Conference on Advanced Video and Signal-Based Surveillance,
           AVSS - 2010
,  Boston, United States, Aug. 29, 2010, 019.pdf

122     Romdhane Rim; Bremond Francois; Thonnat Monique
           A framework dealing with Uncertainty for Complex Event Recognition
            In 7th IEEE International Conference on Advanced Video and Signal-Based Surveillance,
            AVSS - 2010
,  Boston, United States, Aug. 29, 2010, 027.pdf

123      Zouba Nadia; Bremond Francois; Thonnat Monique
            An Activity Monitoring System for Real Elderly at Home: Validation Study
            In 7th IEEE International Conference on Advanced Video and Signal-Based Surveillance,
            AVSS - 2010
,  Boston, United States, Aug. 29, 2010,  AVSS10ZBT.pdf

124     Pusiol Guido; Bremond Francois; Thonnat Monique
          Trajectory Based Activity Discovery
           In 7th IEEE International Conference on Advanced Video and Signal-Based Surveillance,
            AVSS - 2010
,  Boston, United States, Aug. 29, 2010,  AVSS10-PBT.pdf

125      Patino Vilchis Jose Luis; Bremond Francois; Thonnat Monique

           Activity discovery from video employing soft computing relations
           In 2010 IEEE International Joint Conference on Neural Networks, Jul. 18, 2010, Barcelone, Spain PID1283001.pdf

126      Le Thi Lan; Boucher Alain; Thonnat Monique; Bremond Francois

            Surveillance video retrieval: what we have already done?
            In Third International Conference on Communications and Electronics (ICCE 2010), Aug. 11, 2010, Nha Trang, Viet Nam ICCE2010.pdf

127      Bechar Ikhlef; Moisan Sabine; Thonnat Monique; Bremomd Francois
           On-line video recognition and counting of harmful insects
           In 19th International Conference on Pattern Recognition (ICPR'2010), Aug. 23, 2010, Istanbul, Turkey ICPR2010IkhlefelAl.pdf

128     Patino Luis; Benhadda Hamid; Nefzi Nedra; Boulay Bernard; Bremond François; Thonnat Monique

             Abnormal behavior detection in video protection systems Finalversion_Abnormal_behavior_detection_in_video_protection.pdf
           International Workshop on Behaviour Analysis and Video Understanding (ICVS 2011), Sep 2011, Sophia Antipolis, France. pp. 12


129       Joumier Véronique; Romdhane Rim; Bremond Francois; Thonnat Monique url; Mulin Emmanuel; Robert P. H.; Derreumaux A.; Piano Julie; Lee J.
           Video Activity Recognition Framework for assessing motor behavioural disorders in Alzheimer Disease Patients Finalversion_Video_Activity_Recognition_Framework.pdf
            International Workshop on Behaviour Analysis and Video Understanding (ICVS 2011)
, Sep 2011, Sophia Antipolis, France. pp. 9

130      Romdhane Rim; Bremond Francois; Boulay Bernard; Thonnat Monique
           
Probabilistic Recognition of Complex Event icvs2011.pdf
            ICVS 2011, Sep 2011, sophia antipolis, France.
131      Martin Vincent; Moncada Victor; Travere Jean-Marcel; Loarer Thierry; Bremond François ; Charpiat Guillaume ;    Thonnat Monique
A Cognitive Vision System for Nuclear Fusion Device Monitoring icvs11_v3.pdf
        Crowley, James L.; Draper, Bruce; Thonnat, Monique. 8th International Conference, ICVS 2011, Sep 2011, Sophia    Antipolis, France. Springer, 6962, pp. 163-172, Lecture Notes in Computer Science

132      Bak Slawomir ; Corvee Etienne; Bremond François; Thonnat Monique 
Multiple-shot Human Re-Identification by Mean Riemannian Covariance Grid avss2011.pdf
       Advanced Video and Signal-Based Surveillance, Aug 2011, Klagenfurt, Austria. 
 
133   Chau Duc Phu ; Bremond François ; Thonnat Monique ; Corvee Etienne
       
Robust Mobile Object Tracking Based on Multiple Feature Similarity and Trajectory Filtering paperVISAPP2011.pdf
         The International Conference on Computer Vision Theory and Applications (VISAPP), Mar 2011, Algarve, Portugal.

