Lecture Notes in Computer Science 12375

Founding Editors

Gerhard GoosKarlsruhe Institute of Technology, Karlsruhe, Germany

Juris HartmanisCornell University, Ithaca, NY, USA

Editorial Board Members

Elisa BertinoPurdue University, West Lafayette, IN, USA

Wen GaoPeking University, Beijing, China

Bernhard SteffenTU Dortmund University, Dortmund, Germany

Gerhard WoegingerRWTH Aachen, Aachen, Germany

Moti YungColumbia University, New York, NY, USA

More information about this series at http://www.springer.com/series/7412

Andrea Vedaldi • Horst Bischof •

Thomas Brox • Jan-Michael Frahm (Eds.)

Computer Vision –

ECCV 202016th European ConferenceGlasgow, UK, August 23–28, 2020Proceedings, Part XXX

123

EditorsAndrea VedaldiUniversity of OxfordOxford, UK

Horst BischofGraz University of TechnologyGraz, Austria

Thomas BroxUniversity of FreiburgFreiburg im Breisgau, Germany

Jan-Michael FrahmUniversity of North Carolina at Chapel HillChapel Hill, NC, USA

ISSN 0302-9743 ISSN 1611-3349 (electronic)Lecture Notes in Computer ScienceISBN 978-3-030-58576-1 ISBN 978-3-030-58577-8 (eBook)https://doi.org/10.1007/978-3-030-58577-8

LNCS Sublibrary: SL6 – Image Processing, Computer Vision, Pattern Recognition, and Graphics

© Springer Nature Switzerland AG 2020This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of thematerial 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 informationstorage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology nowknown or hereafter developed.The use of general descriptive names, registered names, trademarks, service marks, etc. in this publicationdoes not imply, even in the absence of a specific statement, that such names are exempt from the relevantprotective laws and regulations and therefore free for general use.The publisher, the authors and the editors are safe to assume that the advice and information in this book arebelieved to be true and accurate at the date of publication. Neither the publisher nor the authors or the editorsgive a warranty, expressed or implied, with respect to the material contained herein or for any errors oromissions that may have been made. The publisher remains neutral with regard to jurisdictional claims inpublished maps and institutional affiliations.

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Foreword

Hosting the European Conference on Computer Vision (ECCV 2020) was certainly anexciting journey. From the 2016 plan to hold it at the Edinburgh InternationalConference Centre (hosting 1,800 delegates) to the 2018 plan to hold it at Glasgow’sScottish Exhibition Centre (up to 6,000 delegates), we finally ended with movingonline because of the COVID-19 outbreak. While possibly having fewer delegates thanexpected because of the online format, ECCV 2020 still had over 3,100 registeredparticipants.

Although online, the conference delivered most of the activities expected at aface-to-face conference: peer-reviewed papers, industrial exhibitors, demonstrations,and messaging between delegates. In addition to the main technical sessions, theconference included a strong program of satellite events with 16 tutorials and 44workshops.

Furthermore, the online conference format enabled new conference features. Everypaper had an associated teaser video and a longer full presentation video. Along withthe papers and slides from the videos, all these materials were available the week beforethe conference. This allowed delegates to become familiar with the paper content andbe ready for the live interaction with the authors during the conference week. The liveevent consisted of brief presentations by the oral and spotlight authors and industrialsponsors. Question and answer sessions for all papers were timed to occur twice sodelegates from around the world had convenient access to the authors.

As with ECCV 2018, authors’ draft versions of the papers appeared online withopen access, now on both the Computer Vision Foundation (CVF) and the EuropeanComputer Vision Association (ECVA) websites. An archival publication arrangementwas put in place with the cooperation of Springer. SpringerLink hosts the final versionof the papers with further improvements, such as activating reference links and sup-plementary materials. These two approaches benefit all potential readers: a versionavailable freely for all researchers, and an authoritative and citable version withadditional benefits for SpringerLink subscribers. We thank Alfred Hofmann and Ali-aksandr Birukou from Springer for helping to negotiate this agreement, which weexpect will continue for future versions of ECCV.

August 2020 Vittorio FerrariBob Fisher

Cordelia SchmidEmanuele Trucco

Preface

Welcome to the proceedings of the European Conference on Computer Vision (ECCV2020). This is a unique edition of ECCV in many ways. Due to the COVID-19pandemic, this is the first time the conference was held online, in a virtual format. Thiswas also the first time the conference relied exclusively on the Open Review platformto manage the review process. Despite these challenges ECCV is thriving. The con-ference received 5,150 valid paper submissions, of which 1,360 were accepted forpublication (27%) and, of those, 160 were presented as spotlights (3%) and 104 as orals(2%). This amounts to more than twice the number of submissions to ECCV 2018(2,439). Furthermore, CVPR, the largest conference on computer vision, received5,850 submissions this year, meaning that ECCV is now 87% the size of CVPR interms of submissions. By comparison, in 2018 the size of ECCV was only 73% ofCVPR.

The review model was similar to previous editions of ECCV; in particular, it wasdouble blind in the sense that the authors did not know the name of the reviewers andvice versa. Furthermore, each conference submission was held confidentially, and wasonly publicly revealed if and once accepted for publication. Each paper received at leastthree reviews, totalling more than 15,000 reviews. Handling the review process at thisscale was a significant challenge. In order to ensure that each submission received asfair and high-quality reviews as possible, we recruited 2,830 reviewers (a 130%increase with reference to 2018) and 207 area chairs (a 60% increase). The area chairswere selected based on their technical expertise and reputation, largely among peoplethat served as area chair in previous top computer vision and machine learning con-ferences (ECCV, ICCV, CVPR, NeurIPS, etc.). Reviewers were similarly invited fromprevious conferences. We also encouraged experienced area chairs to suggest addi-tional chairs and reviewers in the initial phase of recruiting.

Despite doubling the number of submissions, the reviewer load was slightly reducedfrom 2018, from a maximum of 8 papers down to 7 (with some reviewers offering tohandle 6 papers plus an emergency review). The area chair load increased slightly,from 18 papers on average to 22 papers on average.

Conflicts of interest between authors, area chairs, and reviewers were handled lar-gely automatically by the Open Review platform via their curated list of user profiles.Many authors submitting to ECCV already had a profile in Open Review. We set apaper registration deadline one week before the paper submission deadline in order toencourage all missing authors to register and create their Open Review profiles well ontime (in practice, we allowed authors to create/change papers arbitrarily until thesubmission deadline). Except for minor issues with users creating duplicate profiles,this allowed us to easily and quickly identify institutional conflicts, and avoid them,while matching papers to area chairs and reviewers.

