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Romain Raveaux

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Documents
Identifiants chercheurs

Présentation

*Romain Raveaux*: In 2006, he obtained two M.Sc., one in networking and telecommunication and another one in computer sciences from the University of Rouen (France). From 2006 to 2010, he had worked on his Ph.D. Thesis at the L3I laboratory of the University of La Rochelle. Since 2011, he is an Associate Professor at the computer sciences lab LIFAT of the University of Tours. In 2019, he received the habilitation to be director of PhD thesis (HDR) from the University of Tours. His work concerns the structural pattern recognition, proposing contributions related respectively to supervised graph classification and graph matching. Especially, a focus is given on similarity and dissimilarity computation on graphs. His work is applied to image analysis problems for object recognition and detection as well as molecule classification (Chemoinformatics). His scientific course is at the confluence of two research areas: combinatorial optimization and machine learning. Results and contributions of its research works have already been published in the forms of 3 theses and more than 40 research papers including 15 International Journals and 25 International conferences and workshops. Along his research activities, he has built strong collaboration with other research laboratories/universities at national and international levels. Accordingly, he has an active collaboration with 3 national laboratories/universities in France and one international collaboration with an Australian laboratory. As a lecturer, teaching assistant and associate professor, he has conducted teaching at different universities and institutions. He was a lecturer for the International Master of Research in Computer Science: Computer Aided and Decision Support at the University of Tours. **Keywords:** - Computer vision - Machine Learning - Structural Pattern Recognition - Graph matching - Graph neural network - Discrete optimization - Reinforcement learning / Transfert learning **I'have got a GitLab :** **Git:** <https://gitlab.com/romain.raveaux> **My research work in three presentations:** 1. Graph matching and classification from combinatorial optimization and machine learning viewpoints ([PDF](<http://romain.raveaux.free.fr/document/presentation romain raveaux OR and ML graph matching graph classification.pdf>)). 2. Biodiversity estimation trough insect image classification ([PDF](http://romain.raveaux.free.fr/document/acivpresentation.pdf)). 3. Document image quality assessment ([PDF](<http://romain.raveaux.free.fr/document/Estimating quality of documents.pdf>)). **Contact** : romain.raveaux@univ-tours.fr I – Research Activity ===================== I am a researcher at the Computer Science laboratory of Tours (LIFAT). A – Center of Interest ---------------------- - Computer Vision (Detection, Recognition, Tracking) - Machine learning (Learning theory, Mathematical modelling, Graph neural network, Reinforcement learning) - Discrete optimization (Mathematical programming, Branch and bound, Matheuristics) B - Research projects (2 topics) -------------------------------- ### Topic : Environnement **CARAMBA** project (Regional project 2016-2019) : Entomology has had many applications in many biological domains (i.e insect counting as a biodiversity index). To meet a growing biological demand and to compensate a decreasing workforce amount, automated entomology has been around for decades. This challenge has been tackled by computer scientists as well as by biologists themselves. Views are adopted on image capture, feature extraction, classification methods and the tested datasets. Tasks: - Image capture - Image recognition Publication : 2 journal papers and 2 conference papers. Presentation : French [poster](http://romain.raveaux.free.fr/document/posterinsectorasis.pdf) (Orasis 2017) and Presentation in English : [Effective Training of Convolutional Neural Networks for Insect Image Recognition](http://romain.raveaux.free.fr/document/acivpresentation.pdf). ### Topic: Digital humanities and documents **VISIT** project : In 2019, I was involved in setting up a research project of regional interest called VISIT. This project has been accepted. A post-doc will work for a year and a half on the development of an incremental algorithm for recognizing and indexing geo-localized images. In collaboration with the castle of Loche . **DOD** project : in 2014-2015, I was in charge with Donatello Conte (LIFAT) of a work package named Document Image Quality Assessment of a project called Document Image Compression in relation with ITSOFT company. Publication : 2 journal papers and 2 conference papers. Presentation : [Estimating quality of documents](<http://romain.raveaux.free.fr/document/Estimating quality of documents.pdf>) (2015). ITESOFT Aimargues. **ALPAGE**: From 2006 to 2010, the framework of my thesis was part of the ALPAGE project. Diachronic AnaLyse of Urban Space PArisian: GEomatic approach: ALPAGE is a research program, initiated in 2006, thanks to the support of the National Research Agency. Based on the association of 4 laboratories, and the collaboration of many other partners (Historian, Geomatics, …). II - Teaching ============== I am a teacher at Polytech’Tours engineering school of the university of Tours. **Networking**: 127 h per year (Level L3) from 2013 to 2019. **Mobile programming**: 36 h per year (Level M2) from 2013 to 2019. **Multimedia systems**: 18 h per year (Level M2) from 2013 to 2019. **Python and data science**: 38 h per year (Level L2) from 2016 to 2019. **System programming**: 12 h per year (Level L3) shell, fork, shared memory, pthread, semaphore. From 2012 to 2014. **Pattern recognition**: 8h per year (Level M2) from 2015 to 2017. **Industrial Networking**: 12h per year. CAN protocol (Level M1) from 2015 to 2017. **C for microcontroller**: 10h per year (Level M1) from 2015 to 2017. More demos and materials on my [website](http://romain.raveaux.free.fr).

