Representations, analysis and recognition of shape and motion from imaging data : 6th International Workshop, RFMI 2016, Sidi Bou Said Village, Tunisia, October 27-29, 2016, Revised selected papers PDF
Preview Representations, analysis and recognition of shape and motion from imaging data : 6th International Workshop, RFMI 2016, Sidi Bou Said Village, Tunisia, October 27-29, 2016, Revised selected papers
Boulbaba Ben Amor Faten Chaieb Faouzi Ghorbel (Eds.) Communications in Computer and Information Science 684 Representations, Analysis and Recognition of Shape and Motion from Imaging Data 6th International Workshop, RFMI 2016 Sidi Bou Said Village, Tunisia, October 27–29, 2016 Revised Selected Papers 123 Communications in Computer and Information Science 684 Commenced Publication in 2007 Founding and Former Series Editors: Alfredo Cuzzocrea, Dominik Ślęzak, and Xiaokang Yang Editorial Board Simone Diniz Junqueira Barbosa Pontifical Catholic University of Rio de Janeiro (PUC-Rio), Rio de Janeiro, Brazil Phoebe Chen La Trobe University, Melbourne, Australia Xiaoyong Du Renmin University of China, Beijing, China Joaquim Filipe Polytechnic Institute of Setúbal, Setúbal, Portugal Orhun Kara TÜBİTAK BİLGEM and Middle East Technical University, Ankara, Turkey Igor Kotenko St. Petersburg Institute for Informatics and Automation of the Russian Academy of Sciences, St. Petersburg, Russia Ting Liu Harbin Institute of Technology (HIT), Harbin, China Krishna M. Sivalingam Indian Institute of Technology Madras, Chennai, India Takashi Washio Osaka University, Osaka, Japan More information about this series at http://www.springer.com/series/7899 Boulbaba Ben Amor Faten Chaieb (cid:129) Faouzi Ghorbel (Eds.) Representations, Analysis and Recognition of Shape and Motion from Imaging Data 6th International Workshop, RFMI 2016 – Sidi Bou Said Village, Tunisia, October 27 29, 2016 Revised Selected Papers 123 Editors Boulbaba BenAmor FaouziGhorbel IMTLille Douai/CRIStAL CRISTAL Laboratory/Ecole Nationale des Villeneuve d’Ascq Sciences del’Informatique France Manouba Tunisia FatenChaieb CRISTAL Laboratory/Institut National des Sciences Appliquées et deTechnologie Tunis Tunisia ISSN 1865-0929 ISSN 1865-0937 (electronic) Communications in Computer andInformation Science ISBN 978-3-319-60653-8 ISBN978-3-319-60654-5 (eBook) DOI 10.1007/978-3-319-60654-5 LibraryofCongressControlNumber:2017944322 ©SpringerInternationalPublishingAG2017 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, express or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. Printedonacid-freepaper ThisSpringerimprintispublishedbySpringerNature TheregisteredcompanyisSpringerInternationalPublishingAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface An object’s shape and its motion are important cues in understanding imaging data. Theirstudyisanemergingresearchareawithaplethoraofkeyapplicationsinmedical diagnosis, scene understanding (e.g., video surveillance), affective and behavioral computing, computer animation, HMI, robotics, and cultural heritage conservation, to cite a few. The external boundary of an object is available in various forms, they include landmark configurations, object contours (closed curves), 3D surfaces, and dense point clouds. Their analysis requires precise mathematical representations, rig- orous methodologies to filter out undesirable transformations, and sophisticated com- putational solutions. The motion in turn, describes the shape’s evolution or animation overtime.Onecancitetheexamplesoffacialshapeevolutionwithaperson’sage,the evolutionofacancercelloverweeksormonths,ortheevolutionofthebody’sskeletal or silhouette data over time and their use to predict a person’s activity. Despite the development of