Last update June 5, 2017
Mauro Dal la MuraCurriculum Vitæ
APPOINTMENTS AND AFFILIATIONS
Assistant Professor of Signal Pro cess ing(Maıtre de conferences, Section CNU 61 – Traitement du Signal)
at Grenoble Institute of Technology (Grenoble-INP),ENSE3 (Ecole Nationale Superieure de l’Energie, l’Eau et l’Environnement)
Researcherat GIPSA-Lab (Grenoble Images sPeech Signals and Automatics Lab),Department of Image and Signal,SIGMAPHY group (equipe SIGnal iMAge PHYsique)
Pres ident of the French Chapter
of the IEEE Geoscience and Remote Sensing Society (GRSS)
Asso ciate Editorof the journal IEEE Journal of Selected Topics in Applied Earth Observa-tions and Remote Sensing (JSTARS)
RESEARCH INTERESTS
Remote Sensing, Image Processing, Signal Processing, Machine Learning,Mathematical Morphology, Data Fusion, Multivariate Data Analysis, Hyper-spectral Imaging, Pansharpening
CONTACT INFORMATION
Address GIPSA-Lab11 rue des MathematiquesBP 46 - 38402 Saint Martin d’Heres cedexFrance
Office D1137 (D building, 1st floor)Phone +33 (0)4 76 82 64 11Mobile +33 (0)6 95 56 70 46Fax +33 (0)4 76 57 47 90e-mail [email protected]
Web http://www.gipsa-lab.grenoble-inp.fr/~mauro.dallamura/
CONTENTS
Generic Information 1Appointments and Affiliations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Research Interests . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Contact Information . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
Education and Academic Background 4
Publications 5
Teaching Activity 6Responsibility . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6Instructor . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6Assistant . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6
Supervision 7PhD (completed) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7PhD (on-going) . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8Post Doc . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8Master Thesis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8Master Internship . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9Bachelor Thesis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9
Awards 10
Projects 11Role of Principal Investigator . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11Role of PI for GIPSA-lab . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 11Role of Participant . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12Industrial Projects . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12
Dissemination 13Visiting periods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13Keynote talks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13Invited talks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 13Tutorials and Summer schools . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14
Professional Activity 14Responsibilities . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14
International . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14National . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15Local . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15
PhD Committees . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15Editorial board . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15Conference Organization . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16
Organizer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 16
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Organizing Committee Member . . . . . . . . . . . . . . . . . . . . . . . . . . . 16Scientific/Technical/Program Committee Member . . . . . . . . . . . . . . . . . 16Special Session Organizer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17Session Chair . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
Reviewer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17
List of Publications 17International Journals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 17Book Chapters . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20National Journals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21International Conferences . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21National Conferences . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26Thesis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 26
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EDUCATION AND ACADEMIC BACKGROUND
sinceSep 2012
Assistant Professor of Signal Pro cess ing(Maıtre de conferences, Section CNU 61 – Traitement du Signal)
at ENSE3 (Ecole Nationale Superieure de l’Energie, l’Eau et l’Environnement),Grenoble Institute of Technology (Grenoble-INP), Grenoble, France
Researcherat GIPSA-Lab (Grenoble Images sPeech Signals and Automatics Lab),Department of Image and Signal,SIGMAPHY group (equipe SIGnal iMAge PHYsique) Grenoble, France
Sep 2011Aug 2012
ResearcherTechnologies of Vision, Fondazione Bruno Kessler, Trento, Italy
Research on advanced techniques in the fields of computer vision and image analysis.Participation on a European research project on Augmented Reality.
May 2011Aug 2011
Postdo ctoral Research Fel lowRSLab, Dept. Information Engineering and Computer Science Universityof Trento, Trento, Italy
Research on image processing and pattern recognition methods applied to remote sensing.Participation on national research projects.
Nov 2007Apr 2011
PhD in Information and Communicat ion Technologies –Telecommunicat ions AreaUniversity of Trento, Italy
PhD in Electr ica l and Computer Engineer ingUniversity of Iceland, Iceland
Thesis: “Advanced Techniques based on Mathematical Morphology for theAnalysis of Remote Sensing Images” — Advisors: Prof. L. Bruzzone and Prof.J. A. Benediktsson
PhD Committee: J. A. Benediktsson (Chair), L. Bruzzone (Member), P. Salembier(Opponent), P. Gamba (Opponent)Committee Report: The thesis points out a very good knowledge of the literature. Theclarity of the objectives was excellent. The scientific quality of the proposed work wasexcellent. The thesis presentation was excellent. In the discussion the candidate exhibiteda very good maturity and knowledge of the addressed domain. The quality of the writtenthesis is very good. The thesis contains novel contributions in the field of mathematicalmorphology applied to remote sensing.Final Evaluation: Excel lent
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May 2007Oct 2007
Software EngineerOxymap, Reykjavik, IcelandBiomedical Engineering Company – Spin-off of the University of Iceland
Developed routines for the analysis of retinal fundus images
Apr 2007Nov 2004
Master of Engineer ing in Telecommunicat ionSpecialization: Remote Sensing and Pattern Recognition
University of Trento Final Grade: 110/110
Thesis: “A Novel Method Based on Morphological Filters for Change Detectionin Very High Resolution Images” — Advisors: Prof. L. Bruzzone and Prof. J.A. Benediktsson
The MS thesis was carried out in the Fall 2006 during an Exchange Semester atFaculty of Electrical Engineering and Computer Science, University of Iceland
Engineer ing License “Abilitazione alla Professione di Ingegnere” — InformationEngineering Section in Mar 2008
Oct 2004Oct 2001
Bachelor of Engineer ing in Telecommunicat ion
University of Trento Final Grade: 110/110 summa cum laude
Thesis: “Automatic Algorithms based on SAR Interferometry for the Generationof Digital Elevation Models.” — Advisor: Prof. L. Bruzzone
The BS thesis was carried out during an internship (Summer 2004) at Sarmap SA, RemoteSensing Company in Lugano, Switzerland
PUBLICATIONS
Bibliometric information∗
Numb er of c itat ions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1841h- index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20i10- index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36
Summary of publications and scientific communications
Internat ional p eer-rev iewed journals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 38National p eer-rev iewed journals . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Bo ok chapters . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2Internat ional p eer-rev iewed conferences . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 54National p eer-rev iewed conferences . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4Thesis . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1
See List of Publications for the full list of publications.
∗Retrieved from Google Scholar (https://scholar.google.fr/citations?user=qbdbtn4AAAAJ&hl=en),June 5, 2017.
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TEACHING ACTIVITY
RESPONSIBILITY
since2015/2016
Resp onsib le Relat ions with Enterpr ises I I year
Signal and Image Processing, Communication Systems, Multimedia (SICOM),ENSE3/Phelma, Grenoble-INP
Deal with internships of about 50 students
INSTRUCTOR
List of courses in which I am/was in charge of.