Papers were matched to area chairs based on: an affinity score computed by theOpen Review platform, which is based on paper titles and abstracts, and an affinity

score computed by the Toronto Paper Matching System (TPMS), which is based on thepaper’s full text, the area chair bids for individual papers, load balancing, and conflictavoidance. Open Review provides the program chairs a convenient web interface toexperiment with different configurations of the matching algorithm. The chosen con-figuration resulted in about 50% of the assigned papers to be highly ranked by the areachair bids, and 50% to be ranked in the middle, with very few low bids assigned.

Assignments to reviewers were similar, with two differences. First, there was amaximum of 7 papers assigned to each reviewer. Second, area chairs recommended upto seven reviewers per paper, providing another highly-weighed term to the affinityscores used for matching.

The assignment of papers to area chairs was smooth. However, it was more difficultto find suitable reviewers for all papers. Having a ratio of 5.6 papers per reviewer with amaximum load of 7 (due to emergency reviewer commitment), which did not allow formuch wiggle room in order to also satisfy conflict and expertise constraints. Wereceived some complaints from reviewers who did not feel qualified to review specificpapers and we reassigned them wherever possible. However, the large scale of theconference, the many constraints, and the fact that a large fraction of such complaintsarrived very late in the review process made this process very difficult and not allcomplaints could be addressed.

Reviewers had six weeks to complete their assignments. Possibly due to COVID-19or the fact that the NeurIPS deadline was moved closer to the review deadline, a record30% of the reviews were still missing after the deadline. By comparison, ECCV 2018experienced only 10% missing reviews at this stage of the process. In the subsequentweek, area chairs chased the missing reviews intensely, found replacement reviewers intheir own team, and managed to reach 10% missing reviews. Eventually, we couldprovide almost all reviews (more than 99.9%) with a delay of only a couple of days onthe initial schedule by a significant use of emergency reviews. If this trend is confirmed,it might be a major challenge to run a smooth review process in future editions ofECCV. The community must reconsider prioritization of the time spent on paperwriting (the number of submissions increased a lot despite COVID-19) and time spenton paper reviewing (the number of reviews delivered in time decreased a lot pre-sumably due to COVID-19 or NeurIPS deadline). With this imbalance the peer-reviewsystem that ensures the quality of our top conferences may break soon.

Reviewers submitted their reviews independently. In the reviews, they had theopportunity to ask questions to the authors to be addressed in the rebuttal. However,reviewers were told not to request any significant new experiment. Using the OpenReview interface, authors could provide an answer to each individual review, but werealso allowed to cross-reference reviews and responses in their answers. Rather thanPDF files, we allowed the use of formatted text for the rebuttal. The rebuttal and initialreviews were then made visible to all reviewers and the primary area chair for a givenpaper. The area chair encouraged and moderated the reviewer discussion. During thediscussions, reviewers were invited to reach a consensus and possibly adjust theirratings as a result of the discussion and of the evidence in the rebuttal.

After the discussion period ended, most reviewers entered a final rating and rec-ommendation, although in many cases this did not differ from their initial recom-mendation. Based on the updated reviews and discussion, the primary area chair then

viii Preface

made a preliminary decision to accept or reject the paper and wrote a justification for it(meta-review). Except for cases where the outcome of this process was absolutely clear(as indicated by the three reviewers and primary area chairs all recommending clearrejection), the decision was then examined and potentially challenged by a secondaryarea chair. This led to further discussion and overturning a small number of preliminarydecisions. Needless to say, there was no in-person area chair meeting, which wouldhave been impossible due to COVID-19.

Area chairs were invited to observe the consensus of the reviewers wheneverpossible and use extreme caution in overturning a clear consensus to accept or reject apaper. If an area chair still decided to do so, she/he was asked to clearly justify it in themeta-review and to explicitly obtain the agreement of the secondary area chair. Inpractice, very few papers were rejected after being confidently accepted by thereviewers.

This was the first time Open Review was used as the main platform to run ECCV. In2018, the program chairs used CMT3 for the user-facing interface and Open Reviewinternally, for matching and conflict resolution. Since it is clearly preferable to only usea single platform, this year we switched to using Open Review in full. The experiencewas largely positive. The platform is highly-configurable, scalable, and open source.Being written in Python, it is easy to write scripts to extract data programmatically. Thepaper matching and conflict resolution algorithms and interfaces are top-notch, also dueto the excellent author profiles in the platform. Naturally, there were a few kinks alongthe way due to the fact that the ECCV Open Review configuration was created fromscratch for this event and it differs in substantial ways from many other Open Reviewconferences. However, the Open Review development and support team did a fantasticjob in helping us to get the configuration right and to address issues in a timely manneras they unavoidably occurred. We cannot thank them enough for the tremendous effortthey put into this project.

Finally, we would like to thank everyone involved in making ECCV 2020 possiblein these very strange and difficult times. This starts with our authors, followed by thearea chairs and reviewers, who ran the review process at an unprecedented scale. Thewhole Open Review team (and in particular Melisa Bok, Mohit Unyal, CarlosMondragon Chapa, and Celeste Martinez Gomez) worked incredibly hard for the entireduration of the process. We would also like to thank René Vidal for contributing to theadoption of Open Review. Our thanks also go to Laurent Charling for TPMS and to theprogram chairs of ICML, ICLR, and NeurIPS for cross checking double submissions.We thank the website chair, Giovanni Farinella, and the CPI team (in particular AshleyCook, Miriam Verdon, Nicola McGrane, and Sharon Kerr) for promptly addingmaterial to the website as needed in the various phases of the process. Finally, we thankthe publication chairs, Albert Ali Salah, Hamdi Dibeklioglu, Metehan Doyran, HenryHoward-Jenkins, Victor Prisacariu, Siyu Tang, and Gul Varol, who managed tocompile these substantial proceedings in an exceedingly compressed schedule. Weexpress our thanks to the ECVA team, in particular Kristina Scherbaum for allowingopen access of the proceedings. We thank Alfred Hofmann from Springer who again

Preface ix

serve as the publisher. Finally, we thank the other chairs of ECCV 2020, including inparticular the general chairs for very useful feedback with the handling of the program.