134    Duc Phu Chau; François Bremond; Monique Thonnat
          A multi-feature tracking algorithm enabling adaptation to context variations
           The International Conference on Imaging for Crime Detection and Prevention (ICDP)
,
            Nov
2011, London, United Kingdom. paper_ICDP11.pdfpaper_ICDP11.ps  BibTex   
135       Jose Luis Patino Vilchis; Murray Evans; James Ferryman; François Bremond; Monique Thonnat
Unsupervised Activity Extraction on Long-Term Video Recordings employing Soft Computing Relations
8th International Conference on Computer Vision Systems, ICVS 2011, Sep 2011, Sophia Antipolis, France. ICVS2011_patino_hal.pdf BibTex

136    Guido Pusiol; François Bremond; Monique Thonnat
Unsupervised Discovery, Modeling and Analysis of long term Activities
international Conference in Vision Systems, Nov 2011, Sophia Antipolis, France. ICVS_Paper.pdf   BibTex
137    Slawomir Bak url; Guillaume Charpiat; Etienne Corvee; Francois Bremond; Monique Thonnat  
          Learning to Match Appearances by Correlations in a Covariance Metric Space
          Abbas Manthiri. 12th European Conference on Computer Vision, Oct 2012, Firenze, Italy.
           Springer, 1, 1, pp. 1-14, 1 
eccv2012.pdf  BibTex 
138     Slawomir Bak url; Duc Phu Chau; Julien Badie; Etienne Corvee; François Bremond; Monique Thonnat
MULTI-TARGET TRACKING BY DISCRIMINATIVE ANALYSIS ON RIEMANNIAN MANIFOLD
ICIP - International Conference on Image Processing - 2012, Sep 2012, Orlando, United States. 
IEEE Computer Society, People re-identification and tracking from multiple cameras, 1, pp. 1-4  ICIP_final.pdf  BibTex
 
139    Patino L., Bremond F., Thonnat M. ,
         Online learning of activities from video,
          IEEE Ninth International Conference on Advanced Video and Signal-Based Surveillance Beijing,
           China,57 pp 234-239 (2012)

140   Baptiste Fosty, Carlos Fernando Crispim-Junior, Julien Badie, François Bremond, Monique Thonnat
         Event Recognition System for Older People Monitoring Using an RGB-D Camera
         ASROB – Workshop on Assistance and Service Robotics in a Human Environment,
         with IEEE/RSJ International Conference on Intelligent Robots and Systems IROS,
           ASROB-2013, Tokyo, Japan, November 7, 2013.
  https://hal.inria.fr/hal-00904002/file/paper.pdf BibTex

141   Carlos Fernando Crispim-Junior, Qiao Ma, Baptiste Fosty, Rim Romdhane, François Bremond, Monique Thonnat
         Combining Multiple Sensors for Event Recognition of Older People
          MIIRH – 1st ACM MM Workshop on Multimedia Indexing and information Retrieval for Healthcare – 2013
,
          Oct 2013, Barcelona, Spain. ACM, pp.15-22, 2013,
          MIIRH ’13: Proceedings of the 1st ACM international workshop on
          Multimedia indexing and information retrieval for healthcare.
<10.1145/2505323.2505329> https://hal.inria.fr/hal-00907033/file/CrispimEtAl_ACM_MM_MIRTH2013_HAL.pdf BibTex

142    Duc Phu Chau, Julien Badie, François Bremond, Monique Thonnat
        Online Tracking Parameter Adaptation based on Evaluation

        IEEE International Conference on Advanced Video and Signal-based Surveillance
,
        Aug 2013, Krakow, Poland. 2013
  https://hal.inria.fr/hal-00846920/file/paper_AVSS.pdf BibTex

143     Carlos Fernando Crispim-Junior, Vasanth Bathrinarayanan, Baptiste Fosty, Rim Romdhane, Alexandra Konig, Monique Thonnat, François Bremond
           Evaluation of a Monitoring System for Event Recognition of Older People
            International Conference on Advanced Video and Signal-Based Surveillance 2013
,
           Aug 2013, Krakow, Poland. pp.165 – 170, 2013, <10.1109/AVSS.2013.6636634>   https://hal.inria.fr/hal-00875972/file/CrispimEtAl_AVSS_2013_review_v5_candCR_v2.pdf BibTex

144    Rim Romdhane, Carlos Fernando Crispim-Junior, Francois Bremond, Monique Thonnat

Activity Recognition and Uncertain Knowledge in Video Scenes
IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS),
Aug 2013, Krakow, Poland. 2013   https://hal.inria.fr/hal-01059602/file/rimAVSS2013.pdf BibTex

