Santiago VELASCO-FORERO
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Ph.D. |
I joined the Center for Mathematical Morphology of MINES ParisTech in October 2014. I have worked as a post-doc researcher at ITWM, which is part of the Fraunhofer Institute in Germany, and in the National University of Singapore (NUS).
News
(01-04-2022) DarthBoard based ground detection on 3D Point Cloud has been accepted in the ISPRS 2022 conference.
(01-01-2022) Yuriy Sinchuk joins our research group in a Postdoctoral position on Deep Learning for Material Science.
(01-01-2022) ICLR 2021 Challenge for Computational Geometry & Topology: Design and Results
(01-12-2021) Paris-CARLA-3D: A Real and Synthetic Outdoor Point Cloud Dataset for Challenging Tasks in 3D Mapping
(28-10-2021) Ph.D. thesis defense of David Duque -> 3D urban scene understanding by analysis of LiDAR, color and hyperspectral data.
(25-09-2021) Course on Anomaly detection in the Colombian Symposium on Statistics 2021.
(25-06-2021) New Journal Paper on Learnable Empirical Mode Decomposition based on Mathematical Morphology has been accpeted for publication in the SIAM Journal on Imaging Sciences.
(01-05-2021) Ayoub Rhim from Ecole des Pons ParisTech is now a master intern in a PGMO Projet in collaboration with J. Angulo
(01-04-2021) Josselin Lefevre from ESSIE Paris is now a master intern in collaboration with S. Blusseau and Safran Aircraft Engines.
(23-03-2021) Ph.D. Thesis defense of Leonardo Gigli -> Contributions to graph-based hierarchical analysis for images and 3D point clouds
(05-03-2021) Two accepted conferences paper in the DGMM 2021
(01-03-2021) Accepted paper on the 2021 IEEE ICASSP. NNAKF: A neural network adapted Kalman filter for target tracking.
(01-03-2021) A new conference publication on modified Jaccard loss for semantic segmentation in VISAPP 2021. PDF
(29-07-2020) SHREC 2020 Track: 3D Point Cloud Semantic Segmentation for Street Scenes has been accepted to Computers and Graphics Journal
(29-07-2020) SHREC’20 track: Retrieval of digital surfaces with similar geometric reliefs has been accepted to Computers and Graphics Journal
(27-07-2020) Approximating morphological operators with part-based representations learned by asymmetric auto-encoders has been accepted for publication in Mathematical Morphology: Theory and Applications.
(01-07-2020) On minimum spanning tree streaming for hierarchical segmentation has been accepted in Pattern Recognition Letters.
(01-06-2020) From unsupervised to semi-supervised anomaly detection methods for High Resolution Range Profiles has been accepted on the IEEE Radar Conference 2020
(01-05-2020) Road segmentation on low resolution lidar point clouds for autonomous vehicles is an accepted paper on the ISPRS2020
(01-05-2020) Romain Pagès from École Centrale de Lyon is intern in a PGMO Projet in collaboration with J. Angulo
(01-01-2020) Journal paper on Morphological Hierarchical Image characterization has been published in Pattern Recognition Letters
(30-10-2019) Journal paper on Prior-based Hierarchical Segmentation in Mathematical Morphology: Theory and Applications
(10-07-2019) The first results in D.Duque's thesis will be presented at the ICIAP Conference.
(10-07-2019) Award: Co-author of the ISMM 2019 Best Student Paper Award to Bastien Ponchon for Part-based approximations for morphological operators using asymmetric auto-encoders.
(05-06-2019) A journal paper has been accepted for publication in the Astronomy & Astrophysics journal.
(05-06-2019) Invited to talk at the internal seminar in the CMLA ENS Cachan, France.
(01-06-2019) Oral talk at the ICSIA-2019 in Aarhus, Denmark.
(15-03-2019) Two accepted conference papers in the ISMM 2019.
(15-03-2019) Zyad Haddad from ESIEE is an intern in collaboration with S. Blusseau on Deep Learning for Material Science.
(15-02-2019) Tristan Lazard from ENS/University PSL is an intern in collaboration with S. Blusseau, and E. Decenciere.
(12-01-2019) A collaborative work with L'Oréal R&I has be accepted in IEEE ISBI 2019.
(06-11-2018) Invited plenary talk at Colombian First Meeting on Applied Mathematics
(10-10-2018) A journal paper has been accepted for publication in the Journal of Sensors. This is part of a collaborative work with Rioja University.
(06-10-2018) Three accepted papers in the IEEE International Conference on Image Processing 2018
(06-10-2018) A collaborative work with L'Oréal R&I has be accepted in the ACIVS 2018 conference.
(26-07-2018) Invited professor in the National University of Colombia (Department of Statistics).
(25-05-2018) (14h30 L213 60 Boulevard Saint-Michel, 75006, Paris) A. Fehri's thesis defense.
(01-05-2018) Bastien Ponchon from ENS Paris-Saclay is an intern in a IMT Project in collaboration with I. Bloch, S. Blusseau, and J. Angulo.