August 2020 Andrea VedaldiHorst BischofThomas Brox

Jan-Michael Frahm

x Preface

Organization

General Chairs

Vittorio Ferrari Google Research, SwitzerlandBob Fisher University of Edinburgh, UKCordelia Schmid Google and Inria, FranceEmanuele Trucco University of Dundee, UK

Program Chairs

Andrea Vedaldi University of Oxford, UKHorst Bischof Graz University of Technology, AustriaThomas Brox University of Freiburg, GermanyJan-Michael Frahm University of North Carolina, USA

Industrial Liaison Chairs

Jim Ashe University of Edinburgh, UKHelmut Grabner Zurich University of Applied Sciences, SwitzerlandDiane Larlus NAVER LABS Europe, FranceCristian Novotny University of Edinburgh, UK

Local Arrangement Chairs

Yvan Petillot Heriot-Watt University, UKPaul Siebert University of Glasgow, UK

Academic Demonstration Chair

Thomas Mensink Google Research and University of Amsterdam,The Netherlands

Poster Chair

Stephen Mckenna University of Dundee, UK

Technology Chair

Gerardo Aragon Camarasa University of Glasgow, UK

Tutorial Chairs

Carlo Colombo University of Florence, ItalySotirios Tsaftaris University of Edinburgh, UK

Publication Chairs

Albert Ali Salah Utrecht University, The NetherlandsHamdi Dibeklioglu Bilkent University, TurkeyMetehan Doyran Utrecht University, The NetherlandsHenry Howard-Jenkins University of Oxford, UKVictor Adrian Prisacariu University of Oxford, UKSiyu Tang ETH Zurich, SwitzerlandGul Varol University of Oxford, UK

Website Chair

Giovanni Maria Farinella University of Catania, Italy

Workshops Chairs

Adrien Bartoli University of Clermont Auvergne, FranceAndrea Fusiello University of Udine, Italy

Area Chairs

Lourdes Agapito University College London, UKZeynep Akata University of Tübingen, GermanyKarteek Alahari Inria, FranceAntonis Argyros University of Crete, GreeceHossein Azizpour KTH Royal Institute of Technology, SwedenJoao P. Barreto Universidade de Coimbra, PortugalAlexander C. Berg University of North Carolina at Chapel Hill, USAMatthew B. Blaschko KU Leuven, BelgiumLubomir D. Bourdev WaveOne, Inc., USAEdmond Boyer Inria, FranceYuri Boykov University of Waterloo, CanadaGabriel Brostow University College London, UKMichael S. Brown National University of Singapore, SingaporeJianfei Cai Monash University, AustraliaBarbara Caputo Politecnico di Torino, ItalyAyan Chakrabarti Washington University, St. Louis, USATat-Jen Cham Nanyang Technological University, SingaporeManmohan Chandraker University of California, San Diego, USARama Chellappa Johns Hopkins University, USALiang-Chieh Chen Google, USA

xii Organization

Yung-Yu Chuang National Taiwan University, TaiwanOndrej Chum Czech Technical University in Prague, Czech RepublicBrian Clipp Kitware, USAJohn Collomosse University of Surrey and Adobe Research, UKJason J. Corso University of Michigan, USADavid J. Crandall Indiana University, USADaniel Cremers University of California, Los Angeles, USAFabio Cuzzolin Oxford Brookes University, UKJifeng Dai SenseTime, SAR ChinaKostas Daniilidis University of Pennsylvania, USAAndrew Davison Imperial College London, UKAlessio Del Bue Fondazione Istituto Italiano di Tecnologia, ItalyJia Deng Princeton University, USAAlexey Dosovitskiy Google, GermanyMatthijs Douze Facebook, FranceEnrique Dunn Stevens Institute of Technology, USAIrfan Essa Georgia Institute of Technology and Google, USAGiovanni Maria Farinella University of Catania, ItalyRyan Farrell Brigham Young University, USAPaolo Favaro University of Bern, SwitzerlandRogerio Feris International Business Machines, USACornelia Fermuller University of Maryland, College Park, USADavid J. Fleet Vector Institute, CanadaFriedrich Fraundorfer DLR, AustriaMario Fritz CISPA Helmholtz Center for Information Security,

GermanyPascal Fua EPFL (Swiss Federal Institute of Technology

Lausanne), SwitzerlandYasutaka Furukawa Simon Fraser University, CanadaLi Fuxin Oregon State University, USAEfstratios Gavves University of Amsterdam, The NetherlandsPeter Vincent Gehler Amazon, USATheo Gevers University of Amsterdam, The NetherlandsRoss Girshick Facebook AI Research, USABoqing Gong Google, USAStephen Gould Australian National University, AustraliaJinwei Gu SenseTime Research, USAAbhinav Gupta Facebook, USABohyung Han Seoul National University, South KoreaBharath Hariharan Cornell University, USATal Hassner Facebook AI Research, USAXuming He Australian National University, AustraliaJoao F. Henriques University of Oxford, UKAdrian Hilton University of Surrey, UKMinh Hoai Stony Brooks, State University of New York, USADerek Hoiem University of Illinois Urbana-Champaign, USA

Organization xiii

Timothy Hospedales University of Edinburgh and Samsung, UKGang Hua Wormpex AI Research, USASlobodan Ilic Siemens AG, GermanyHiroshi Ishikawa Waseda University, JapanJiaya Jia The Chinese University of Hong Kong, SAR ChinaHailin Jin Adobe Research, USAJustin Johnson University of Michigan, USAFrederic Jurie University of Caen Normandie, FranceFredrik Kahl Chalmers University, SwedenSing Bing Kang Zillow, USAGunhee Kim Seoul National University, South KoreaJunmo Kim Korea Advanced Institute of Science and Technology,

South KoreaTae-Kyun Kim Imperial College London, UKRon Kimmel Technion-Israel Institute of Technology, IsraelAlexander Kirillov Facebook AI Research, USAKris Kitani Carnegie Mellon University, USAIasonas Kokkinos Ariel AI, UKVladlen Koltun Intel Labs, USANikos Komodakis Ecole des Ponts ParisTech, FrancePiotr Koniusz Australian National University, AustraliaM. Pawan Kumar University of Oxford, UKKyros Kutulakos University of Toronto, CanadaChristoph Lampert IST Austria, AustriaIvan Laptev Inria, FranceDiane Larlus NAVER LABS Europe, FranceLaura Leal-Taixe Technical University Munich, GermanyHonglak Lee Google and University of Michigan, USAJoon-Young Lee Adobe Research, USAKyoung Mu Lee Seoul National University, South KoreaSeungyong Lee POSTECH, South KoreaYong Jae Lee University of California, Davis, USABastian Leibe RWTH Aachen University, GermanyVictor Lempitsky Samsung, RussiaAles Leonardis University of Birmingham, UKMarius Leordeanu Institute of Mathematics of the Romanian Academy,

