Pattern Recognition: 40th German Conference, GCPR 2018, Stuttgart, Germany, October 9-12, 2018, Proceedings PDF
Preview Pattern Recognition: 40th German Conference, GCPR 2018, Stuttgart, Germany, October 9-12, 2018, Proceedings
Thomas Brox Andrés Bruhn Mario Fritz (Eds.) 9 6 2 1 1 S Pattern Recognition C N L 40th German Conference, GCPR 2018 Stuttgart, Germany, October 9–12, 2018 Proceedings 123 Lecture Notes in Computer Science 11269 Commenced Publication in 1973 Founding and Former Series Editors: Gerhard Goos, Juris Hartmanis, and Jan van Leeuwen Editorial Board David Hutchison Lancaster University, Lancaster, UK Takeo Kanade Carnegie Mellon University, Pittsburgh, PA, USA Josef Kittler University of Surrey, Guildford, UK Jon M. Kleinberg Cornell University, Ithaca, NY, USA Friedemann Mattern ETH Zurich, Zurich, Switzerland John C. Mitchell Stanford University, Stanford, CA, USA Moni Naor Weizmann Institute of Science, Rehovot, Israel C. Pandu Rangan Indian Institute of Technology Madras, Chennai, India Bernhard Steffen TU Dortmund University, Dortmund, Germany Demetri Terzopoulos University of California, Los Angeles, CA, USA Doug Tygar University of California, Berkeley, CA, USA More information about this series at http://www.springer.com/series/7412 é Thomas Brox Andr s Bruhn (cid:129) Mario Fritz (Eds.) Pattern Recognition 40th German Conference, GCPR 2018 – Stuttgart, Germany, October 9 12, 2018 Proceedings 123 Editors ThomasBrox Mario Fritz University of Freiburg CISPAHelmholtz Center Freiburg, Germany for Information Security Saarbrücken, Germany Andrés Bruhn University of Stuttgart Stuttgart, Germany ISSN 0302-9743 ISSN 1611-3349 (electronic) Lecture Notesin Computer Science ISBN 978-3-030-12938-5 ISBN978-3-030-12939-2 (eBook) https://doi.org/10.1007/978-3-030-12939-2 LibraryofCongressControlNumber:2019930850 LNCSSublibrary:SL6–ImageProcessing,ComputerVision,PatternRecognition,andGraphics ©SpringerNatureSwitzerlandAG2019 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. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface It was an honor and pleasure to organize the 40th German Conference on Pattern Recognition (GCPR 2018) in Stuttgart during October 9–12, 2018. With the first GCPR conference dating back to Oberpfaffenhofen in 1978 and no conference being held in 1982, this year’s event in Stuttgart was the 40th annual meeting in the long tradition of the DAGM conference series. Moreover, this year, it was the second time that the GCPR took place in Stuttgart (following DAGM 1998) and it was the second time (after GCPR 2015) that it was co-located with the International Symposium on Vision, Modeling, and Visualization (VMV). This volume comprises its refereed proceedings. Toincreasetheemphasisonappliedresearch,GCPR2018offeredadditionaltracks with dedicated track chairs for computer vision systems and applications, for pattern recognition in life and natural sciences, as well as for photogrammetry and remote sensing. Moreover, the page limit was extended from ten pages to 14 pages plus two pages of references to match the standard paper length of other top conferences in the field. As a consequence, the call for papers resulted in 123 submissions from institu- tionsfrom23countries.Thereby,eachpaperunderwentastrictdouble-blindreviewing process, in almost all cases based on reviews from three Program Committee (PC) members, sometimes with support from additional experts. In total, 48 papers were accepted for publication, resulting in an acceptance rate of 39%, which is one of the lowest acceptance rates in the history of GCPR. From those submission, 22paperswereacceptedfororalpresentation,whereas26contributionswereaccepted asposters.Theresultinghigh-qualitysingle-trackprogramcoveredtheentirespectrum ofpattern recognition,machine learning,imageprocessing, andcomputer vision.This would not have been possible without the Program Committee members, the track chairs,andtheauxiliaryreviewers,whosevaluableservicetoourscientificcommunity wehighlyappreciate,aswellaswithouttheauthors.,whomwewouldliketothankfor submitting many innovative papers to GCPR this year. Moreover, we are glad that four world-leading experts in the field of computer graphics,autonomousdrivingsmall-scalesoftrobotics,andvisualeffectsacceptedour invitation to give keynote talks, namely: – Michael Cohen (Facebook, University of Washington, USA) – Raquel Urtasun (Uber ATG Toronto, University of Toronto, Canada) – Metin Sitti (MPI for Intelligent Systems, CMU, Germany/USA) – Juri Stanossek (Mackevision, Film Academy of Ludwigsburg, Germany) Theirtalksweretrulyinspiringshowingvisionaryideasaswellasrecentprogressin therespectivefields.Thesekeynoteswerecomplementedbyadditionaltalksrelatedto the 40th anniversary of the GCPR. While the current and former presidents of the German Pattern Recognition Society (DAGM) took us on a fascinating journey from the past to the future of the DAGM, experts from medical image analysis VI Preface (JoachimHornegger,UniversityofErlangen-Nuremberg,Germany)andhumanmotion estimation(MichaelBlack,MPIforIntelligentSystems,Germany)gaveoverviewtalks outlining the development in these two areas. InthetraditionoftheGCPR,theconferenceprogramwasfurtheraccompaniedbya number of workshops and tutorials that