since2012/2013
Image analys is
Common core course, III year (M2), Signal and Image Processing, Communica-tion Systems, Multimedia (SICOM), ENSE3/Phelma, Grenoble-INP
since2012/2013
Remote sens ing
Specialization course, III year (M2), Signal and Image Processing, Communica-tion Systems, Multimedia (SICOM), ENSE3/Phelma, Grenoble-INP
2015/2016 Image pro cess ing
Specialization course, I year (Bachelor), ENSE3, Grenoble-INP
2015/2016 Remote sens ing (project)
Specialization project, I year (Bachelor), ENSE3, Grenoble-INP
ASSISTANT
List of courses thought as assistant (e.g., lab sessions, thought some lectures etc)
since2013/2014
Signal and image pro cess ing ( lab)
Common core course, I year (Bachelor), ENSE3, Grenoble-INP
2015/2016 Automatic control and s ignal pro cess ing ( lab)
Common core course, I year (Bachelor), Phelma, Grenoble-INP
since2014/2015
Advanced image pro cess ing ( lab)
Common core course, II year (M1), Signal and Image Processing, CommunicationSystems, Multimedia (SICOM), ENSE3/Phelma, Grenoble-INP
since2014/2015
Image pro cess ing ( lab)
Common core course, II year (M1), Automatic control, Systems and Informationtechnology (ASI), ENSE3, Grenoble-INP
since2012/2013
Image pro cess ing ( lab)
Common core course, II year (M1), Automatic control, Systems and Informationtechnology (ASI), ENSE3, Grenoble-INP
since2015/2016
Engineer ing project
Common core course, II year (M1), All specializations, ENSE3, Grenoble-INP
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2008/20092010/2011
Intro duct ion to Pattern Recognit ionSpecialization course, Master level, Dept. Information Engineering and ComputerScience, University of Trento
2010/2011 Radar and Radiolo cal izat ion (project)
Specialization course, Master level, Dept. Information Engineering and ComputerScience, University of Trento
2008/20092010/2011
Remote Sensing (project)
Specialization course, Bachelor level, Dept. Information Engineering and Com-puter Science, University of Trento
SUPERVISION
Summary of past and on-going activities of supervision
PhD completed . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2PhD on-going . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4Post-do c . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1Master thes is . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12Master internship . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5Bachelor thes is . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 3
PHD (COMPLETED)
Nov 2012Dec 2015
Gui l laume To chon, “Hierarchical analysis of multimodal images,”Universite Grenoble Alpes, Doctoral School Electronics, Electrical Energy, Auto-matic Control, Signal ProcessingCo-supervisor: J. Chanussot (Gipsa-lab)
PhD Committee: Jean Serra (Chair), Sabine Susstrunk (Rapporteur), Thierry Geraud(Rapporteur), Silvia Valero (Opponent), Paolo Gamba (Opponent), Jose Bioucas Dias(Opponent), Jocelyn Chanussot (Advisor), Mauro Dalla Mura (Co-advisor)
Outcomes: 3 international journals (IEEE TIP, IEEE TGRS, RSE), 2 submitted (PR,TGRS), 1 national journal (RFPT), 10 international conferences (ICIP, IGARSS, ISMM,WHISPERS), 4 national conferences, 1 award
After the PhD G. Tochon joined LRDE, EPITA, France as Assistant Professor.
Oct 2013Oct 2016
Pralon Leandro, “Independent Component Analysis based ICTD forPolSAR data Analysis,”
Universite Grenoble Alpes, Doctoral School Electronics, Electrical Energy, Auto-matic Control, Signal ProcessingCo-supervisors: G. Vasile (Gipsa-Lab) and J. Chanussot (Gipsa-Lab)
PhD Committee: Florence Tupin (Chair), Marie Chabert (Rapporteur), Alejandro Frery(Rapporteur), Jocelyn Chanussot (Advisor), Gabriel Vasile (Co-advisor), Mauro DallaMura (Co-advisor)
Outcomes: 2 international journals (TGRS), 2 international conferences (IGARSS, PolIn-SAR)
Following his PhD, Dr. Pralon joined the Brazilian Army (Centro Tecnologico do Exercito)as a Research Engineer in Rio de Janeiro, Brazil.
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PHD (ON-GOING)
Nov 2015 Theo Masson, “Fusion of high resolution remote sensing data for snowmonitoring,”
Universite Grenoble Alpes, Doctoral School Electronics, Electrical Energy, Auto-matic Control, Signal ProcessingCo-supervisors: M. Dumont (MeteoFrance) and J. Chanussot (Gipsa-lab)
Outcomes: 1 international conference (WHISPERS)
Nov 2015 Olumide Okubadejo, “Identification and tracking of grains undergo-ing progressive breakage under mechanical loading with image analysisof 3D+t tomographic images,”
Universite Grenoble Alpes, Doctoral School Industrial, Material, Mechanical andProcess EngineeringCo-supervisors: E. Ando (3SR), C. Viggiani (3SR) and L. Bonnaud (Gipsa-Lab)
Nov 2015 Marie l le Malfante, “Classification of acoustic signatures for the re-trieval of environmental characteristics,”Universite Grenoble Alpes, Doctoral School Earth, Universe, and EnvironmentalSciencesCo-supervisor: J. Mars (Gipsa-Lab)
Outcomes: 1 international conference (ASA), 1 best student paper award
Nov 2015 Chiraz Karray, “Bayesian approaches for the fusion of hyperspectraland panchromatic images,”
CETIC, Sfax, Tunisie,Co-supervisor: A. Kallel (CETIC, Sfax, Tunisie) and S. Chaabouni-Kechaou(ENET’Com, Sfax, Tunisie)
POST DOC
2014 Douglas David Baptista de Souza, “Smart Scenario Selection,” Co-supervisors: Benoit Hingray (LTHE), A.C. Favre (LTHE) and J. Chanussot (Gipsa-Lab)
MASTER THESIS
Supervision of Master theses (6 months project). In the French system it corresponds to theproject (Projet de Fin d’Etudes) done at the level Master 2 (M2).
2016 Maeva Bruel, “Measure of water level in rivers by image analysis,” GIPSA-lab incollaboration with EDF-DTG
2015 Marie l le Malfante, “Classification of underwater acoustic signature for a betterknowledge of environmental parameters,” GIPSA-lab
2015 Delphine Pauwels, “Spectral unmixing of hyperspectral data in the thermicdomain,” GIPSA-lab
2015 Echaima Ahmadi, “Super-resolution lens-less microscopy for ultra-wide field-of-view bio-imaging,” GIPSA-lab in collaboration with CEA
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2015 Ester Garc ia, “Snow cover mapping by means of local spectral unmixing algorithms,”GIPSA-lab
2013 Lucas Drumetz, “Interactive hierarchical segmentation and classification of hy-perspectral images using Binary Partition Trees,” GIPSA-lab in collaboration withLafarge
2013 Char lotte Revel, “Mapping seaweeds in costal areas with hyperspectral images,”GIPSA-lab in collaboration with EDF
2013 Antoine Laur in, “Investigation and development of a graph-based segmentationmethod suitable for hyperspectral remote sensing images,” GIPSA-lab in collaborationwith University of Iceland
2013 Marie Leturcq, “Saliency in hyperspectral images,” GIPSA-lab in collaborationwith University of Iceland
2012 Gabr ie le Caval laro, “Investigation of quasi self-dual attribute filters based on theinclusion tree,” University of Trento and University of Iceland
2011 Mattia Pedergnana, “A Novel Approach Based on Extended Attribute Profilesfor the Analysis of Hyperspectral Data,” University of Trento and University of Iceland
2011 Nicola Falco, “A novel Technique based on Morphological Attribute Profiles forChange Detection in Multitemporal VHR Images,” University of Trento and Universityof Iceland
MASTER INTERNSHIP
Supervision of Master internships (2-2.5 months project). In the French system it corresponds tothe project (stage) done at the level Master 1 (M1).
2015 Laurent Bl in, “Simulation of remote sensing images,” GIPSA-lab
2015 Maxime Derr ien, “Development of a image analysis system for land cover recogni-tion from drones,” GIPSA-lab
2015 Lucas Rusenik, “Characterization and suppression of noise emitted by a drone,”GIPSA-lab (with J. Mars)
2013 Adrien Blot, “Energy efficient implementation on GPU of spectral unmixing algo-rithms for hyperspectral images,” GIPSA-lab (with A. Plaza, D. Houzet)
2013 Andrei Si lv iu-George, “Snow cover maps generation using MODIS 250m resolu-tion images,” GIPSA-lab (with G. Vasile)
BACHELOR THESIS
Supervision of Bachelor theses (3 months project). In the French system it corresponds to thelevel Licence 3 (L3).
2011 Danie l Degasp er i, “Snow cover maps generation using MODIS 250m resolutionimages,” University of Trento (with L. Bruzzone)
2008 Rob erto Huel ler, “Change detection on retinal images,” University of Trento (withL. Bruzzone)
2008 Romina Scarton, “Classification of urban areas in very high resolution imagesusing differential morphological profiles,” University of Trento (with L. Bruzzone)
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AWARDS
2015 Symp osium Pap er Award, for IEEE International Geoscience and Remote Sens-ing Symposium 2014 (IGARSS’14)
Award for the Best Paper presented at the IEEE IGARSS 2014 over a total of 1928 acceptedarticles.
G. Vivone, R. Restaino, G. Licciardi, M. Dalla Mura, and J. Chanussot, “MultiRes-olution Analysis and Component Substitution techniques for hyperspectral Pansharpening,”in Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International, Jul. 2014,pp. 2649–2652.