RomaniaVincent Lepetit ENPC ParisTech, FranceHongdong Li The Australian National University, AustraliaXi Li Zhejiang University, ChinaYin Li University of Wisconsin-Madison, USAZicheng Liao Zhejiang University, ChinaJongwoo Lim Hanyang University, South KoreaStephen Lin Microsoft Research Asia, ChinaYen-Yu Lin National Chiao Tung University, Taiwan, ChinaZhe Lin Adobe Research, USA

xiv Organization

Haibin Ling Stony Brooks, State University of New York, USAJiaying Liu Peking University, ChinaMing-Yu Liu NVIDIA, USASi Liu Beihang University, ChinaXiaoming Liu Michigan State University, USAHuchuan Lu Dalian University of Technology, ChinaSimon Lucey Carnegie Mellon University, USAJiebo Luo University of Rochester, USAJulien Mairal Inria, FranceMichael Maire University of Chicago, USASubhransu Maji University of Massachusetts, Amherst, USAYasushi Makihara Osaka University, JapanJiri Matas Czech Technical University in Prague, Czech RepublicYasuyuki Matsushita Osaka University, JapanPhilippos Mordohai Stevens Institute of Technology, USAVittorio Murino University of Verona, ItalyNaila Murray NAVER LABS Europe, FranceHajime Nagahara Osaka University, JapanP. J. Narayanan International Institute of Information Technology

(IIIT), Hyderabad, IndiaNassir Navab Technical University of Munich, GermanyNatalia Neverova Facebook AI Research, FranceMatthias Niessner Technical University of Munich, GermanyJean-Marc Odobez Idiap Research Institute and Swiss Federal Institute

of Technology Lausanne, SwitzerlandFrancesca Odone Universita di Genova, ItalyTakeshi Oishi The University of Tokyo, Tokyo Institute

of Technology, JapanVicente Ordonez University of Virginia, USAManohar Paluri Facebook AI Research, USAMaja Pantic Imperial College London, UKIn Kyu Park Inha University, South KoreaIoannis Patras Queen Mary University of London, UKPatrick Perez Valeo, FranceBryan A. Plummer Boston University, USAThomas Pock Graz University of Technology, AustriaMarc Pollefeys ETH Zurich and Microsoft MR & AI Zurich Lab,

SwitzerlandJean Ponce Inria, FranceGerard Pons-Moll MPII, Saarland Informatics Campus, GermanyJordi Pont-Tuset Google, SwitzerlandJames Matthew Rehg Georgia Institute of Technology, USAIan Reid University of Adelaide, AustraliaOlaf Ronneberger DeepMind London, UKStefan Roth TU Darmstadt, GermanyBryan Russell Adobe Research, USA

Organization xv

Mathieu Salzmann EPFL, SwitzerlandDimitris Samaras Stony Brook University, USAImari Sato National Institute of Informatics (NII), JapanYoichi Sato The University of Tokyo, JapanTorsten Sattler Czech Technical University in Prague, Czech RepublicDaniel Scharstein Middlebury College, USABernt Schiele MPII, Saarland Informatics Campus, GermanyJulia A. Schnabel King’s College London, UKNicu Sebe University of Trento, ItalyGreg Shakhnarovich Toyota Technological Institute at Chicago, USAHumphrey Shi University of Oregon, USAJianbo Shi University of Pennsylvania, USAJianping Shi SenseTime, ChinaLeonid Sigal University of British Columbia, CanadaCees Snoek University of Amsterdam, The NetherlandsRichard Souvenir Temple University, USAHao Su University of California, San Diego, USAAkihiro Sugimoto National Institute of Informatics (NII), JapanJian Sun Megvii Technology, ChinaJian Sun Xi’an Jiaotong University, ChinaChris Sweeney Facebook Reality Labs, USAYu-wing Tai Kuaishou Technology, ChinaChi-Keung Tang The Hong Kong University of Science

and Technology, SAR ChinaRadu Timofte ETH Zurich, SwitzerlandSinisa Todorovic Oregon State University, USAGiorgos Tolias Czech Technical University in Prague, Czech RepublicCarlo Tomasi Duke University, USATatiana Tommasi Politecnico di Torino, ItalyLorenzo Torresani Facebook AI Research and Dartmouth College, USAAlexander Toshev Google, USAZhuowen Tu University of California, San Diego, USATinne Tuytelaars KU Leuven, BelgiumJasper Uijlings Google, SwitzerlandNuno Vasconcelos University of California, San Diego, USAOlga Veksler University of Waterloo, CanadaRene Vidal Johns Hopkins University, USAGang Wang Alibaba Group, ChinaJingdong Wang Microsoft Research Asia, ChinaYizhou Wang Peking University, ChinaLior Wolf Facebook AI Research and Tel Aviv University, IsraelJianxin Wu Nanjing University, ChinaTao Xiang University of Surrey, UKSaining Xie Facebook AI Research, USAMing-Hsuan Yang University of California at Merced and Google, USARuigang Yang University of Kentucky, USA

xvi Organization

Kwang Moo Yi University of Victoria, CanadaZhaozheng Yin Stony Brook, State University of New York, USAChang D. Yoo Korea Advanced Institute of Science and Technology,

South KoreaShaodi You University of Amsterdam, The NetherlandsJingyi Yu ShanghaiTech University, ChinaStella Yu University of California, Berkeley, and ICSI, USAStefanos Zafeiriou Imperial College London, UKHongbin Zha Peking University, ChinaTianzhu Zhang University of Science and Technology of China, ChinaLiang Zheng Australian National University, AustraliaTodd E. Zickler Harvard University, USAAndrew Zisserman University of Oxford, UK

Technical Program Committee

SathyanarayananN. Aakur

Wael Abd AlmgaeedAbdelrahman

AbdelhamedAbdullah AbuolaimSupreeth AcharHanno AckermannEhsan AdeliTriantafyllos AfourasSameer AgarwalAishwarya AgrawalHarsh AgrawalPulkit AgrawalAntonio AgudoEirikur AgustssonKarim AhmedByeongjoo AhnUnaiza AhsanThalaiyasingam AjanthanKenan E. AkEmre AkbasNaveed AkhtarDerya AkkaynakYagiz AksoyZiad Al-HalahXavier Alameda-PinedaJean-Baptiste Alayrac

Samuel AlbanieShadi AlbarqouniCenek AlblHassan Abu AlhaijaDaniel AliagaMohammad

S. AliakbarianRahaf AljundiThiemo AlldieckJon AlmazanJose M. AlvarezSenjian AnSaket AnandCodruta AncutiCosmin AncutiPeter AndersonJuan Andrade-CettoAlexander AndreopoulosMisha AndrilukaDragomir AnguelovRushil AnirudhMichel AntunesOisin Mac AodhaSrikar AppalarajuRelja ArandjelovicNikita AraslanovAndre AraujoHelder Araujo

Pablo ArbelaezShervin ArdeshirSercan O. ArikAnil ArmaganAnurag ArnabChetan AroraFederica ArrigoniMathieu AubryShai AvidanAngelica I. Aviles-RiveroYannis AvrithisIsmail Ben AyedShekoofeh AziziIoan Andrei BârsanArtem BabenkoDeepak Babu SamSeung-Hwan BaekSeungryul BaekAndrew D. BagdanovShai BagonYuval BahatJunjie BaiSong BaiXiang BaiYalong BaiYancheng BaiPeter BajcsySlawomir Bak