took place on the day before the actual con- ference. These events included a workshop on “Computer Vision Challenges in Industry”organizedbyAlexander Freytag(ZeissCooperateResearch),CarstenSteger (MVTec Software GmbH) and Bodo Rosenhahn (University of Hannover), as well as two half-day tutorials on Light Fields and Visual Tracking organized by Bastian Goldlücke/Ole Johannsen (University of Konstanz, Germany) and Martin Danelljan (Linköping University, Sweden), respectively. Finally, it is our pleasure to thank our generous sponsors as well as all the people involvedintheorganizationoftheconfernece.Inthiscontext, wewouldliketothank Daimler, MVTec, and Zeiss (all as Gold Sponsors) as well as Bosch, Sony, and TeamViewer (all as Silver Sponsors). Moreover, we thank INFOS e.V. and in par- ticular Michael Matthiesen for the great organizational supportregarding logistics and finances. A final thank you goes to Tina Barthelmes, Petra Enderle, Anton Malina, PetravanSchayck,MariaSchulz,NilsRodrigues,MargotRoubicek,andKarin Vrana from VIS and VISUS at the University of Stuttgart and to Yang He from the Max Planck Institute for Informatics for all their efforts to make this conference a huge success. Wearehappythatwehostedthe40thGermanConferenceonPatternRecognitionin 2018inStuttgart,andwelookforwardtohavingagreatGCPRnextyearinDortmund. October 2018 Thomas Brox Andrés Bruhn Mario Fritz Organization General Chair Andrés Bruhn University of Stuttgart, Germany Program Chairs Thomas Brox University of Freiburg, Germany Mario Fritz CISPA Helmholtz Center i.G., Germany Programme Committee Christian Bauckhage Fraunhofer IAIS, Germany Horst Bischof TU Graz, Austria Joachim Buhmann ETH Zurich, Switzerland Daniel Cremers TU Munich, Germany Dietrich Paulus University of Koblenz, Germany Gernot Fink University of Dortmund, Germany Wolfgang Förstner University of Bonn, Germany Uwe Franke Daimler AG, Germany Jürgen Gall University of Bonn, Germany Peter Gehler University of Tübingen, Germany Michael Goesele TU Darmstadt, Germany Bastian Goldlücke University of Konstanz, Germany Fred Hamprecht Heidelberg University, Germany Matthias Hein University of Tübingen, Germany Stefan Hinz KIT, Germany Margret Keuper University of Mannheim, Germany Walter Kropatsch TU Wien, Austria Reinhard Koch University of Kiel, Germany Ullrich Köthe Heidelberg University, Germany Arjan Kuijper TU Darmstadt, Fraunhofer IGD, Germany Christoph Lampert IST Austria, Austria Laura Leal-Taixe TU Munich, Germany Bastian Leibe RWTH Aachen University, Germany Andreas Maier University of Erlangen, Germany Peter Ochs University of Freiburg, Germany Björn Ommer Heidelberg University, Germany Josef Pauli University of Duisburg-Essen, Germany Thomas Pock TU Graz, Austria VIII Organization Volker Roth University of Basel, Switzerland Stefan Roth TU Darmstadt, Germany Carsten Rother Heidelberg University, Germany Torsten Sattler ETH Zurich, Switzerland Hanno Scharr FZ Jülich, Germany Bernt Schiele MPI for Informatics, Germany Christoph Schnörr Heidelberg University, Germany Cyrill Stachniss University of Bonn, Germany Rainer Stiefelhagen KIT, Germany Christian Theobalt MPI for Informatics, Germany Thomas Vetter University of Basel, Switzerland Angela Yao University of Bonn, Germany Track Chairs Joachim Denzler University of Jena, Germany Xiaoyi Jiang University of Münster, Germany Helmut Mayer Bundeswehr University of Munich, Germany Bodo Rosenhahn University of Hannover, Germany Uwe Sörgel University of Stuttgart, Germany Carsten Steger TU Munich, MVTec Software GmbH, Germany Additional Reviewers Pasquale Foggia University of Salerno, Italy Olaf Hellwich TU Berlin, Germany Kun Liu Hella Aglaia Mobile Vision GmbH, Germany Eckart Michaelsen Fraunhofer IOSB, Germany Tuan Pham Linköping University, Sweden Nicola Strisiciuglio University of Groningen, The Netherlands Klaus Toennies University of Magdeburg, Germany Jan Dirk Wegner ETH Zurich, Switzerland Jane You Hong Kong Polytechnic University, SAR China Awards GPCR Paper Awards From all papers accepted at GCPR 2018, the following three papers were selected by the PC as award winners: GCPR 2018 Best Paper Award “End-to-End Learning of Deterministic Decision Trees” Thomas M. Hehn, Fred Hamprecht GCPR 2018 Honorable Mentions “3D Fluid Flow Estimation with Integrated Particle Reconstruction” Katrin Lasinger, Christoph Vogel, Thomas Pock, Konrad Schindler “A Randomized Gradient-Free Attack to ReLU Networks” Francesco Croce, Matthias Hein DAGM Awards The following DAGM Prizes were awarded at GCPR 2018: DAGM German Pattern Recognition Award 2018 Prof. Dr. Angela Yao University of Singapore, Singapore (previously University of Bonn, Germany) TheawardwasgiventoProf.AngelaYaoforheroutstandingcontributionstothearea of hand pose estimation and action recognition. DAGM MVTec Dissertation Awards 2018 Dr. Mateusz Malinowski Max Planck Institute for Informatics, Saarbrücken, Germany “Towards Holistic Machines: From Visual Recognition to Question Answering About Real-world Images” PhD Thesis, Saarland University, 2017 Dr. Siyu Tang Max Planck Institute for Informatics, Saarbrücken, Germany “People Detection and Tracking in Crowded Scenes” PhD Thesis, Saarland University, 2017
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