2014 Best Pap er Award of the International Journal of Image and Data Fusion for theyear 2012-2013
This Best Paper Award is presented once every two years to recognize outstanding papers publishedwithin the journal.
P. R. Marpu, M. Pedergnana, M. Dalla Mura, S. Peeters, J. A. Benediktsson, andL. Bruzzone, “Classification of hyperspectral data using extended attribute profiles basedon supervised and unsupervised feature extraction techniques,” International Journal of Imageand Data Fusion, vol. 3, no. 3, pp. 269–298, 2012.
2011 Second Prize in the Student Pap er Comp etit ion, IEEE International Geo-science and Remote Sensing Symposium 2011 (IGARSS’11)
1495 accepted papers in the symposium including papers submitted to the Student Paper Compe-tition (among those 10 were selected as finalists).
M. Dalla Mura, J. Benediktsson, and L. Bruzzone, “A general approach to the spatial sim-plification of remote sensing images based on morphological connected filters,” in Geoscienceand Remote Sensing Symposium (IGARSS), 2011 IEEE International, Jul. 2011, pp. 1239–1242.
2007 Second Best Workshop Pap er in the 6th International Workshop on Informa-tion Optics (WIO’07)
39 papers were accepted.
P. R. Marpu, M. Pedergnana, M. Dalla Mura, S. Peeters, J. A. Benediktsson, andL. Bruzzone, “Classification of hyperspectral data using extended attribute profiles basedon supervised and unsupervised feature extraction techniques,” International Journal of Imageand Data Fusion, vol. 3, no. 3, pp. 269–298, 2012.
Co-author in the papers awarded with:
2016 First Pr ize Best Student Pap er Award (tie) in Animal Bioacoustics at theSalt Lake City meeting of the Acoustical Society of America
The paper was presented by M. Malfante
2015 Third Prize in the Student Pap er Comp etit ion, IEEE International Geo-science and Remote Sensing Symposium 2015 (IGARSS’15)
99 papers were submitted to the Student Paper Competition, 10 were selected as finalists. Thepaper was presented by G. Cavallaro.
G. Cavallaro, M. Dalla Mura, N. Falco, and J. A. Benediktsson, “Automatic morpho-logical attribute profiles,” in Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEEInternational, Jul. 2015, pp. 2604–2607.
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2015 Final ist in the Student Pap er Comp etit ion, IEEE International Geoscienceand Remote Sensing Symposium 2015 (IGARSS’15)
99 papers were submitted to the Student Paper Competition, 10 were selected as finalists. Thepaper was presented by X. Xu.
X. Xu, J. Li, and M. Dalla Mura, “Remote sensing image classification based on multiplemorphological component analysis,” in Geoscience and Remote Sensing Symposium (IGARSS),2015 IEEE International, Jul. 2015, pp. 2596–2599.
PROJECTS
ROLE OF PRINCIPAL INVESTIGATOR
2016 FI IMHYP – Fusion d’Information et Imagerie HyperspectraleCNRS Defi Imag’In 2015 Appel a projets interdisciplinaires
6 partners
20162019
DF4SS – Data Fusion for Snow cover mapping with Sentinel-2 (n. PNTS-2016-03)
Programme National de Teledetection Spatiale (PNTS)4 partners
2015 IDES – Image Decomposition in Elementary ShapesCNRS PEPS JCJC INS2I
20142015
Methodes pour l’estimation de la couverture nivale et sa caracterisation a partirdes donnees de l’imageur MODIS a 250 m de resolution
LabEx OSUG@2020 (Investissements d’avenir – ANR10LABX56)
20142015
Structured modeling of spatial information in multivariate images
Partenariat Hubert Curien (PHC) Programme Jules Verne (collaboration France-Iceland)Partner: J. A. Benediktsson (University of Iceland)
2014 Automated scene information extraction from a joint analysis of aerial remotesensing images and their photogrammetric DSM
Partenariat Hubert Curien (PHC) Programme Galilee (collaboration France-Italy)Partner: F. Nex (Fondazione Bruno Kessler, Trento, Italy)
20142015
Analyse d’iMages de teledetection a grande dimension tempORelle (AMOR)
GdR ISIS projet jeunes chercheursCo-PI: R. Flamary (University of Nice), partners: M. Fauvel (INP Touluse), S. Valero (CESBIO)
ROLE OF PI FOR GIPSA-LAB
20152016
Mult iPlanNet – Reseau pour l’analyse et la fusion de donnees multimodalesdes surfaces planetaires
CNRS Defi Imag’In 2015 Appel a projets interdisciplinairesPI: F. Schmidt (GEOPS, Univ. Paris Sud, Orsay), 8 partners
2014 SSS – Smart Scenario SelectionAppel a projet Grenoble Innovation Recherche (AGIR)
PI: B. Hingray (LTHE)
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20132014
Analyse compositionnelle des surfaces terrestres et martiennes parteledetection hyperspectrale multi-angulaire
Programme National de Teledetection Spatiale (PNTS)PI: S. Doute (IPAG)
ROLE OF PARTICIPANT
2015 FI IMHYP – Fusion d’Information et Imagerie HyperspectraleCNRS Defi Imag’In 2015 Appel a projets interdisciplinaires
PI: J. Chanussot (GIPSA-lab, Grenoble), 6 partners
20142016
HYEP – Hyperspectral imagerY for Environmental urban Planning (ANR 14-CE22-0016-01)
ANR, National research programPI: C. Weber (LIVE CNRS, Universite de Strasbourg), 7 partners
2015 ISOTHERM – Ice SnOw vegetation HypERspecTral Measurements
EUFAR (European Facility for Airborne Research) Transnational Access projectPI: A. Rabatel (LGGE, Grenoble) Campaign of acquisition of hyperspectral images over the Alps
2015 URBASIS – Sismologie urbaine : evaluation de la vulnerabilite et des dom-mages sismiques par methodes innovantes (ANR-09-RISK-009)
ANR, National research programPI: Ph. Gueguen (Isterre, Grenoble), 5 partners
20112012
VENTURI – Creation of a new multi-sensory Augmented Reality paradigmEuropean FP7-ICT-2011-1.5 STReP project
PI: P. Chippendale (FBK, Trento, Italy), 7 partners
2011 CRIOPAT – Generation of snow cover maps from MODIS 250m data forthe automatic monitoring of the Trentino area with archive imagery and newacquisitions
Local projectPI: L. Bruzzone (University of Trento)
20102011
SISAR – Feasibility study for a system for the automatic interpretation of SARimages – change detection on very high resolution SAR images
National projectPI: L. Bruzzone (University of Trento)
INDUSTRIAL PROJECTS
2016 Electr ic it e de France (EDF – DTG)
Measure of water level in rivers by image analysis
2015 AssystemDevelopment of a image analysis system for land cover recognition from drones
2015 AssystemCharacterization and suppression of noise emitted by a drone
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DISSEMINATION
VISITING PERIODS
2015 2 weeks at the Instituto de Telecomunicacoes, Instituto Superior Tecnico, Lisbon,Portugal
2014 2 weeks at the University of Iceland, Reykjavik, Iceland
2014 2 weeks at the Fondazione Bruno Kessler, Trento, Italy
KEYNOTE TALKS
Oct 2015 Spectral Unmixing – A review and new trendsGeoHyper15, ISPRS Geospatial Week 2015, Montpellier, France
INVITED TALKS
Talks in workshops, labsJul 2016 Hierarchical segmentation of multimodal images – from Earth observa-
tion to material microstructuresWorkshop “Imaging of Construction Materials and Geomaterials,” Champs-sur-Marne, France
Feb 2016 Supervised Classification and Application to Automatic Fish Sounds Clas-sification (with M. Malfante)
Chorus workshop “Signal processing for passive acoustics,” Grenoble, France
Jul 2015 Monitoring Seasonal Snow Cover based on Spectral unmixingUK NERC sea ice FSD workshop, “Bringing modelling, observation and imageprocessing together,” SAMS, Oban, Scotland
Dec 2014 An overview on hyperspectral unmixingWorkshop “Problemes inverses en imagerie,” Labex Persyval, Grenoble, France
Nov 2013 Hyperspectal data processing using morphological attribute profilesJournee PEPS WAVE, Bordeaux, France
Oct 2013 Challenges in hyperspectral image analysisJournee Atelier Reflexion Prospective, Maths Pour la Terre MATHematiqueS enINteractions pour la TERRE, La Rochelle, France