Organization xvii

Mahsa BaktashmotlaghKavita BalaYogesh BalajiGuha BalakrishnanV. N. BalasubramanianFederico BaldassarreVassileios BalntasShurjo BanerjeeAayush BansalAnkan BansalJianmin BaoLinchao BaoWenbo BaoYingze BaoAkash BapatMd Jawadul Hasan BappyFabien BaradelLorenzo BaraldiDaniel BarathAdrian BarbuKobus BarnardNick BarnesFrancisco BarrancoJonathan T. BarronArslan BasharatChaim BaskinAnil S. BaslamisliJorge BatistaKayhan BatmanghelichKonstantinos BatsosDavid BauLuis BaumelaChristoph BaurEduardo

Bayro-CorrochanoPaul BeardsleyJan Bednavr’ikOscar BeijbomPhilippe BekaertEsube BekeleVasileios BelagiannisOhad Ben-ShaharAbhijit BendaleRóger Bermúdez-ChacónMaxim BermanJesus Bermudez-cameo

Florian BernardStefano BerrettiMarcelo BertalmioGedas BertasiusCigdem BeyanLucas BeyerVijayakumar BhagavatulaArjun Nitin BhagojiApratim BhattacharyyaBinod BhattaraiSai BiJia-Wang BianSimone BiancoAdel BibiTolga BirdalTom BishopSoma BiswasMårten BjörkmanVolker BlanzVishnu BoddetiNavaneeth BodlaSimion-Vlad BogolinXavier BoixPiotr BojanowskiTimo BolkartGuido BorghiLarbi BoubchirGuillaume BourmaudAdrien BousseauThierry BouwmansRichard BowdenHakan BoyrazMathieu BrédifSamarth BrahmbhattSteve BransonNikolas BraschBiagio BrattoliErnesto BrauToby P. BreckonFrancois BremondJesus BrialesSofia BrooméMarcus A. BrubakerLuc BrunSilvia BucciShyamal Buch

Pradeep BuddharajuUta BuechlerMai BuiTu BuiAdrian BulatGiedrius T. BurachasElena BurceanuXavier P. Burgos-ArtizzuKaylee BurnsAndrei BursucBenjamin BusamWonmin ByeonZoya BylinskiiSergi CaellesJianrui CaiMinjie CaiYujun CaiZhaowei CaiZhipeng CaiJuan C. CaicedoSimone CalderaraNecati Cihan CamgozDylan CampbellOctavia CampsJiale CaoKaidi CaoLiangliang CaoXiangyong CaoXiaochun CaoYang CaoYu CaoYue CaoZhangjie CaoLuca CarloneMathilde CaronDan CasasThomas J. CashmanUmberto CastellaniLluis CastrejonJacopo CavazzaFabio CermelliHakan CevikalpMenglei ChaiIshani ChakrabortyRudrasis ChakrabortyAntoni B. Chan

xviii Organization

Kwok-Ping ChanSiddhartha ChandraSharat ChandranArjun ChandrasekaranAngel X. ChangChe-Han ChangHong ChangHyun Sung ChangHyung Jin ChangJianlong ChangJu Yong ChangMing-Ching ChangSimyung ChangXiaojun ChangYu-Wei ChaoDevendra S. ChaplotArslan ChaudhryRizwan A. ChaudhryCan ChenChang ChenChao ChenChen ChenChu-Song ChenDapeng ChenDong ChenDongdong ChenGuanying ChenHongge ChenHsin-yi ChenHuaijin ChenHwann-Tzong ChenJianbo ChenJianhui ChenJiansheng ChenJiaxin ChenJie ChenJun-Cheng ChenKan ChenKevin ChenLin ChenLong ChenMin-Hung ChenQifeng ChenShi ChenShixing ChenTianshui Chen

Weifeng ChenWeikai ChenXi ChenXiaohan ChenXiaozhi ChenXilin ChenXingyu ChenXinlei ChenXinyun ChenYi-Ting ChenYilun ChenYing-Cong ChenYinpeng ChenYiran ChenYu ChenYu-Sheng ChenYuhua ChenYun-Chun ChenYunpeng ChenYuntao ChenZhuoyuan ChenZitian ChenAnchieh ChengBowen ChengErkang ChengGong ChengGuangliang ChengJingchun ChengJun ChengLi chengMing-Ming ChengYu ChengZiang ChengAnoop CherianDmitry ChetverikovNgai-man CheungWilliam CheungAjad ChhatkuliNaoki ChibaBenjamin ChidesterHan-pang ChiuMang Tik ChiuWei-Chen ChiuDonghyeon ChoHojin ChoMinsu Cho

Nam Ik ChoTim ChoTae Eun ChoeChiho ChoiEdward ChoiInchang ChoiJinsoo ChoiJonghyun ChoiJongwon ChoiYukyung ChoiHisham CholakkalEunji ChongJaegul ChooChristopher ChoyHang ChuPeng ChuWen-Sheng ChuAlbert ChungJoon Son ChungHai CiSafa CicekRamazan G. CinbisArridhana CiptadiJavier CiveraJames J. ClarkRonald ClarkFelipe CodevillaMichael CogswellAndrea CohenMaxwell D. CollinsCarlo ColomboYang CongAdria R. ContinenteMarcella CorniaJohn Richard CorringDarren CoskerDragos CosteaGarrison W. CottrellFlorent Couzinie-DevyMarco CristaniIoana CroitoruJames L. CrowleyJiequan CuiZhaopeng CuiRoss CutlerAntonio D’Innocente

Organization xix

Rozenn DahyotBo DaiDengxin DaiHang DaiLongquan DaiShuyang DaiXiyang DaiYuchao DaiAdrian V. DalcaDima DamenBharath B. DamodaranKristin DanaMartin DanelljanZheng DangZachary Alan DanielsDonald G. DansereauAbhishek DasSamyak DattaAchal DaveTitas DeRodrigo de BemTeo de CamposRaoul de CharetteShalini De MelloJoseph DeGolHerve DelingetteHaowen DengJiankang DengWeijian DengZhiwei DengJoachim DenzlerKonstantinos G. DerpanisAditya DeshpandeFrederic DevernaySomdip DeyArturo DezaAbhinav DhallHelisa DhamoVikas DhimanFillipe Dias Moreira

de SouzaAli DibaFerran DiegoGuiguang DingHenghui DingJian Ding

Mingyu DingXinghao DingZhengming DingRobert DiPietroCosimo DistanteAjay DivakaranMandar DixitAbdelaziz DjelouahThanh-Toan DoJose DolzBo DongChao DongJiangxin DongWeiming DongWeisheng DongXingping DongXuanyi DongYinpeng DongGianfranco DorettoHazel DoughtyHassen DriraBertram DrostDawei DuYe DuanYueqi DuanAbhimanyu DubeyAnastasia DubrovinaStefan DuffnerChi Nhan DuongThibaut DurandZoran DuricIulia DutaDebidatta DwibediBenjamin EckartMarc EderMarzieh EdrakiAlexei A. EfrosKiana EhsaniHazm Kemal EkenelJames H. ElderMohamed ElgharibShireen ElhabianEhsan ElhamifarMohamed ElhoseinyIan EndresN. Benjamin Erichson