Publications

donatello-conte
Image document

Graph Edit Distance: Accuracy of Local Branching from an application point of view

Mostafa Darwiche , Donatello Conte , Romain Raveaux , Vincent t'Kindt
Pattern Recognition Letters, 2020, 134, pp.20 - 28. ⟨10.1016/j.patrec.2018.03.033⟩
Article dans une revue hal-01761595v1
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A local branching heuristic for solving a Graph Edit Distance Problem

Mostafa Darwiche , Donatello Conte , Romain Raveaux , Vincent t'Kindt
Computers and Operations Research, 2019, 106, pp.225-235. ⟨10.1016/j.cor.2018.02.002⟩
Article dans une revue hal-01587928v1
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Learning error-correcting graph matching with a multiclass neural network

Maxime Martineau , Romain Raveaux , Donatello Conte , Gilles Venturini
Pattern Recognition Letters, 2018, ⟨10.1016/j.patrec.2018.03.031⟩
Article dans une revue hal-01758990v1
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Blind Document Image Quality Prediction Based on Modification of Quality Aware Clustering Method Integrating a Patch Selection Strategy

Alireza Alaei , Donatello Conte , Maxime Martineau , Romain Raveaux
Expert Systems with Applications, 2018, ⟨10.1016/j.eswa.2018.05.007⟩
Article dans une revue hal-01792116v1
Image document

A survey on image-based insect classification

Chloé Martineau , Donatello Conte , Romain Raveaux , Ingrid Arnault , Damien Munier
Pattern Recognition, 2017, 65, pp.273 - 284. ⟨10.1016/j.patcog.2016.12.020⟩
Article dans une revue hal-01441203v2
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Image quality assessment based on regions of interest

Alireza Alaei , Romain Raveaux , Donatello Conte
Signal, Image and Video Processing, 2016, 11 (4), pp.673-680. ⟨10.1007/s11760-016-1009-z⟩
Article dans une revue hal-01405149v1
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Solving the graph edit distance problem with variable partitioning local search

Mostafa Darwiche , Donatello Conte , Romain Raveaux , Vincent t'Kindt
12th International workshop on Graph-Based Representation in Pattern Recognition (GbR19), Jun 2019, Tours, France. pp.67-77, ⟨10.1007/978-3-030-20081-7_7⟩
Communication dans un congrès hal-01579501v1
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Résoudre le problème de la distance d'édition entre graphes avec les matheuristiques

Mostafa Darwiche , Romain Raveaux , Donatello Conte , Vincent t'Kindt
ROADEF19, Feb 2019, Le Havre, France
Communication dans un congrès hal-02077682v1
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Solving a special case of the Graph Edit Distance Problem with Local Branching

Mostafa Darwiche , Romain Raveaux , Donatello Conte , Vincent t'Kindt
Matheuristics 2018, Jun 2018, Tours, France
Communication dans un congrès hal-01717709v1
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Graph Edit Distance in the exact context