Nov 2012 Hierarchical image representations applied in remote sensing - Compu-tation and usage of Attribute Filters
University of Lausanne, Switzerland
Dec 2011 Analysis of Hyperspectral Remote Sensing Images based on Morpholog-ical Attribute FiltersGipsa-Lab, Grenoble, France
Sep 2011 Advanced Techniques based on Mathematical Morphology for the Anal-ysis of Remote Sensing Images
University of Iceland, Reykjavik, Iceland
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May 2011 Advanced Techniques based on Mathematical Morphology for the Anal-ysis of Remote Sensing Images
Fondazione Bruno Kessler, Trento, Italy
TUTORIALS AND SUMMER SCHOOLS
Jun 2016 Lecture Mathematical Morphology in Remote SensingSummer school UYGU 2016, Istanbul, Turkey
Jul 2015 Tutorial Analysis of remote sensing images using mathematical morphol-ogy with J. Chanussot
IEEE Geoscience and Remote Sensing Symposium 2015, IGARSS’15, Milan,Italy
Mar 2015 Lectures and labs in Pansharpening and Image classificationSpring School on Advanced Technologies for Signal&Image Processing, AT-SIP’2015, Sousse, Tunis
Dec 2014 Lecture Spectral unmixingTOTAL, Pau, France
Nov 2014 Lectures in Image processingSummer school “Formation INRA – De l’image numerique a la donnee sci-entifique : quelles demarches d’analyse et de traitement d’images ?”, Ecully,France
Jun 2014 Tutorial Image analysis of hyperspectral data using mathematical mor-phology with M. Fauvel
IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution inRemote Sensing (WHISPERS) 2014, Lausanne, Switzerland
Aug 2013 Lectures and lab Hyperspectral Image AnalsyisSummer school “IMAGEMINING: Image Mining and information extractionfrom multi-source images: theory and application in geosciences”, Barcelonette,France
Jul 2012 Lecture Morphological Profiles and Attribute Profiles with P. R. Marpu
Summer school IEEE GRSS Remote Sensing Summer School 2012 (RSSS12),Munich, Germany,
PROFESSIONAL ACTIVITY
RESPONSIBILITIES
Internat ional
2016 Referee in the campaign VQR 2011-2014 (Evaluation of Research Quality),Italy.
The VQR 2011-2014 (Valutazione della Qualita della Ricerca, Evaluation of ResearchQuality) is a campaign for the quality assessment of the Italian research over the period2011-2014. The campaign is conducted by the ANVUR (Italian National Agency for theEvaluation of the University and Research system).
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National
Apr 2016Mar 2019
Pres ident of the French Chapter
of the IEEE Geoscience and Remote Sensing Society (GRSS)
Board: S. Valero (Secretary) and J.-P. Ovarlez (Treasurer)
Mar 2013Mar 2016
Secretary of the French Chapter
of the IEEE Geoscience and Remote Sensing Society (GRSS)
Board: M. Fauvel (President) and E. Trouve (Treasurer). Part of the Chapter activitiesof this period are presented in
M. Fauvel, M. Dalla Mura, and E. Trouve, “Introduction of the IEEE French Sec-tion Geoscience and Remote Sensing Society Chapter [Chapters],” IEEE Geoscienceand Remote Sensing Magazine, vol. 2, no. 4, pp. 59–61, Dec. 2014.
since 2015 Memb er of the Action “Imagerie Hyperspectrale” (Imhyp) du GdR MaDICS
Lo cal
20162019
Member of the Local Joint Consultative Commission of the ENSE3,Grenoble-INP
The Local Joint Consultative Commission organizes the consultation or information ofstaff in the occasion of decisions of organization or collective management.
since2015
Member of the Research Committee of the Observatoire des Sciences del’Univers de Grenoble (OSUG)
The observatory of Grenoble is composed of 7 research units, 5 research groups and 2service units. The OSUG is affiliated with CNRS, UJF, IRD, UdS, IFSTTAR, MeteoFrance, G-INP, Irstea, with a staff of 1100 persons (about one third of PhD students). TheResearch Committee is composed of 16 members and 16 adjoints (researchers, teachersand technicians) named by the directors of the research units.
since2015
Member of the Scientific Committee of the action Advanced Data Mining(ADM) LabEx PERSYVAL-lab (Pervasive Systems and Algorithms)
PERSYVAL-lab federates 800 researchers and academics from 10 laboratories in Grenobleworking on computer science, hardware architecture, signal processing, control andmathematics. The research action Advanced Data Mining aims at extracting knowledgefrom hybrid physical-digital data coming from dynamic sensor networks or simulationenvironments. The scientific committee of ADM is composed of 14 members.
PHD COMMITTEES
2014 Gemine Vivone “Multispectral and Hyperspectral Pansharpening: A Critical Ex-amination and New Developments,” University of Salerno, Italy
Role: Opponent
2016 Rasha Ab dulrahman Alshehhi “Semantic Segmentation for Object Extractionin Digital Imagery,” Masdar Institute of Science and Technology, Abu Dhabi, UnitedArab Emirates
Role: Opponent
EDITORIAL BOARD
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20162019
Asso ciate Editor of the journal IEEE Journal of Selected Topics in AppliedEarth Observations and Remote Sensing (JSTARS)
20142018
Asso ciate Editor of the journal Traitement du Signal (French journal on signalprocessing)
2015 Guest Editor of the journal Multidimensional Systems and Signal Processing(MSSP), SpringerSpecial issue “Multimodal Data Fusion in Multidimensional Signal Processing,” withJinchang Ren (Centre for excellence in Signal and Image processing, University ofStrathclyde, U.K.) and Junwei Han (School of Automation, Northwestern PolytechnicalUniversity, China)
2014 Guest Editor of the journal IEEE Journal of Selected Topics in Applied EarthObservations and Remote Sensing (JSTARS) “Special Issue on Information Extrac-tion from High-Spatial-Resolution Optical Remotely Sensed Imagery,” with Xin Huang(Wuhan University, P.R. China), Mathieu Fauvel (DYNAFOR INRA-INP Toulouse,France) and Liangpei Zhang (Wuhan University, P.R. China)
CONFERENCE ORGANIZATION
Organizer
2016 4th conference of the Groupe Hyperspectral Societe Francaise de Photogrammetrie etTeledetection (SFPT-GH) 11-13 May, Grenoble, FranceCo-organizer: S. Doute (IPAG), ˜90 participants
Organiz ing Committee Memb er
2012 Organiz ing Committee Memb er 6th International Workshop on the Analysisof Multi-Temporal Remote Sensing Images (MultiTemp 2011), Trento, Italy
2007 Organiz ing Committee Memb er 6th International Workshop on InformationOptics (WIO’07), Reykjavik, Iceland
Scient i f ic/Technical/Program Committee Memb er
20152017
Joint Urban Remote Sensing Event (JURSE)
2016 ATSIP2016 International Conference on Advanced Technologies for Signal and ImageProcessing, 21-24 March 2016, Monastir-Tunisia
2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images22-24 July in Annecy (France)
2015 Workshop on Multimedia Big Data and Hyperspectral Imaging (BigMM-HSI), part ofthe conference The IEEE International Conference on Multimedia Big Data (BigMM),20-22 April 2015, Beijing, China
2015 ISMM 2015, 12th International Symposium on Mathematical Morphology 2015, 27-29Mai 2015, Reykjavık, Islande
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Sp ecia l Sess ion Organizer
2015 EUSIPCO 2015 “Recent advances and applications in Hyperspectral Imaging,” 31August - 4 September 2015, Nice, FranceSession co-organized with Stephen Marshall (Strathclyde Hyperspectral Imaging Centre,UK)
Sess ion Chair
IGARSS 2012, IGARSS 2015, EUSIPCO 2015
REVIEWER
Books Frank Nielsen Ed., “Geometric Theory of Information,” Springer (2013)
Journals Proceedings of the IEEE, IEEE Transactions on Image Processing, IEEE Trans-actions on Geoscience and Remote Sensing, IEEE Geoscience and RemoteSensing Letters, IEEE Journal of Selected Topics in Earth Observations andRemote Sensing, IEEE Journal of Selected Topics in Signal Processing, Journalof Mathematical Imaging and Vision, Pattern Recognition Letters, . . .