Jan ErnstSergio EscaleraFrancisco EscolanoVictor EscorciaCarlos EstevesFrancisco J. EstradaBin FanChenyou FanDeng-Ping FanHaoqi FanHehe FanHeng FanKai FanLijie FanLinxi FanQuanfu FanShaojing FanXiaochuan FanXin FanYuchen FanSean FanelloHao-Shu FangHaoyang FangKuan FangYi FangYuming FangAzade FarshadAlireza FathiRaanan FattalJoao FayadXiaohan FeiChristoph FeichtenhoferMichael FelsbergChen FengJiashi FengJunyi FengMengyang FengQianli FengZhenhua FengMichele FenziAndras FerenczMartin FergieBasura FernandoEthan FetayaMichael FirmanJohn W. Fisher

xx Organization

Matthew FisherBoris FlachCorneliu FloreaWolfgang FoerstnerDavid FofiGian Luca ForestiPer-Erik ForssenDavid FouheyKaterina FragkiadakiVictor FragosoJean-Sébastien FrancoOhad FriedIuri FrosioCheng-Yang FuHuazhu FuJianlong FuJingjing FuXueyang FuYanwei FuYing FuYun FuOlac FuentesKent FujiwaraTakuya FunatomiChristopher FunkThomas FunkhouserAntonino FurnariRyo FurukawaErik GärtnerRaghudeep GaddeMatheus GadelhaVandit GajjarTrevor GaleJuergen GallMathias GallardoGuillermo GallegoOrazio GalloChuang GanZhe GanMadan Ravi GaneshAditya GaneshanSiddha GanjuBin-Bin GaoChangxin GaoFeng GaoHongchang Gao

Jin GaoJiyang GaoJunbin GaoKatelyn GaoLin GaoMingfei GaoRuiqi GaoRuohan GaoShenghua GaoYuan GaoYue GaoNoa GarciaAlberto Garcia-GarciaGuillermo

Garcia-HernandoJacob R. GardnerAnimesh GargKshitiz GargRahul GargRavi GargPhilip N. GarnerKirill GavrilyukPaul GayShiming GeWeifeng GeBaris GecerXin GengKyle GenovaStamatios GeorgoulisBernard GhanemMichael GharbiKamran GhasediGolnaz GhiasiArnab GhoshPartha GhoshSilvio GiancolaAndrew GilbertRohit GirdharXavier Giro-i-NietoThomas GittingsIoannis GkioulekasClement GodardVaibhava GoelBastian GoldlueckeLluis GomezNuno Gonçalves

Dong GongKe GongMingming GongAbel Gonzalez-GarciaAriel GordonDaniel GordonPaulo GotardoVenu Madhav GovinduAnkit GoyalPriya GoyalRaghav GoyalBenjamin GrahamDouglas GrayBrent A. GriffinEtienne GrossmannDavid GuJiayuan GuJiuxiang GuLin GuQiao GuShuhang GuJose J. GuerreroPaul GuerreroJie GuiJean-Yves GuillemautRiza Alp GulerErhan GundogduFatma GuneyGuodong GuoKaiwen GuoQi GuoSheng GuoShi GuoTiantong GuoXiaojie GuoYijie GuoYiluan GuoYuanfang GuoYulan GuoAgrim GuptaAnkush GuptaMohit GuptaSaurabh GuptaTanmay GuptaDanna GurariAbner Guzman-Rivera

Organization xxi

JunYoung GwakMichael GygliJung-Woo HaSimon HadfieldIsma HadjiBjoern HaefnerTaeyoung HahnLevente HajderPeter HallEmanuela HallerStefan HallerBumsub HamAbdullah HamdiDongyoon HanHu HanJungong HanJunwei HanKai HanTian HanXiaoguang HanXintong HanYahong HanAnkur HandaZekun HaoAlbert HaqueTatsuya HaradaMehrtash HarandiAdam W. HarleyMahmudul HasanAtsushi HashimotoAli HatamizadehMunawar HayatDongliang HeJingrui HeJunfeng HeKaiming HeKun HeLei HePan HeRan HeShengfeng HeTong HeWeipeng HeXuming HeYang HeYihui He

Zhihai HeChinmay HegdeJanne HeikkilaMattias P. HeinrichStéphane HerbinAlexander HermansLuis HerranzJohn R. HersheyAaron HertzmannRoei HerzigAnders HeydenSteven HicksonOtmar HilligesTomas HodanJudy HoffmanMichael HofmannYannick Hold-GeoffroyNamdar HomayounfarSina HonariRichang HongSeunghoon HongXiaopeng HongYi HongHidekata HontaniAnthony HoogsYedid HoshenMir Rayat Imtiaz HossainJunhui HouLe HouLu HouTingbo HouWei-Lin HsiaoCheng-Chun HsuGee-Sern Jison HsuKuang-jui HsuChangbo HuDi HuGuosheng HuHan HuHao HuHexiang HuHou-Ning HuJie HuJunlin HuNan HuPing Hu

Ronghang HuXiaowei HuYinlin HuYuan-Ting HuZhe HuBinh-Son HuaYang HuaBingyao HuangDi HuangDong HuangFay HuangHaibin HuangHaozhi HuangHeng HuangHuaibo HuangJia-Bin HuangJing HuangJingwei HuangKaizhu HuangLei HuangQiangui HuangQiaoying HuangQingqiu HuangQixing HuangShaoli HuangSheng HuangSiyuan HuangWeilin HuangWenbing HuangXiangru HuangXun HuangYan HuangYifei HuangYue HuangZhiwu HuangZilong HuangMinyoung HuhZhuo HuiMatthias B. HullinMartin HumenbergerWei-Chih HungZhouyuan HuoJunhwa HurNoureldien HusseinJyh-Jing HwangSeong Jae Hwang

xxii Organization

Sung Ju HwangIchiro IdeIvo IhrkeDaiki IkamiSatoshi IkehataNazli Ikizler-CinbisSunghoon ImYani IoannouRadu Tudor IonescuUmar IqbalGo IrieAhmet IscenMd Amirul IslamVamsi IthapuNathan JacobsArpit JainHimalaya JainSuyog JainStuart JamesWon-Dong JangYunseok JangRonnachai JaroensriDinesh JayaramanSadeep JayasumanaSuren JayasuriyaHerve JegouSimon JenniHae-Gon JeonYunho JeonKoteswar R. JerripothulaHueihan JhuangI-hong JhuoDinghuang JiHui JiJingwei JiPan JiYanli JiBaoxiong JiaKui JiaXu JiaChiyu Max JiangHaiyong JiangHao JiangHuaizu JiangHuajie JiangKe Jiang