145    Duc Phu Chau, Monique Thonnat, François Bremond
         Automatic Parameter Adaptation for Multi-object Tracking
         International Conference on Computer Vision Systems (ICVS)
, Jul 2013, St Petersburg, Russia.
          Springer, 2013, Lecture Notes in Computer Science   https://hal.inria.fr/hal-00821669/file/paper_ICVS13.pdf BibTex

146     Duc Phu Chau, François Bremond, Monique Thonnat
           Object Tracking in Videos: Approaches and Issues
           The International Workshop “Rencontres UNS-UD” (RUNSUD)
, Apr 2013, Danang, Vietnam. 2013  https://hal.inria.fr/hal-00815046/file/paper_RUNSUD2013.pdf BibTex


147      Ratnesh Kumar, Guillaume Charpiat, Monique Thonnat
          Multiple Object Tracking by Efficient Graph Partitioning 
           Terence Sim and Jianxin Wu.
ACCV – 12th Asian Conference on Computer Vision,
           Nov 2014, Singapore, Singapore. Springer, 2014, Lecture Notes on Computer Science
  https://hal.inria.fr/hal-01061450/file/ACCV2014_Tracking.pdf BibTex

148      Duc Phu Chau, François Bremond, Monique Thonnat, Slawomir Bak
          Automatic Tracker Selection w.r.t Object Detection Performance
    IEEE Winter Conference on Applications of Computer Vision (WACV 2014),
    Mar 2014, Steamboat Springs CO,   United States. 2014  https://hal.inria.fr/hal-00974693/file/wacv_review.pdf BibTex

149       Ratnesh Kumar, Guillaume Charpiat, Monique Thonnat
            Hierarchical Representation of Videos with Spatio-Temporal Fibers

             IEEE Winter Conference on Applications of Computer Vision
, Mar 2014,
             Colorado, United States. 2014
  https://hal.inria.fr/hal-00911012/file/Fibers.pdf BibTex

150       Guillaume Sacco, Monique Thonnat, Gregory Ben Sadoun, Philippe Robert
            An approach with serious exergames for assessment and stimulation of patients with neurocogntive disorders

             ISG 11th World Conference on Gerontechnology
, May 2018,
             St Petersburg, United States. 2018
 
151        Srijan Das, Arpit Chaudhary, Francois Bremond, Monique Thonnat
              
Where to Focus on for Human Action Recognition?   WACV 2019 - IEEE Winter Conference on Applications of Computer Vision, Jan 2019, Waikoloa Village, Hawaii, United States. pp.1-10 https://hal.inria.fr/hal-01927432/file/421.pdf BibTex

152        
Srijan Das, Monique Thonnat, Kaustubh Sakhalkar, Michal Koperski, Francois Bremond, Gianpiero Francesca
A New Hybrid Architecture for Human Activity Recognition from RGB-D videos

MMM 2019 - 25th International Conference on MultiMedia Modeling, Jan 2019, Thessaloniki, Greece. Springer, International Conference on Multimedia Modeling, 11296, pp.493-505, Lecture Notes in Computer Science. 
https://hal.inria.fr/hal-01896061/file/MMM_2019.pdf BibTex


153       
Srijan Das, Monique Thonnat, Francois Bremond
              
Looking deeper into Time for Activities of Daily Living Recognition   WACV 2020 - IEEE Winter Conference on Applications of Computer Vision, March 2020, Snowmass Village, Colorado United States. pp.498-507 http://openaccess.thecvf.com/content_WACV_2020/papers/Das_Looking_deeper_into_Time_for_Activities_of_Daily_Living_Recognition_WACV_2020_paper.pdf


154        Srijan Das, Saurav Sharma, Rui Dai, Francois Bremond and Monique Thonnat. VPN: Learning Video-Pose Embedding for Activities of Daily Living In Proceedings of the 16th European Conference on Computer Vision, ECCV 2020, UK, 23-28 August 2020 https://hal.archives-ouvertes.fr/hal-02973787

155       Jen-Cheng Hou, Aileen Mcgonigal, Fabrice Bartolomei, Monique Thonnat. A Multi-Stream Approach for Seizure Classification with Knowledge Distillation. AVSS 2021 - 17th IEEE International Conference on Advanced Video and Signal-based Surveillance, Nov 2021, Virtual, United States.
 https://hal.archives-ouvertes.fr/hal-03433317

156      Jen-Cheng Hou, Aileen McGonigal, Fabrice Bartolomei, Monique Thonnat,
A Self-supervised pre-training Framework for Vision-based Seizure Classification
ICASSP 2022 IEEE International Conference on Acoustics, Speech and Signal Processing Singapore May 2022
https://doi.org/10.1109/ICASSP43922.2022.9746325



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Thesis and research reports

THESES:

 1 M. Thonnat.
       Méthodes interactives de dépouillement de clichés astronomiques : restitution du fond et obtention de vitesses radiales.
       PhD thesis, Thèse Université Marseille III, November 1982.