Mostafa Darwiche , Romain Raveaux , Donatello Conte , Vincent t'Kindt
Joint IAPR International Workshops on Statistical Techniques in Pattern Recognition (SPR) and Structural and Syntactic Pattern Recognition (SSPR), Aug 2018, Bejing, China. pp. 326-336
Communication dans un congrès hal-01880093v1
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"Quality" vs. "Readability" in Document Images: Statistical Analysis of Human Perception

Alireza Alaei , Romain Raveaux , Donatello Conte , Bela Stantic
2018 13th IAPR International Workshop on Document Analysis Systems (DAS), Apr 2018, Vienna, Austria. ⟨10.1109/DAS.2018.42⟩
Communication dans un congrès hal-01879782v1
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A New Mixed Integer Linear Program for the Graph Edit Distance Problem

Mostafa Darwiche , Romain Raveaux , Donatello Conte , Vincent t'Kindt
ISCO18, Apr 2018, Marrakesh, Morocco. pp.254 - 265
Communication dans un congrès hal-01717268v1
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Effective Training of Convolutional Neural Networks for Insect Image Recognition

Maxime Martineau , Romain Raveaux , Clément Chatelain , Donatello Conte , Gilles Venturini
19th International Conference on Advanced Concepts for Intelligent Vision Systems, Sep 2018, Poitiers, France. ⟨10.1007/978-3-030-01449-0_36⟩
Communication dans un congrès hal-01887615v1
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Formulation linéaire en nombres entiers pour le problème de la distance d'édition entre graphes

Mostafa Darwiche , Donatello Conte , Romain Raveaux , Vincent t'Kindt
ROADEF18, Feb 2018, Lorient, France
Communication dans un congrès hal-01717264v1
Image document

Approches connexionnistes pour la reconnaissance d'images d'insectes

Chloé Martineau , Romain Raveaux , Donatello Conte , Gilles Venturini
ORASIS 2017, GREYC, Jun 2017, Colleville-sur-Mer, France
Communication dans un congrès hal-01866627v2
Image document

Learning Graph Matching with a Graph-Based Perceptron in a Classification Context

Romain Raveaux , Maxime Martineau , Donatello Conte , Gilles Venturini
International Workshop on Graph-Based Representations in Pattern Recognition GbRPR 2017, May 2017, Anacapri, Italy
Communication dans un congrès hal-01576056v1
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Evaluation de modèles mathématiques pour le problème de la distance d'édition entre graphes

Mostafa Darwiche , Donatello Conte , Romain Raveaux , Vincent t'Kindt
ROADEF2017, Feb 2017, Metz, France
Communication dans un congrès hal-01564064v1
Image document

The Graph Edit Distance Problem treated by the Local Branching Heuristic

Mostafa Darwiche , Donatello Conte , Romain Raveaux , Vincent t'Kindt
MIC17 12th Metaheuristics International Conference, Jul 2017, Barcelona, Spain
Communication dans un congrès hal-01564079v1

Document Image Quality Assessment Based on Texture Similarity Index

Alireza Alaei , Donatello Conte , Michael Blumenstein , Romain Raveaux
12th IAPR Workshop on Document Analysis Systems (DAS), 2016, Santorini, Greece. pp.132-137, ⟨10.1109/DAS.2016.33⟩
Communication dans un congrès hal-01429042v1

Document Image Quality Assessment based on Improved Gradient Magnitude Similarity Deviation

Alireza Alaei , Donatello Conte , Romain Raveaux
13th International Conference on Document Analysis and Recognition, Aug 2015, Nancy, France
Communication dans un congrès hal-01224875v1

A Local Branching Heuristic for the Graph Edit Distance Problem

Mostafa Darwiche , Romain Raveaux , Donatello Conte , Vincent t'Kindt
Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications. CIARP 2017, 10657, pp.194-202, 2018, 978-3-319-75193-1. ⟨10.1007/978-3-319-75193-1_24⟩
Chapitre d'ouvrage hal-02077687v1