Conf. IEEE IGARSS 2012-2016, ISMM 2013-2015, 2015, EUSIPCO 2015, GRETSI2013, 2015, . . .
LIST OF PUBLICATIONS
INTERNATIONAL JOURNALS (38)
International journals with peer review system.
[IJ.38] E. Aptoula, M. Dalla Mura, and S. Lefevre, “Vector Attribute Profiles forHyperspectral Image Classification,” IEEE Transactions on Geoscience and RemoteSensing, vol. 54, no. 6, pp. 3208–3220, Jun. 2016.
[IJ.37] R. Bao, J. Xia, M. Dalla Mura, P. Du, J. Chanussot, and J. Ren, “CombiningMorphological Attribute Profiles via an Ensemble Method for Hyperspectral ImageClassification,” IEEE Geoscience and Remote Sensing Letters, vol. PP, no. 99, pp. 1–5,2016.
[IJ.36] G. Cavallaro, M. Dalla Mura, J. A. Benediktsson, and A. Plaza, “RemoteSensing Image Classification Using Attribute Filters Defined Over the Tree ofShapes,” IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 7, pp. 3899–3911, Jul. 2016.
[IJ.35] L. Drumetz, M. A. Veganzones, R. M. Gomez, G. Tochon, M. Dalla Mura,G. A. Licciardi, C. Jutten, and J. Chanussot, “Hyperspectral Local IntrinsicDimensionality,” IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 7,pp. 4063–4078, Jul. 2016.
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[IJ.34] L. Pralon, G. Vasile, M. Dalla Mura, A. Anghel, and J. Chanussot, “Spher-ical Symmetry of Complex Stochastic Models in Multivariate High-Resolution Pol-SAR Images,” IEEE Transactions on Geoscience and Remote Sensing, vol. 54, no. 7,pp. 4250–4261, Jul. 2016.
[IJ.33] L. Pralon, G. Vasile, M. Dalla Mura, J. Chanussot, and N. Besic, “Eval-uation of ICA-Based ICTD for PolSAR Data Analysis Using a Sliding WindowApproach: Convergence Rate, Gaussian Sources, and Spatial Correlation,” IEEETransactions on Geoscience and Remote Sensing, vol. 54, no. 7, pp. 4262–4271, Jul. 2016.
[IJ.32] J. Ren, J. Han, and M. Dalla Mura, “Special issue on multimodal data fu-sion for multidimensional signal processing,” Multidimensional Systems and SignalProcessing, vol. 27, no. 4, pp. 801–805, 2016.
[IJ.31] R. Restaino, G. Vivone, M. Dalla Mura, and J. Chanussot, “Fusion ofMultispectral and Panchromatic Images Based on Morphological Operators,” IEEETransactions on Image Processing, vol. 25, no. 6, pp. 2882–2895, Jun. 2016.
[IJ.30] X. Xu, J. Li, X. Huang, M. Dalla Mura, and A. Plaza, “Multiple MorphologicalComponent Analysis Based Decomposition for Remote Sensing Image Classifica-tion,” IEEE Transactions on Geoscience and Remote Sensing, vol. PP, no. 99, pp. 1–20,2016.
[IJ.29] G. Cavallaro, M. Dalla Mura, J. Benediktsson, and L. Bruzzone, “ExtendedSelf-Dual Attribute Profiles for the Classification of Hyperspectral Images,” IEEEGeoscience and Remote Sensing Letters, vol. 12, no. 8, pp. 1690–1694, Aug. 2015.
[IJ.28] M. Dalla Mura, S. Prasad, F. Pacifici, P. Gamba, J. Chanussot, and J.Benediktsson, “Challenges and Opportunities of Multimodality and Data Fusionin Remote Sensing,” Proceedings of the IEEE, vol. 103, no. 9, pp. 1585–1601, Sep. 2015.
[IJ.27] L. Drumetz, M. Dalla Mura, S. Meulenyzer, S. Lombard, and J. Chanussot,“Semiautomatic classification of cementitious materials using scanning electronmicroscope images,” Journal of Electronic Imaging, vol. 24, no. 6, p. 061 109, 2015.
[IJ.26] R. Flamary, M. Fauvel, M. Dalla Mura, and S. Valero, “Analysis of Multi-temporal Classification Techniques for Forecasting Image Time Series,” IEEE Geo-science and Remote Sensing Letters, vol. 12, no. 5, pp. 953–957, May 2015.
[IJ.25] P. Ghamisi, M. Dalla Mura, and J. Benediktsson, “A Survey on Spec-tral&Spatial Classification Techniques Based on Attribute Profiles,” IEEE Trans-actions on Geoscience and Remote Sensing, vol. 53, no. 5, pp. 2335–2353, May 2015.
[IJ.24] W. Liao, M. Dalla Mura, J. Chanussot, R. Bellens, and W. Philips, “Mor-phological Attribute Profiles With Partial Reconstruction,” IEEE Transactions onGeoscience and Remote Sensing, vol. PP, no. 99, pp. 1–19, 2015.
[IJ.23] W. Liao, M. Dalla Mura, J. Chanussot, and A. Pizurica, “Fusion of Spectraland Spatial Information for Classification of Hyperspectral Remote-Sensed Imageryby Local Graph,” IEEE Journal of Selected Topics in Applied Earth Observations andRemote Sensing, vol. PP, no. 99, pp. 1–12, 2015.
[IJ.22] G. Licciardi, G. Vivone, R. Dalla Mura Mauro and Restaino, and J. Chanussot,“Multi-resolution analysis techniques and nonlinear PCA for hybrid pansharpeningapplications,” English, Multidimensional Systems and Signal Processing, pp. 1–24, 2015.
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[IJ.21] G. Vivone, L. Alparone, J. Chanussot, M. Dalla Mura, A. Garzelli, G.Licciardi, R. Restaino, and L. Wald, “A Critical Comparison Among Pansharp-ening Algorithms,” IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 5,pp. 2565–2586, May 2015.
[IJ.20] G. Vivone, M. Simoes, M. Dalla Mura, R. Restaino, J. Bioucas-Dias, G.Licciardi, and J. Chanussot, “Pansharpening Based on Semiblind Deconvolution,”IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no. 4, pp. 1997–2010, Apr.2015.
[IJ.19] J. Xia, M. Dalla Mura, J. Chanussot, P. Du, and X. He, “Random SubspaceEnsembles for Hyperspectral Image Classification With Extended MorphologicalAttribute Profiles,” IEEE Transactions on Geoscience and Remote Sensing, vol. 53, no.9, pp. 4768–4786, Sep. 2015.
[IJ.18] S. Bernabe, P. Reddy Marpu, A. Plaza, M. Dalla Mura, and J. Atli Benedik-tsson, “Spectral-Spatial Classification of Multispectral Images Using Kernel Fea-ture Space Representation,” IEEE Geoscience and Remote Sensing Letters, vol. 11, no.1, pp. 288–292, Jan. 2014.
[IJ.17] M. Fauvel, M. Dalla Mura, and E. Trouve, “Introduction of the IEEE FrenchSection Geoscience and Remote Sensing Society Chapter [Chapters],” IEEE Geo-science and Remote Sensing Magazine, vol. 2, no. 4, pp. 59–61, Dec. 2014.
[IJ.16] X. Huang, X. Guan, J. Benediktsson, L. Zhang, J. Li, A. Plaza, and M. DallaMura, “Multiple Morphological Profiles From Multicomponent-Base Images forHyperspectral Image Classification,” IEEE Journal of Selected Topics in Applied EarthObservations and Remote Sensing, vol. 7, no. 12, pp. 4653–4669, Dec. 2014.
[IJ.15] I. Riedel, P. Gueguen, M. Dalla Mura, E. Pathier, T. Leduc, and J. Chanus-sot, “Seismic vulnerability assessment of urban environments in moderate-to-lowseismic hazard regions using association rule learning and support vector machinemethods,” English, Natural Hazards, pp. 1–31, 2014.