Lai JiangLi JiangLu JiangMing JiangPeng JiangShuqiang JiangWei JiangXudong JiangZhuolin JiangJianbo JiaoZequn JieDakai JinKyong Hwan JinLianwen JinSouYoung JinXiaojie JinXin JinNebojsa JojicAlexis JolyMichael Jeffrey JonesHanbyul JooJungseock JooKyungdon JooAjjen JoshiShantanu H. JoshiDa-Cheng JuanMarco KörnerKevin KöserAsim KadavChristine Kaeser-ChenKushal KafleDagmar KainmuellerIoannis A. KakadiarisZdenek KalalNima KalantariYannis KalantidisMahdi M. KalayehAnmol KaliaSinan KalkanVicky KalogeitonAshwin KalyanJoni-kristian KamarainenGerda KamberovaChandra KambhamettuMartin KampelMeina Kan

Christopher KananKenichi KanataniAngjoo KanazawaAtsushi KanehiraTakuhiro KanekoAsako KanezakiBingyi KangDi KangSunghun KangZhao KangVadim KantorovAbhishek KarAmlan KarTheofanis KaraletsosLeonid KarlinskyKevin KarschAngelos KatharopoulosIsinsu KatirciogluHiroharu KatoZoltan KatoDotan KaufmanJan KautzRei KawakamiQiuhong KeWadim KehlPetr KellnhoferAniruddha KembhaviCem KeskinMargret KeuperDaniel KeysersAshkan KhakzarFahad KhanNaeemullah KhanSalman KhanSiddhesh KhandelwalRawal KhirodkarAnna KhorevaTejas KhotParmeshwar KhurdHadi KiapourJoe KileelChanho KimDahun KimEdward KimEunwoo KimHan-ul Kim

Organization xxiii

Hansung KimHeewon KimHyo Jin KimHyunwoo J. KimJinkyu KimJiwon KimJongmin KimJunsik KimJunyeong KimMin H. KimNamil KimPyojin KimSeon Joo KimSeong Tae KimSeungryong KimSungwoong KimTae Hyun KimVladimir KimWon Hwa KimYonghyun KimBenjamin KimiaAkisato KimuraPieter-Jan KindermansZsolt KiraItaru KitaharaHedvig KjellstromJan KnoppTakumi KobayashiErich KoblerParker KochReinhard KochElyor KodirovAmir KolamanNicholas KolkinDimitrios KolliasStefanos KolliasSoheil KolouriAdams Wai-Kin KongNaejin KongShu KongTao KongYu KongYoshinori KonishiDaniil KononenkoTheodora KontogianniSimon Korman

Adam KortylewskiJana KoseckaJean KossaifiSatwik KotturRigas KouskouridasAdriana KovashkaRama KovvuriAdarsh KowdleJedrzej KozerawskiMateusz KozinskiPhilipp KraehenbuehlGregory KramidaJosip KrapacDmitry KravchenkoRanjay KrishnaPavel KrsekAlexander KrullJakob KruseHiroyuki KuboHilde KuehneJason KuenAndreas KuhnArjan KuijperZuzana KukelovaAjay KumarAmit KumarAvinash KumarSuryansh KumarVijay KumarKaustav KunduWeicheng KuoNojun KwakSuha KwakJunseok KwonNikolaos KyriazisZorah LähnerAnkit LaddhaFlorent LafargeJean LahoudKevin LaiShang-Hong LaiWei-Sheng LaiYu-Kun LaiIro LainaAntony LamJohn Wheatley Lambert

Xiangyuan lanXu LanCharis LanarasGeorg LangsOswald LanzDong LaoYizhen LaoAgata LapedrizaGustav LarssonViktor LarssonKatrin LasingerChristoph LassnerLongin Jan LateckiStéphane LathuilièreRynson LauHei LawJustin LazarowSvetlana LazebnikHieu LeHuu LeNgan Hoang LeTrung-Nghia LeVuong LeColin LeaErik Learned-MillerChen-Yu LeeGim Hee LeeHsin-Ying LeeHyungtae LeeJae-Han LeeJimmy Addison LeeJoonseok LeeKibok LeeKuang-Huei LeeKwonjoon LeeMinsik LeeSang-chul LeeSeungkyu LeeSoochan LeeStefan LeeTaehee LeeAndreas LehrmannJie LeiPeng LeiMatthew Joseph LeottaWee Kheng Leow

xxiv Organization

Gil LeviEvgeny LevinkovAviad LevisJose LezamaAng LiBin LiBing LiBoyi LiChangsheng LiChao LiChen LiCheng LiChenglong LiChi LiChun-Guang LiChun-Liang LiChunyuan LiDong LiGuanbin LiHao LiHaoxiang LiHongsheng LiHongyang LiHouqiang LiHuibin LiJia LiJianan LiJianguo LiJunnan LiJunxuan LiKai LiKe LiKejie LiKunpeng LiLerenhan LiLi Erran LiMengtian LiMu LiPeihua LiPeiyi LiPing LiQi LiQing LiRuiyu LiRuoteng LiShaozi Li

Sheng LiShiwei LiShuang LiSiyang LiStan Z. LiTianye LiWei LiWeixin LiWen LiWenbo LiXiaomeng LiXin LiXiu LiXuelong LiXueting LiYan LiYandong LiYanghao LiYehao LiYi LiYijun LiYikang LIYining LiYongjie LiYu LiYu-Jhe LiYunpeng LiYunsheng LiYunzhu LiZhe LiZhen LiZhengqi LiZhenyang LiZhuwen LiDongze LianXiaochen LianZhouhui LianChen LiangJie LiangMing LiangPaul Pu LiangPengpeng LiangShu LiangWei LiangJing LiaoMinghui Liao

Renjie LiaoShengcai LiaoShuai LiaoYiyi LiaoSer-Nam LimChen-Hsuan LinChung-Ching LinDahua LinJi LinKevin LinTianwei LinTsung-Yi LinTsung-Yu LinWei-An LinWeiyao LinYen-Chen LinYuewei LinDavid B. LindellDrew LinsleyKrzysztof LisRoee LitmanJim LittleAn-An LiuBo LiuBuyu LiuChao LiuChen LiuCheng-lin LiuChenxi LiuDong LiuFeng LiuGuilin LiuHaomiao LiuHeshan LiuHong LiuJi LiuJingen LiuJun LiuLanlan LiuLi LiuLiu LiuMengyuan LiuMiaomiao LiuNian LiuPing LiuRisheng Liu