mathematically solid methodologies, the question is still open from bothmethodologicalandapplicationperspectives.Thechallengesareevenmoreacute withthenewfieldsofapplicationsuchashumanbrainunderstanding,bodykinematic data analysis for rehabilitation and physical therapy, esthetic and reparation surgery, and 3D/4D microscopy. In addition, the rapid development of sophisticated medical imaging devices, cost-effective depth (Kinect-like) cameras, and new generations of microscopes push forth to develop suitable mathematical representations and design relevant geometric tools and set up computational solutions for advanced modeling, analysis, and understanding. TheInternationalWorkshoponRepresentations,AnalysisandRecognitionofShape andMotionfromImagingData(RFMI)1isoneoftheearliesteventslaunchedtostudy these questions. Its ultimate goal is to promote interactions among researchers from different disciplines, differential geometry, statistics, topology, computer vision and animation, and medical imaging to share their scientific results. Thus, the workshop keepscontributingtostrengthentherelationshipbetweenmanyresearchareasthatmeet in facing similar challenges and using common tools. The current edition (sixth) of the workshop received the endorsement of the pres- tigiousInternationalAssociationofPatternRecognition(IAPR)andthecurrentvolume was accepted for publication in the CCIS series of Springer. The Program Committee oftheworkshopreceived24papers,amongthemninewereacceptedasregularpapers (i.e., 37.5% acceptance rate) and five were presented as short papers. In addition, the workshop’s program included four outstanding tutorial-oriented invited talks. Inter- national speakers were invited – Dr. Anuj Srivastava (IAPR Fellow, IEEE Fellow, Professor at Florida State University in USA) presented “On Advances in the Role of Differential Geometry in Computer Vision and Pattern Recognition”; Dr. Xavier Pennec (Senior Research Scientist at INRIA in France) talked about “Riemannian and 1 http://www.arts-pi.org.tn/rfmi2016/index.html. VI Preface Affine Structures for Statistics on Shapes and Deformations in Computational Anat- omy”; Dr. Stefanos Zafeirou (Senior Lecturer at Imperial College London in UK) focusedon“Building theFirstLarge-Scale3DMorphable ModelofFaces”;andProf. MubarakShah(FoundingDirectoroftheCenterforResearchinComputerVisionand Professor at University of Central Florida in USA) reviewed “Spatio-temporal Graphs for Object Segmentation and Human Pose Estimation in Videos.” Around 60 researchers attended the workshop, among them 35 young PhD and Master students. TheworkshopwasorganizedintheauthenticvillageofSidiBouSaid,locatednorth Tunis in Tunisia during October 27–29, 2016. May 2017 Faouzi Ghorbel Boulbaba Ben Amor Faten Chaieb Organization Workshop Co-chairs Boulbaba Ben Amor IMTLilleDouai/CRIStAL(UMRCNRS9189),France Faten Chaieb National School of Computer Science (ENSI), Tunisia Honorary Chair Faouzi Ghorbel National School of Computer Science (ENSI), Tunisia Steering Committee Anuj Srivastava Florida State University, USA Bernadette Dorizzi Telecom SudParis, France Bulent Sankur Bogazici University, Turkey Basel Solaiman Telecom Bretagne, France Ezzedine Zagrouba ENIT/RIADI-GDL, Tunisia Imed Riadh Ferah ISAMM/RIADI-GDL, Tunisia Jean-Luc Dugelay Eurecom, France Jean-Philippe Vandeborre IMT Lille Douai/CRIStAL, France Liming Chen Ecole Centrale de Lyon/LIRIS, France Mohammed Bennamoun University of Western Australia, Australia Mohamed Hammami Miracl/Sfax Unuiversity, Tunisia Sylvie sevestre-ghalila CEA-LinkLab, France Program Committee Hazem Wannous Lille 1 University/CRIStAL, France Majdi Jribi ENSI/CRIStAL, Tunisia Stefano Berretti University of Florence, Italy Asma Ben Abdallah FM