[IJ.14] B. Song, J. Li, M. Dalla Mura, P. Li, A. Plaza, J. Bioucas-Dias, J. AtliBenediktsson, and J. Chanussot, “Remotely Sensed Image Classification UsingSparse Representations of Morphological Attribute Profiles,” IEEE Transactions onGeoscience and Remote Sensing, vol. 52, no. 8, pp. 5122–5136, Aug. 2014.
[IJ.13] D. Tuia, M. Volpi, M. Dalla Mura, A. Rakotomamonjy, and R. Flamary,“Automatic Feature Learning for Spatio-Spectral Image Classification With SparseSVM,” IEEE Transactions on Geoscience and Remote Sensing, vol. 52, no. 10, pp. 6062–6074, Oct. 2014.
[IJ.12] M. Veganzones, G. Tochon, M. Dalla Mura, A. Plaza, and J. Chanussot,“Hyperspectral Image Segmentation Using a New Spectral Unmixing-Based BinaryPartition Tree Representation,” IEEE Transactions on Image Processing, vol. 23, no. 8,pp. 3574–3589, Aug. 2014.
[IJ.11] G. Vivone, R. Restaino, M. Dalla Mura, G. Licciardi, and J. Chanussot,“Contrast and Error-Based Fusion Schemes for Multispectral Image Pansharpen-ing,” IEEE Geoscience and Remote Sensing Letters, vol. 11, no. 5, pp. 930–934, May2014.
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[IJ.10] N. Falco, M. Dalla Mura, F. Bovolo, J. Benediktsson, and L. Bruzzone,“Change Detection in VHR Images Based on Morphological Attribute Profiles,”IEEE Geoscience and Remote Sensing Letters, vol. 10, no. 3, pp. 636–640, May 2013.
[IJ.9] P. R. Marpu, M. Pedergnana, M. Dalla Mura, J. A. Benediktsson, andL. Bruzzone, “Automatic Generation of Standard Deviation Attribute Profilesfor Spectral–Spatial Classification of Remote Sensing Data,” IEEE Geoscience andRemote Sensing Letters, 2013.
[IJ.8] M. Pedergnana, P. Marpu, M. Dalla Mura, J. Benediktsson, and L. Bruz-zone, “A Novel Technique for Optimal Feature Selection in Attribute ProfilesBased on Genetic Algorithms,” IEEE Transactions on Geoscience and Remote Sensing,vol. 51, no. 6, pp. 3514–3528, Jun. 2013.
[IJ.7] G. A. Licciardi, A. Villa, M. Dalla Mura, L. Bruzzone, J. Chanussot, andJ. A. Benediktsson, “Retrieval of the height of buildings from WorldView-2 multi-angular imagery using attribute filters and geometric invariant moments,” IEEEJournal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 5, no.1, pp. 71–79, 2012.
[IJ.6] P. R. Marpu, M. Pedergnana, M. Dalla Mura, S. Peeters, J. A. Benedik-tsson, and L. Bruzzone, “Classification of hyperspectral data using extendedattribute profiles based on supervised and unsupervised feature extraction tech-niques,” International Journal of Image and Data Fusion, vol. 3, no. 3, pp. 269–298,2012.
[IJ.5] M. Pedergnana, P. Marpu, M. Dalla Mura, J. Benediktsson, and L. Bruz-zone, “Classification of Remote Sensing Optical and LiDAR Data Using ExtendedAttribute Profiles,” IEEE Journal of Selected Topics in Signal Processing, vol. 6, no. 7,pp. 856–865, Nov. 2012.
[IJ.4] M. Dalla Mura, A. Villa, J. A. Benediktsson, J. Chanussot, and L. Bruzzone,“Classification of hyperspectral images by using extended morphological attributeprofiles and independent component analysis,” IEEE Geoscience and Remote SensingLetters, vol. 8, no. 3, pp. 542–546, 2011.
[IJ.3] M. Dalla Mura, J. Atli Benediktsson, B. Waske, and L. Bruzzone, “Extendedprofiles with morphological attribute filters for the analysis of hyperspectral data,”International Journal of Remote Sensing, vol. 31, no. 22, pp. 5975–5991, 2010.
[IJ.2] M. Dalla Mura, J. Atli Benediktsson, B. Waske, and L. Bruzzone, “Mor-phological attribute profiles for the analysis of very high resolution images,” IEEETransactions on Geoscience and Remote Sensing, vol. 48, no. 10, pp. 3747–3762, 2010.
[IJ.1] M. Dalla Mura, J. A. Benediktsson, F. Bovolo, and L. Bruzzone, “Anunsupervised technique based on morphological filters for change detection in veryhigh resolution images,” IEEE Geoscience and Remote Sensing Letters, vol. 5, no. 3,pp. 433–437, 2008.
BOOK CHAPTERS (2)
Chapters in edited books.
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[BC.2] G. Cavallaro, M. Dalla Mura, and J. A. Benediktsson, “Analyzing RemoteSensing Images with Hierarchical Morphological Representations,” in Handbook ofPattern Recognition and Computer Vision, 5th. World Scientific, 2015, ch. 17, pp. 313–330.
[BC.1] M. Dalla Mura, J. Benediktsson, J. Chanussot, and L. Bruzzone, “The Evo-lution of the Morphological Profile: From Panchromatic to Hyperspectral Images,”in Optical Remote Sensing - Advances in Signal Processing and Exploitation Techniques,S. Prasad, L. M. Bruce, and J. Chanussot, Eds. Springer Verlag, 2011, pp. 123–146.
NATIONAL JOURNALS (1)
National journals with peer review system.
[NJ.1] M. Fauvel, C. Planque, D. Sheeren, and M. Dalla Mura, “Teledetectiondes elements semi-naturels: Utilisation des donnees Pleiades pour la detection deshaies,” Revue Francaise de Photogrammetrie et de Teledetection, no. 208, pp. 111–116,2014.
INTERNATIONAL CONFERENCES (54)
International conferences and workshops.
[IC.54] G. Cavallaro, M. Dalla Mura, and J. A. Benediktsson, “Processing highresolution images of urban areas with self-dual attribute filters,” in Urban RemoteSensing Event (JURSE), 2015 Joint, Mar. 2015, pp. 1–4.
[IC.53] G. Cavallaro, M. Dalla Mura, N. Falco, and J. A. Benediktsson, “Auto-matic morphological attribute profiles,” in Geoscience and Remote Sensing Symposium(IGARSS), 2015 IEEE International, Jul. 2015, pp. 2604–2607.
[IC.52] G. Cavallaro, N. Falco, M. Dalla Mura, L. Bruzzone, and J. A. Benedik-tsson, “Automatic Threshold Selection for Profiles of Attribute Filters Based onGranulometric Characteristic Functions,” English, in Mathematical Morphology andIts Applications to Signal and Image Processing, ser. Lecture Notes in Computer Science,J. A. Benediktsson, J. Chanussot, L. Najman, and H. Talbot, Eds., vol. 9082, SpringerInternational Publishing, 2015, pp. 169–181.
[IC.51] M. Dalla Mura, J. Bioucas, and J. Chanussot, “An analysis of collaborativerepresentation schemes for the classification of hyperspectral images,” in EuropeanSignal Processing Conference 2015 (EUSIPCO 2015), Nice, France, Aug. 2015.
[IC.50] M. Dalla Mura, G. Vivone, R. Restaino, P. Addesso, and J. Chanussot,“Global and local Gram-Schmidt methods for hyperspectral pansharpening,” inGeoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, Jul. 2015,pp. 37–40.
[IC.49] L. Drumetz, M. Dalla Mura, S. Meulenyzer, S. Lombard, and J. Chanussot,“Semi-automatic classification of cementitious materials using Scanning ElectronMicroscope images,” in Proc. SPIE 9534, Twelfth International Conference on QualityControl by Artificial Vision 2015, 953403, vol. 9534, Le Creusot, France, Jun. 2015. [pdf]
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[IC.48] L. Pralon, N. Besic, G. Vasile, M. Dalla Mura, and J. Chanussot, “Eval-uation of Multilook Effect in ICA Based ICTD for PolSAR Data Analysis,” inInternational Workshop on Science and Applications of SAR Polarimetry and PolarimetricInterferometry, vol. SP-729, Franscati, Italy, 2015. [pdf]
[IC.47] L. Pralon, G. Vasile, M. Dalla Mura, J. Chanussot, and N. Besic, “Evalu-ation of ICA based ICTD for PolSAR data analysis in tropical forest scenario,” inGeoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, Jul. 2015,pp. 3786–3789.