(01-04-2018) Dr. Ulrike Kuchner from University of Viena is now a postdoc researcher at CMM working on applications of Deep Learning for Astronomy.
(01-04-2018) Yunxiang Zhang from Ecole Polytechnique is an intern in a IMT Project in collaboration with I. Bloch, S. Blusseau, and J. Angulo.
(01-04-2018) Mael Abgrall is an intern at CMM/MINES ParisTech in collaboration with E. Decenciere.
(01-03-2018) Award: Outstanding reviewer in Expert Systems with Applications
(01-02-2018) Sami Jouaber from MINES ParisTech is an intern in a PGMO Project in collaboration with S. Bonnabel and J. Angulo.
(01-01-2018) Award: Outstanding reviewer in Pattern Recognition
(01-08-2017) Luis Javier Morantes from ITM-Medellin and University of Antioquia is visiting our lab.
(01-03-2017) Umang Aggarwal is an intern at Mines ParisTech/Ecole Normale Supérieure collaborative project between CMM and EREEP.
(01-02-2017) Dr. Samy Blusseau is now a postdoc researcher in CMM/Telecom ParisTech collaborative project with J. Angulo (CMM), I.Bloch and Yann Gousseau (Telecom Paristech).
(01-07-2016) Program Co-Chair in the 13th International Symposium on Mathematical Morphology
(15-01-2016) Borja Millan-Prior from University of La Rioja is visiting our lab.(Project information: http://televitis.unirioja.es/en/)
Contact
velasco at cmm dot ensmp dot fr
Office telephone: (+33) 1 64 69 47 06
Office: B-205 (Directions)
Research interests
I am interested in collaborating with mathematicians, statisticians, scientists and engineers on diverse projects including:
Image Processing
Pattern recognition
Multivariate Statistics
Graph Signal Processing
Artificial Intelligence / Deep Learning
Teaching
(2020-2021-2022) Deep Learning for Image Analysis (MINES/ Master IASD - LAMSADE)
(2018-2019)-2022 Deep Learning for Image Analysis (MINES / ATHENS )
(2018) Introduction of Big Data and Applications
Citation indices
Ph.D. Students
Sami Jouaber (Coadvisor S.Bonnabel) (2019-2021)
Martin Bauw (Coadvisor with J. Angulo) (2020-2022)
Mateus Sangali (Coadvisor with J. Angulo and S. Blusseau) (2020-2022)
Valentin Penaud Polge (Coadvisor with J. Angulo) (2021-2023)
Joao Casagrande Bertoldo (Coadvisor with J. Angulo) (2022-2024)
Stefan Baudier (Coadvisor with J. Angulo) (2022-2024)
Alumni
(25-05-2018) Amin Fehri (Coadvisor with F. Meyer)
Thesis title: “Image Characterization by Morphological Hierarchical Representations”.
Jury: I. Bloch (Telecom Paristech), H. Sahli (Vrije Universiteit Brussel), T. Geraud (Epita), C. Gomila (Technicolor)
(23-03-2021) Leonardo Gigli (Coadvisor with B. Marcotegui)
Thesis title: “Contributions to graph-based hierarchical analysis for images and 3D point clouds”.
Jury: A. Plaza ( University of Extremadura), P. Soille (JRC), S. Lefèvre (Université Bretagne Sud), B. Perret (ESIEE Paris), Ravi Kiran (NavyaTech) J. Angulo (Mines ParisTech)
(28-10-2021) David Duque (Coadvisor with B. Marcotegui)
Thesis title: “3D urban scene understanding by analysis of LiDAR, color and hyperspectral data”.
Jury: A. Nuchter ( University of Würzburg, Germany), S. Lefèvre (Université Bretagne Sud), Pascal MONASSE(Ecole Nationale des Ponts et Chaussées) Paul CHECCHIN (Université Clermont Auvergne) Jean-Emmanuel DESCHAUD(Mines ParisTech) B. Marcotegui (Mines ParisTech)
Funding
M3S Project (2015-2016) Molecular detection with Multimodal microscopy scanner (http://www.m3scan.eu/home)
COMSYS Project (2015-2016) (Association Institute Carnot M.I.N.E.S)
REPLICA Project (2019-2021) (https://replica-project.com/)
Professional service:
Reviewer for: Image Processing and Signal Processing journals: Journal of Mathematical Imaging and Vision IEEE-Transactions on Image Processing IEEE-Selected Topics in Signal Processing IEEE-Transactions on Signal Processing IEEE Signal Processing Letters Digital Signal Processing Image Analysis and Stereology Information Fussion
Remote Sensing journals: IEEE-Transactions on Geoscience and Remote Sensing IEEE- Special Topics in Remote Sensing International Journal of Remote Sensing
Pattern Recognition and other topics journals: IEEE Transactions on Pattern Analysis and Machine Intelligence IEEE Transactions on Neural Netw. and Learning Systems Neurocomputing Pattern Recognition Pattern Recognition Letters Information Sciences Applied Mathematical Modelling