Monastir, Tunisia Amel Ben Azza Sup’Com, Tunisia Antony Fleury IMT Lille Doaui, France Alain Hillion Telecom Bretagne, France Abdelhak M. Zoubir Technische Universität Darmstadt, Germany Azza Ouled Zaid ISI, Tunisia Bernadette Dorizzi Telecom SudParis, France Marius Bilasco Lille 1 University/CRIStAL, France Baiqing Xia Trinity College of Dublin, Ireland Chokri Ben Amar ENIS/REGIM, Tunisia Chafik Samir ISIT CNRS, France Di Huang Baihang University, China VIII Organization Djemel Ziou Sherbrooke University, Canada David Gadia University of Milan, Italy Dorra Masmoudi ENIS, Tunisia Emna Fendri Miracl/Sfax University, Tunisia Ezzedine Zagrouba LimTicLab./ISI,UniversityofTunisElManar,Tunisia Fadoua Drira ENIS/REGIM, Tunisia Ganech Sundaramoorthi KAUST, KSA Hassen Drira IMT Lille Douai/CRIStAL, France Hamid Laga University of South Australia, Australia Hedi Tabia ENSEA/ETIS, France Hanene Trichili ISBS/Sfax University, Tunisia Imed Riadh Farah RIADI-GDL, Tunisia Jingyong Su Texas Tech University, USA Jacques A. de Guise ETS, Canada Jean Martinet Lille 1 University/CRIStAL, France Jean-Philippe Vandeborre IMT Lille Douai/CRIStAL, France Lahoucine Ballihi Mohamed V University, Morocco Leila Cammoun Swiss Institute of Bioinformatics Lausanne, Switzerland Mohsen Ardabilian ECL/LIRIS, France Mohammed Bennamoun University of Western Australia, Australia Maxime Devanne Lille 1 University, France Mohamed Farah RIADI-GDL, Tunisia Mohamed Hedi Bedoui FM Monastir, Tunisia Mourad Zaied ENIG/REGIM, Tunisia Naoufel Werghi Khalifa University, UAE Olivier Losson Lille 1 University/CRIStAL, France Pietro Pala University of Florence, Italy Pavan Turaga Arizona State University, USA Rachid Deriche Inria, France Radouane Guermazi ISIMS, Tunisia Stephane Derrode Ecole Centrale de Lyon, France Shantanu Joshi UCLA, USA Sebastian Kurtek Ohio State University, USA Stephane Lecoeuche Mines-Douai, France Stefanos Zafeiriou Imperial College London, UK Taleb Alashkar Northeastern University, USA Walid Barhoumi ENI Carthage, Tunisia W. Miled INSAT, Tunisia Zhengwu Zhang Duke University, USA Contents 3D Shape Registration and Comparison Local Feature-Based 3D Canonical Form. . . . . . . . . . . . . . . . . . . . . . . . . . 3 Hela Haj Mohamed, Samir Belaid, and Wady Naanaa Accurate 3D Shape Correspondence by a Local Description Darcyan Principal Curvature Fields . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 Ilhem Sboui, Majdi Jribi, and Faouzi Ghorbel A Novel Robust Statistical Watermarking of 3D Meshes . . . . . . . . . . . . . . . 27 Nassima Medimegh, Samir Belaid, Mohamed Atri, and Naoufel Werghi Face Analysis and Recognition Shape Analysis Based Anti-spoofing 3D Face Recognition with Mask Attacks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 41 Yinhang Tang and Liming Chen Early Features Fusion over 3D Face for Face Recognition . . . . . . . . . . . . . . 56 Claudio Tortorici and Naoufel Werghi Enhancing 3D Face Recognition by a Robust Version of ICP Based on the Three Polar Representation. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 65 Amal Rihani, Majdi Jribi, and Faouzi Ghorbel 3D Nasal Shape: A New Basis for Soft-Biometrics Recognition . . . . . . . . . . 75 Baiqiang Xia Towards a Methodology for Retrieving Suspects Using 3D Facial Descriptors. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 84 Naoufel Werghi and Hassen Drira Video and Motion Analysis Key Frame Selection for Multi-shot Person Re-identification . . . . . . . . . . . . 97 Mayssa Frikha, Omayma Chebbi, Emna Fendri, and Mohamed Hammami An Exact Smoother in a Fuzzy Jump Markov Switching Model . . . . . . . . . . 111 Zied Bouyahia, Stéphane Derrode, and Wojciech Pieczynski
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