[IC.46] R. Restaino, G. Vivone, M. Dalla Mura, and J. Chanussot, “A PansharpeningAlgorithm Based on Morphological Filters,” English, in Mathematical Morphology andIts Applications to Signal and Image Processing, ser. Lecture Notes in Computer Science,J. A. Benediktsson, J. Chanussot, L. Najman, and H. Talbot, Eds., vol. 9082, SpringerInternational Publishing, 2015, pp. 98–109.
[IC.45] G. Tochon, M. Dalla Mura, and J. Chanussot, “Segmentation of MultimodalImages Based on Hierarchies of Partitions,” English, in Mathematical Morphology andIts Applications to Signal and Image Processing, ser. Lecture Notes in Computer Science,J. A. Benediktsson, J. Chanussot, L. Najman, and H. Talbot, Eds., vol. 9082, SpringerInternational Publishing, 2015, pp. 241–252.
[IC.44] M. Veganzones, M. Dalla Mura, G. Tochon, and J. Chanussot, “BinaryPartition Trees-Based Spectral-Spatial Permutation Ordering,” English, in Mathe-matical Morphology and Its Applications to Signal and Image Processing, ser. LectureNotes in Computer Science, J. A. Benediktsson, J. Chanussot, L. Najman, and H. Talbot,Eds., vol. 9082, Springer International Publishing, 2015, pp. 434–445.
[IC.43] G. Vivone, R. Restaino, M. Dalla Mura, and J. Chanussot, “Multi-bandsemiblind deconvolution for pansharpening applications,” in Geoscience and RemoteSensing Symposium (IGARSS), 2015 IEEE International, Jul. 2015, pp. 41–44.
[IC.42] X. Xu, J. Li, and M. Dalla Mura, “Remote sensing image classification basedon multiple morphological component analysis,” in Geoscience and Remote SensingSymposium (IGARSS), 2015 IEEE International, Jul. 2015, pp. 2596–2599.
[IC.41] G. Cavallaro, M. Dalla Mura, J. Benediktsson, and L. Bruzzone, “Acomparison of self-dual attribute profiles based on different filter rules for classifi-cation,” in Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International,Jul. 2014, pp. 1265–1268.
[IC.40] F. Cokelaer, M. Dalla Mura, H. Talbot, and J. Chanussot, “Selectiveand robust d-dimensional path operators,” in Image Processing (ICIP), 2014 IEEEInternational Conference on, Oct. 2014, pp. 4767–4771.
[IC.39] M. Dalla Mura, S. Prasad, F. Pacifici, P. Gamba, and J. Chanussot, “Chal-lenges and opportunities of multimodality and Data Fusion in Remote Sensing,”in Proceedings of the 22nd European Signal Processing Conference (EUSIPCO), 2013, Sep.2014, pp. 106–110.
[IC.38] M. Dalla Mura, G. Vivone, R. Restaino, and J. Chanussot, “Context-adaptive Pansharpening based on binary partition tree segmentation,” in ImageProcessing (ICIP), 2014 IEEE International Conference on, Oct. 2014, pp. 3924–3928.
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[IC.37] L. Drumetz, M. A. Veganzones, R. Marrero, G. Tochon, M. Dalla Mura,A. Plaza, and J. Chanussot, “Binary partition tree-based local spectral unmixing,”in IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in RemoteSensing (WHISPERS 2014), 2014, n–c.
[IC.36] M. Fauvel, C. Planque, D. Sheeren, M. Dalla Mura, F. Cokelaer, J.Chanussot, and H. Talbot, “Robust path opening versus path opening for thedetection of hedgerows in rural landscapes,” in Geoscience and Remote Sensing Sym-posium (IGARSS), 2014 IEEE International, Jul. 2014, pp. 4910–4913.
[IC.35] G. Tochon, J. Chanussot, J. Gilles, M. Dalla Mura, J.-M. Chang, and A.Bertozzi, “Gas Plume Detection and Tracking in Hyperspectral Video Sequencesusing Binary Partition Trees,” in IEEE Workshop on Hyperspectral Image and SignalProcessing: Evolution in Remote Sensing (WHISPERS 2014), 2014.
[IC.34] M. Veganzones, M. Dalla Mura, M. Dumont, I. Zin, and J. Chanussot,“Improved subpixel monitoring of seasonal snow cover: A case study in the Alps,”in Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International, Jul.2014, pp. 3976–3979.
[IC.33] M. A. Veganzones, L. Drumetz, G. Tochon, M. Dalla Mura, A. Plaza,J. M. Bioucas-Dias, and J. Chanussot, “A New Extended Linear Mixing Modelto Address Spectral Variability,” in IEEE Workshop on Hyperspectral Image and SignalProcessing: Evolution in Remote Sensing (WHISPERS 2014), 2014, n–c.
[IC.32] M. Vicinanza, R. Restaino, G. Vivone, M. Dalla Mura, G. Licciardi, andJ. Chanussot, “A method for improving the consistency property of pansharpen-ing algorithms,” in Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEEInternational, Jul. 2014, pp. 2534–2537.
[IC.31] G. Vivone, L. Alparone, J. Chanussot, M. Dalla Mura, A. Garzelli, G.Licciardi, R. Restaino, and L. Wald, “A critical comparison of pansharpeningalgorithms,” in Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE Inter-national, Jul. 2014, pp. 191–194.
[IC.30] G. Vivone, R. Restaino, G. Licciardi, M. Dalla Mura, and J. Chanussot,“MultiResolution Analysis and Component Substitution techniques for hyperspec-tral Pansharpening,” in Geoscience and Remote Sensing Symposium (IGARSS), 2014IEEE International, Jul. 2014, pp. 2649–2652.
[IC.29] P. Chippendale, M. Zanin, and M. Dalla Mura, “Geo-positional Image Foren-sics through Scene-terrain Registration.,” in VISAPP (2), S. Battiato and J. Braz, Eds.,SciTePress, 2013, pp. 41–47.
[IC.28] F. Nex, M. Dalla Mura, and F. Remondino, “INTEGRATION OF SPECTRALINFORMATION AND PHOTOGRAMMETRIC DSM FOR URBAN AREAS CLAS-SIFICATION,” in ISPRS Annals of the Photogrammetry, Remote Sensing and SpatialInformation Sciences, 2013.
[IC.27] D. Tuia, M. Volpi, M. Dalla Mura, A. Rakotomamonjy, and R. Flamary,“Create the relevant spatial filterbank in the hyperspectral jungle,” in Geoscience andRemote Sensing Symposium (IGARSS), 2013 IEEE International, Jul. 2013, pp. 2172–2175.
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[IC.26] M. Veganzones, G. Tochon, M. Dalla Mura, A. Plaza, and J. Chanussot, “Acomparison study between windowing and binary partition trees for hyperspectralimage information mining,” in Geoscience and Remote Sensing Symposium (IGARSS),2013 IEEE International, Jul. 2013, pp. 4375–4378.
[IC.25] O. Aytekin, M. Dalla Mura, I. Ulusoy, and J. Benediktsson, “Classificationof hyperspectral images based on weighted DMPS,” in Geoscience and Remote SensingSymposium (IGARSS), 2012 IEEE International, Jul. 2012, pp. 4154–4157.
[IC.24] G. Cavallaro, B. Arbelot, M. Fauvel, M. Dalla Mura, J. A. Benediktsson,L. Bruzzone, J. Chanussot, and D. Sheeren, “Detection of hedges based onattribute filters,” in SPIE Remote Sensing, International Society for Optics and Photonics,2012, pp. 853 712–853 712.
[IC.23] P. Chippendale, M. Dalla Mura, and M. Zanin, “Real-world DEM harmon-isation through photo re-projection,” in Geoscience and Remote Sensing Symposium(IGARSS), 2012 IEEE International, Jul. 2012, pp. 428–430.
[IC.22] F. Cokelaer, M. Dalla Mura, and J. Chanussot, “Hierarchical watershedsegmentation based on gradient image simplification,” in SPIE Remote Sensing,International Society for Optics and Photonics, 2012, 85371O–85371O.
