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
- Activity recognition
- Image and Video Analysis
- Image and Video Understanding
- Cognitive Vision: Knowledge Modeling, Reasoning,
Learning
- Program Supervision: Planning and Control of Vision Software
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)
- International Medical Journals
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
- International Conferences in Vision
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:
- Method for building a geological model by seismic
interpretation with cognitive vision techniques.
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)
- Method and Apparatus for the Automatic Detection and
Recognition of Pollen
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)
To come back to the top of this page click here
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.
7 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) 
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)
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)
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 
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.
Next:Journal papers Up:Monique Thonnat Previous:
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
- 20 Bremond Francois; Thonnat Monique;
Zuniga Marcos
- Video
Understanding
Framework For Automatic Behavior Recognition
- Behavior Research Methods
3,38 pp. 416-426, 2006
21 Georis
Benoit; Bremond Francois; Thonnat Monique 
Real-time
Control
of Video Surveillance Systems with Program Supervision Techniques
Machine Vision
and Applications 18 (Jan. 1,
2007) pp 189-205, 2007
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
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
- 24 Maillot
Nicolas and Thonnat Monique
- Ontology
Based
Complex Object Recognition
- Image and Vision Computing
26,1 pp 102-113, Jan. 1, 2008
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
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
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,
28
Thonnat Monique
Special
issue on Intelligent Vision Systems
Computer Vision and Image Understanding 114,5 pp 501-608, May. 3, 2010,
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
30 Slawomir Bak ; Etienne Corvee;
Francois Bremond; Monique Thonnat
Boosted
human re-identification using Riemannian manifolds
Image
and Vision Computing,
ELSEVIER, 2011
31
Marcos Zuniga 
; 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
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
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.
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. 
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
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.
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
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
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20 S. Yu and M. Thonnat.
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21 S. Yu and M. Thonnat.
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22 M. Xie, L. Trassoudaine, J. Alizon, M. Thonnat, and J.
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23 D. Hutber, S. Moisan, C. Shekhar, and M. Thonnat.
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24 S. Liu, M. Thonnat, and M. Berthod.
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27 L. Trassoudaine, D. Hutber, P. Checchin, J. Alizon, J.
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28 J. van den Elst, F. van Harmelen, G. Schreiber, and M.
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29 R. Vincent, S. Moisan, and M. Thonnat.
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30 J.C. Ossola and M. Thonnat.
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31 J.C. Ossola and M. Thonnat.
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32 C. Shekhar, S. Moisan, and M. Thonnat.
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33 M. Thonnat and S. Moisan.
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35 M. Bogaert, N. Chleq, P. Cornez, C.S. Regazzoni, A. Teschioni,
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36 F. Brémond and M. Thonnat.
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37 N.. Chleq and M. Thonnat.
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38 J.C. Ossola, F. Brémond, and M. Thonnat.
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39 F. Brémond and M. Thonnat.
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40 F. Brémond and M. Thonnat.
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41 F. Brémond and M. Thonnat.
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42 F. Brémond and M. Thonnat.
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43 F. Brémond and M. Thonnat.
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44 N. Chleq, C. Regazzoni, A. Teschioni, and M. Thonnat.
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45 M. Crubézy, F. Aubry, S. Moisan, V. Chameroy, M. Thonnat,
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46 R. Vincent and M. Thonnat.
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47 R. Vincent, M. Thonnat, and J.C. Ossola.
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49 M. Thonnat, S. Moisan, and M. Crubezy.
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51 N. Rota, R. Stahr, and M. Thonnat.
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52 N. Rota and M. Thonnat.
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53 N. Rota and M. Thonnat.
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54 A. Avanzi, F. Brémond, and M. Thonnat.
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55 F. Cupillard, F. Brémond, and M.Thonnat.
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56 M. Thonnat, A. Avanzi, and F. Brémond.
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57 A. Boucher and M. Thonnat.
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58 N. Dey, A. Boucher, and M. Thonnat.
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59 F. Cupillard, F. Bremond, and M. Thonnat.
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60 S. Moisan, M. Boër, C. Thiebaut, F. Tricoire, and M.Thonnat.
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61 V.T. Vu, F. Brémond, and M. Thonnat.
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62 V.T. Vu, F. Brémond, and M. Thonnat.
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In 15th European Conference on Artificial
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63 V.T. Vu, F. Brémond, and M. Thonnat.
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64 F. Cupillard, F. Bremond, and M. Thonnat.
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65 B. Boulay, F. Bremond, and M. Thonnat.
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67 V.T. Vu, F. Bremond, and M. Thonnat.
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69 B. Georis, F. Bremond, M. Thonnat, and B. Macq.
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70 C. Hudelot and M.Thonnat.
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71 C. Hudelot and M. Thonnat.
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72 N. Maillot, M. Thonnat, and A. Boucher.
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73 N. Maillot, M. Thonnat, and A.Boucher.
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74 N. Moenne-Loccoz, F. Bremond, and M. Thonnat.
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75 C. Tornieri, F. Bremond, and M. Thonnat.
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76 B. Georis, M. Maziere, F. Bremond, and M. Thonnat.
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77 F. Cupillard and A. Avanzi F. Br\'emond and M. Thonnat.
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78 J.Bannour and B. Georis and F. Bremond and M.Thonnat.
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79 N. Maillot, M. Thonnat and C. Hudelot.
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80 M. Borg, D. Thirde, J. Ferryman, F.
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81 C. Hudelot, N. Maillot and M Thonnat.
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83 M. Borg, D. Thirde, J. Ferryman, F.
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89 B. Georis, M. Maziere, F. Bremond, and M. Thonnat.
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90 V. Martin, N. Maillot and M. Thonnat.
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91 A. Toshev, F. Bremond, and M. Thonnat.
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92 Martin Vincent ,
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retrieval: what we have already done?
In Third International
Conference on Communications and Electronics (ICCE 2010), Aug. 11, 2010, Nha Trang, Viet Nam
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
128 Patino Luis; Benhadda Hamid; Nefzi
Nedra; Boulay Bernard; Bremond François; Thonnat Monique
Abnormal behavior detection in video
protection systems
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 ; Mulin
Emmanuel; Robert P. H.; Derreumaux A.; Piano Julie; Lee J.
Video
Activity Recognition Framework for assessing motor behavioural
disorders in Alzheimer Disease Patients
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
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
- 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
- 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
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. 
- 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.
- 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.
137 Slawomir Bak ; 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
- 138
Slawomir
Bak
; 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
-
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.
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>
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
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>
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
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
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
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
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
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
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
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.
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
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
Next:Thesis and reports Up:Monique
Thonnat Previous:Journal papers
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) 
2 V. Clément and
M. Thonnat.
Integration
of
image processing procedures : OCAPI, a knowledge-based approach
Research Report 1307
October 1990 N° RR-1307 (1990)
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)
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)
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
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
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)
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.
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
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
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here
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 .
• B. Boulay : “Human
posture recognition for behaviour understanding 
PhD thesis from Université de Nice Sophia Antipolis defended
on January 23 2007.
• V. Martin : “ Cognitive
Vision:
Supervised
Learning
for
Image
and
Video Segmentation
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 from Université de Nice-Sophia
Antipolis defended on Novembre 28 2008
• L. LeThi : “ Indexation
et
Recherche
de
Video
pour
la
Videosurveillance
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
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
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