2 M. Thonnat.
       Towards Cognitive Vision: Knoweldge and Reasoning for Image Analysis and Understanding)
        HDR thesis, Universite Nice-Sophia Antipolis, October 2003.

RESESARCH REPORTS:

1   M. Thonnat.
        Automatic morphological description of galaxies and classification by an expert system
       
Research  Report 387, INRIA, March 1985.  N° RR-0387 (1985)  RR-0387.pdf RR-0387.ps

V. Clément and M. Thonnat.
       Integration of image processing procedures : OCAPI, a knowledge-based approach
        Research  Report 1307 October 1990 N° RR-1307 (1990)  RR-1307.pdf RR-1307.ps

3   M. Thonnat, V. Clément, and J. van den Elst.
       Supervision of perception tasks for autonomous systems : the OCAPI approach      
      
Research  Report 2000, I.N.R.I.A., June 1993. N° RR-2000 (1993)  RR-2000.pdf RR-2000.ps

4     R. Ma and M. Thonnat.
       A Robust and efficient stereo matching algorithm
      
Research  Report 1860, I.N.R.I.A., February 1993.  N° RR-1860 (1993) RR-1860.pdf RR-1860.ps

5      S. Moisan, R. Vincent, M. Thonnat, V. Clément, and J. van den Elst.
         Manuel de référence du Logiciel OCAPI Version 2.0
         Technical Report 183, I.N.R.I.A., 1995.
  N° RT-0183 (1995) pp. 77 RT-0183.pdf RT-0183.ps

6      S. Moisan, F. Ployette, M. Thonnat, V. Clément, and R. Vincent.
         Documentation de l'interface du logiciel OCAPI : Version 2.0
         Technical Report 186, I.N.R.I.A., 1995.   N° RT-0186 (1995) pp. 71  RT-0186.pdf RT-0186.ps

7       R. Vincent, S. Moisan and M. Thonnat
         Une bibliothèque pour des moteurs de pilotage de programmes
         Research  Report 3011   I.N.R.I.A., October 1996. N° RR-3011 (Oct., 1996) RR-3011.pdf RR-3011.ps

8       S. Moisan, R. Vincent and M. Thonnat
          Program Supervision: from Knowledge Modeling to Dedicated Engines

         Research  Report 3324  I.N.R.I.A., December 1997. RR-3324.pdf RR-3324.ps

9      N. Rota, R. Stahr, and M. Thonnat.
        AI Techniques for VSIS Human Tracker

        Research  Report 4138 I.N.R.I.A., March 2001. N° RR-4138 RR-4138.pdf RR-4138.ps


10   F. Bremond, N. Maillot, M. Thonnat and V-T.  Vu
        Ontologies For Video Events
       Research  Report 5189 I.N.R.I.A., May 2004. N° RR-5189 RR-5189.pdf RR-5189.ps