[IC.21] M. Dalla Mura, M. Zanin, C. Andreatta, and P. Chippendale, “Augmentedreality: Fusing the real and synthetic worlds,” in Geoscience and Remote SensingSymposium (IGARSS), 2012 IEEE International, Jul. 2012, pp. 170–173.
[IC.20] M. Dalla Mura, F. Nex, F. Remondino, and M. Zanin, “Integration of pho-togrammetric DSM and advanced image analysis for the classification of urbanareas,” in SPIE Remote Sensing, International Society for Optics and Photonics, 2012,85370U–85370U.
[IC.19] M. Lecca and M. Dalla Mura, “Intensity and affine invariant statistic-basedimage matching,” CRC Press, 2012, p. 85.
[IC.18] M. Pedergnana, P. Marpu, M. Mura, J. Benediktsson, and L. Bruzzone,“A novel supervised feature selection technique based on genetic algorithms,” inGeoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International, Jul. 2012,pp. 60–63.
[IC.17] D. Tuia, M. Dalla Mura, M. Volpi, R. Flamary, and A. Rakotomamonjy,“Discovering relevant spatial filterbanks for VHR image classification,” in PatternRecognition (ICPR), 2012 21st International Conference on, Nov. 2012, pp. 3212–3215.
[IC.16] M. Zanin, C. Andreatta, P. Chippendale, M. Dalla Mura, and F. Remondino,“Feature preserving method for creating visual appearance models and virtual viewsfrom collective images,” in Geoscience and Remote Sensing Symposium (IGARSS), 2012IEEE International, Jul. 2012, pp. 56–59.
[IC.15] M. Zanin, F. Remondino, and M. Dalla Mura, “High-performance computingin image registration,” in SPIE Remote Sensing, International Society for Optics andPhotonics, 2012, pp. 853 902–853 902.
[IC.14] J. A. Benediktsson, L. Bruzzone, J. Chanussot, M. Dalla Mura, P. Salem-bier, and S. Valero, “Hierarchical analysis of remote sensing data: Morphologicalattribute profiles and binary partition trees,” in Mathematical Morphology and ItsApplications to Image and Signal Processing, ser. ISMM’11, P. Soille, G. K. Ouzounis, andM. Pesaresi, Eds., invited paper, Verbania-Intra, Italy: Springer-Verlag, 2011, pp. 306–319.
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[IC.13] M. Dalla Mura, J. Benediktsson, and L. Bruzzone, “A general approachto the spatial simplification of remote sensing images based on morphologicalconnected filters,” in Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEEInternational, Jul. 2011, pp. 1239–1242.
[IC.12] M. Dalla Mura, J. A. Benediktsson, and L. Bruzzone, “Self-dual attributeprofiles for the analysis of remote sensing images,” in Mathematical Morphology andIts Applications to Image and Signal Processing, ser. ISMM’11, P. Soille, G. K. Ouzounis,and M. Pesaresi, Eds., Verbania-Intra, Italy: Springer-Verlag, 2011, pp. 320–330.
[IC.11] M. Pedergnana, P. R. Marpu, M. Dalla Mura, J. A. Benediktsson, and L.Bruzzone, “Fusion of hyperspectral and LIDAR data using morphological profiles,”in Image and Signal Processing for Remote Sensing XVII - SPIE Proceeding, 2011.
[IC.10] S. Peeters, P. Marpu, J. Benediktsson, and M. Dalla Mura, “Classificationusing Extended Morphological Attribute Profiles based on different feature extrac-tion techniques,” in Geoscience and Remote Sensing Symposium (IGARSS), 2011 IEEEInternational, Jul. 2011, pp. 4453–4456.
[IC.9] M. Dalla Mura, J. A. Benediktsson, and L. Bruzzone, “Alternating sequentialfilters with morphological attribute operators for the analysis of remote sensingimages,” in Image and Signal Processing for Remote Sensing XVI - SPIE Proceeding,vol. 7830, Toulouse, France: SPIE Publications, Bellingham, WA, 2010, pp. 783006-1–783006-8.
[IC.8] M. Dalla Mura, J. Benediktsson, and L. Bruzzone, “Classification of hy-perspectral images with Extended Attribute Profiles and feature extraction tech-niques,” in Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International,Jul. 2010, pp. 76–79.
[IC.7] M. Dalla Mura, A. Villa, J. Benediktsson, J. Chanussot, and L. Bruzzone,“Classification of hyperspectral images by using morphological attribute filters andIndependent Component Analysis,” in Hyperspectral Image and Signal Processing:Evolution in Remote Sensing (WHISPERS), 2010 2nd Workshop on, Jun. 2010, pp. 1–4.
[IC.6] M. Dalla Mura, J. A. Benediktsson, and L. Bruzzone, “Classification ofRemote Sensing Images with Attribute Profiles and Extended Attribute Profiles,”in 32nd Symposium on Remote Sensing for Environmental Sciences (RESES 2010), Invitedpaper, Shikanoshima, Fukuoka, Japan, Aug. 2010, pp. 7–17.
[IC.5] N. Falco, M. Dalla Mura, F. Bovolo, J. A. Benediktsson, and L. Bruzzone,“Study on the Capabilities of Morphological Attribute Profiles in Change Detectionon VHR Images,” in Image and Signal Processing for Remote Sensing XVI - Proceedings ofSPIE, vol. 7830, Toulouse, France: SPIE, Bellingham, WA, 2010, pp. 783016-1–783016-10.
[IC.4] M. Dalla Mura, J. A. Benediktsson, and L. Bruzzone, “Modeling structuralinformation for building extraction with morphological attribute filters,” in Imageand Signal Processing for Remote Sensing XV - SPIE Proceeding, vol. 7477, Berlin,Germany: SPIE, Bellingham, WA, 2009, pp. 747703-1–747703-9.
[IC.3] M. Dalla Mura, J. Benediktsson, B. Waske, and L. Bruzzone, “Morphologicalattribute filters for the analysis of very high resolution remote sensing images,” inGeoscience and Remote Sensing Symposium,2009 IEEE International,IGARSS 2009, vol. 3,Jul. 2009,
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[IC.2] M. Dalla Mura, J. A. Benediktsson, L. Bruzzone, and F. Bovolo, “A NovelTechnique Based on Morphological Filters for Change Detection in Optical RemoteSensing Images,” in Proceedings of the 6th International Workshop on Information Optics(WIO’07), vol. 949, Reykjavik, Iceland, Jun. 2007, pp. 75–82.
[IC.1] G. H. Halldorsson, R. A. Karlsson, S. H. Hardarson, M. Dalla Mura, T.Eysteinsson, J. M. Beach, E. Stefansson, and J. A. Benediktsson, “AutomaticRetinal Oximetry,” in Proceedings of the 6th International Workshop on InformationOptics (WIO’07), vol. 949, Reykjavik, Iceland, Jun. 2007, pp. 200–209.
NATIONAL CONFERENCES (4)
National conferences and workshops.
[NC.4] R. Flamary, K. Harrane, M. Fauvel, S. Valero, and M. Dalla Mura, “Discrim-ination periodique a partir d’observations multi-temporelles,” in XXVeme colloqueGRETSI 2015, Lyon, France, Sep. 2015.
[NC.3] G. Tochon, M. Dalla Mura, and J. Chanussot, “Segmentation hierarchiqued’images multimodales,” in XXVeme colloque GRETSI 2015, Lyon, France, Sep. 2015.[pdf]
[NC.2] I. Riedel, P. Gueguen, M. Dalla Mura, E. Pathier, and S. Cottaz, “SeismicVulnerability Assessment of Urban Environment Using Datamining Machines,” inSeismological Society of America, 2013.
[NC.1] M. Dalla Mura, M. Aravecchia, and M. Zanin, “Outdoor 3D with Kinect:Preliminary results in the granulometry of fluvial sediments,” in LOW COST 3D:Sensori, algoritmi e applicazioni, Trento, Italy, Aug. 2012.
THESIS (1)
[T.1] M. Dalla Mura, “Advanced techniques based on mathematical morphology forthe analysis of remote sensing images,” PhD thesis, University of Trento, 2011.
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