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PhD  thesis direction

29 PhD completed:

• M-H. Gandelin : “Identification automatique d’organismes marins (zooplanctons et poissons)”
PhD thesis from Université de Nice Sophia Antipolis defended in 1989.
• V. Clement : “Pilotage automatique d’algorithmes de vision : le système OCAPI”
PhD thesis from Université de Nice Sophia Antipolis defended in 1990.
• A. Meygret : “Interprétation de scènes en milieu routier pour la détection d’obstacles”
PhD thesis from Université de Nice Sophia Antipolis defended in 1990.
• S. Yu : “Classement automatique a partir de plusieurs vues de microorganismes fossiles (foraminiferes)”
PhD thesis from Université de Nice Sophia Antipolis defended in 1992.
• R. Ma : “Fusion et interpretation de donnees appliquees a la detection d’obstacles en environnement
routier”
PhD thesis from Université de Nice Sophia Antipolis defended in 1994.
• J-C. Ossola : “Cooperation de systemes a base de connaissances pour l’analyse et la reconnaissance d’objets
naturels complexes : application au classement de galaxies ou de zooplanctons”
PhD thesis from Université de Nice Sophia Antipolis defended in 1996.
• J. Van Den Elst : “Modelisation de connaissances pour le pilotage de programmes de traitement d’images”
PhD thesis from Université de Nice Sophia Antipolis defended in 1996.
• R. Vincent : “Etude des mecanismes de gestion des erreurs dans les systemes a base de connaissances de
pilotage de programmes”
PhD thesis from Université de Nice Sophia Antipolis defended in 1997.
• F. Bremond : “Environnement de resolution de problemes pour l’interpretation de sequences d’images”
PhD thesis from Université de Nice Sophia Antipolis defended in 1997.
• M. Crubezy : “Pilotage de programmes pour le traitement d’images medicales” defended in 1999.
• J-C. Noel : “Systeme a base de connaissances pour le pilotage de codes de calcul en simulation numerique”
PhD thesis from Université de Nice Sophia Antipolis defended in 1999.
• N. Rota : “Contribution à la reconnaissance de comportements humains à partir de séquences vidéo
PhD thesis from Université de Nice Sophia Antipolis defended in 2001.
• N. Dey : “Etude de la formation de l’image d’un objet microscopique 3D translucide”
PhD thesis from Université de Nice Sophia Antipolis defended on Novembre 26 2002.
• T. Van Vu : “Temporal Scenario for Automatic Video Interpretation.”
PhD thesis from Université de Nice Sophia Antipolis defended on Octobre 14 2004.
• C. Hudelot : “Towards a Cognitive Vision Platform for Semantic Image Interpretation : Application to the
Recognition of Biological Orgaisms

PhD thesis from Université de Nice Sophia Antipolis defended on April 29  2005.
• N. Maillot : “Ontology Based Object Learning and Recognition
PhD thesis from Université de Nice Sophia Antipolis defended on Decembre 14 2005.
B. Georis : “Program Supervision Techniques for Easy Configuration of Video Understanding Systems
codirection with Prof. B. Macq de l’Universite Catholique de Louvain (Belgique), defended on Decembre 7 2005 .PhDThesisGeoris.pdf
• B. Boulay : “Human posture recognition for behaviour understanding   PhDThesis.pdf
PhD thesis from Université de Nice Sophia Antipolis defended on  January 23 2007.
• V. Martin : “ Cognitive Vision: Supervised Learning for Image and Video Segmentation   vmartin_PhD_Thesis_v2.0.pdf
PhD thesis from Université de Nice-Sophia Antipolis  defended on December 19 2007
• M. Zuniga : “ Incremental Learning of Events in Video using Reliable Information   Phd_Thesis_Zuniga.pdf
PhD thesis from Université de Nice-Sophia Antipolis  defended on Novembre 28 2008
• L. LeThi : “ Indexation et Recherche de Video pour la Videosurveillance   LLePhDThesis.pdf
PhD thesis from Universite de Nice-Sophia Antipolis and  Universite de Hanoi, Vietnam,
defended on February 3 2009
• N. Zouba : “ Multisensor Fusion for Monitoring Elderly Activities at Home   NadiaZOUBA_PhDThesis.pdf
PhD thesis from Université de Nice Sophia Antipolis defended on January 25 2010.
• Anh-Tuan Nghiem : “Adaptive algorithms for background estimation to detect moving objects in videos”,
PhD thesis from Université de Nice Sophia Antipolis defended on June 9 2010.
• Duc Phu Chau : “Object Tracking for Activity Recognition”,
PhD thesis from Université de Nice Sophia Antipolis defended on  March 30 2012.
• Rim Romdhame : “Event Recognition in Video Scenes with Uncertain Knowledge”,
PhD thesis from Université de Nice Sophia Antipolis defended on September 30 2013.
• Kumar Ratnesh : “Video Segmentation and Multiple Object Tracking”,
PhD thesis from Université de Nice Sophia Antipolis defended  on December 15 2014.
• Guillaume Sacco : “Les jeux vidéos sérieux en pratique gérontologique: application aux relations  activité physique / cognition”,
PhD thesis from Université de Nice Sophia Antipolis - defended on June 7 2018
• Srijan Das: "Action recognition of Daily Living Activities from RGB-D videos", defended on October 1rst 2020
• Jen-Cheng Hou: "Quantified video analysis of seizure semiology in epilepsy" (2018-2021) Thèse coencadrée à 50% avec le Prof Fabrice Bartolomei, PU-PH AMU/Inserm defended on December 13  2021




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Monique Thonnat

Senior Scientist INRIA DR0

2022-08-30


[Inria][Francais]
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