Organization xxv

Sheng LiuShu LiuShuaicheng LiuSifei LiuSiqi LiuSiying LiuSongtao LiuTing LiuTongliang LiuTyng-Luh LiuWanquan LiuWei LiuWeiyang LiuWeizhe LiuWenyu LiuWu LiuXialei LiuXianglong LiuXiaodong LiuXiaofeng LiuXihui LiuXingyu LiuXinwang LiuXuanqing LiuXuebo LiuYang LiuYaojie LiuYebin LiuYen-Cheng LiuYiming LiuYu LiuYu-Shen LiuYufan LiuYun LiuZheng LiuZhijian LiuZhuang LiuZichuan LiuZiwei LiuZongyi LiuStephan LiwickiLiliana Lo PrestiChengjiang LongFuchen LongMingsheng LongXiang Long

Yang LongCharles T. LoopAntonio LopezRoberto J. Lopez-SastreJavier Lorenzo-NavarroManolis LourakisBoyu LuCanyi LuFeng LuGuoyu LuHongtao LuJiajun LuJiasen LuJiwen LuKaiyue LuLe LuShao-Ping LuShijian LuXiankai LuXin LuYao LuYiping LuYongxi LuYongyi LuZhiwu LuFujun LuanBenjamin E. LundellHao LuoJian-Hao LuoRuotian LuoWeixin LuoWenhan LuoWenjie LuoYan LuoZelun LuoZixin LuoKhoa LuuZhaoyang LvPengyuan LyuThomas MöllenhoffMatthias MüllerBingpeng MaChih-Yao MaChongyang MaHuimin MaJiayi Ma

K. T. MaKe MaLin MaLiqian MaShugao MaWei-Chiu MaXiaojian MaXingjun MaZhanyu MaZheng MaRadek Jakob MackowiakLudovic MagerandShweta MahajanSiddharth MahendranLong MaiAmeesh MakadiaOscar Mendez MaldonadoMateusz MalinowskiYury MalkovArun MallyaDipu ManandharMassimiliano ManciniFabian ManhardtKevis-kokitsi ManinisVarun ManjunathaJunhua MaoXudong MaoAlina MarcuEdgar Margffoy-TuayDmitrii MarinManuel J. Marin-JimenezKenneth MarinoNiki MartinelJulieta MartinezJonathan MasciTomohiro MashitaIacopo MasiDavid MasipDaniela MassicetiStefan MatheYusuke MatsuiTetsu MatsukawaIain A. MatthewsKevin James MatzenBruce Allen MaxwellStephen Maybank

xxvi Organization

Helmut MayerAmir MazaheriDavid McAllesterSteven McDonaghStephen J. MckennaRoey MechrezPrakhar MehrotraChristopher MeiXue MeiPaulo R. S. MendoncaLili MengZibo MengThomas MensinkBjoern MenzeMichele MerlerKourosh MeshgiPascal MettesChristopher MetzlerLiang MiQiguang MiaoXin MiaoTomer MichaeliFrank MichelAntoine MiechKrystian MikolajczykPeyman MilanfarBen MildenhallGregor MillerFausto MilletariDongbo MinKyle MinPedro MiraldoDmytro MishkinAnand MishraAshish MishraIshan MisraNiluthpol C. MithunKaushik MitraNiloy MitraAnton MitrokhinIkuhisa MitsugamiAnurag MittalKaichun MoZhipeng MoDavide ModoloMichael Moeller

Pritish MohapatraPavlo MolchanovDavide MoltisantiPascal MonasseMathew MonfortAron MonszpartSean MoranVlad I. MorariuFrancesc Moreno-NoguerPietro MorerioStylianos MoschoglouYael MosesRoozbeh MottaghiPierre MoulonArsalan MousavianYadong MuYasuhiro MukaigawaLopamudra MukherjeeYusuke MukutaRavi Teja MullapudiMario Enrique MunichZachary MurezAna C. MurilloJ. Krishna MurthyDamien MuseletArmin MustafaSiva Karthik MustikovelaCarlo Dal MuttoMoin NabiVarun K. NagarajaTushar NagarajanArsha NagraniSeungjun NahNikhil NaikYoshikatsu NakajimaYuta NakashimaAtsushi NakazawaSeonghyeon NamVinay P. NamboodiriMedhini NarasimhanSrinivasa NarasimhanSanath NarayanErickson Rangel

NascimentoJacinto NascimentoTayyab Naseer

Lakshmanan NatarajNeda NateghNelson Isao NauataFernando NavarroShah NawazLukas NeumannRam NevatiaAlejandro NewellShawn NewsamJoe Yue-Hei NgTrung Thanh NgoDuc Thanh NguyenLam M. NguyenPhuc Xuan NguyenThuong Nguyen CanhMihalis NicolaouAndrei Liviu NicolicioiuXuecheng NieMichael NiemeyerSimon NiklausChristophoros NikouDavid NilssonJifeng NingYuval NirkinLi NiuYuzhen NiuZhenxing NiuShohei NobuharaNicoletta NocetiHyeonwoo NohJunhyug NohMehdi NorooziSotiris NousiasValsamis NtouskosMatthew O’ToolePeter OchsFerda OfliSeong Joon OhSeoung Wug OhIason OikonomidisUtkarsh OjhaTakahiro OkabeTakayuki OkataniFumio OkuraAude OlivaKyle Olszewski

Organization xxvii

Björn OmmerMohamed OmranElisabeta OneataMichael OpitzJose OramasTribhuvanesh OrekondyShaul OronSergio Orts-EscolanoIvan OseledetsAljosa OsepMagnus OskarssonAnton OsokinMartin R. OswaldWanli OuyangAndrew OwensMete OzayMustafa OzuysalEduardo Pérez-PelliteroGautam PaiDipan Kumar PalP. H. Pamplona SavareseJinshan PanJunting PanXingang PanYingwei PanYannis PanagakisRameswar PandaGuan PangJiahao PangJiangmiao PangTianyu PangSharath PankantiNicolas PapadakisDim PapadopoulosGeorge PapandreouToufiq ParagShaifali ParasharSarah ParisotEunhyeok ParkHyun Soo ParkJaesik ParkMin-Gyu ParkTaesung ParkAlvaro ParraC. Alejandro ParragaDespoina Paschalidou

Nikolaos PassalisVishal PatelViorica PatrauceanBadri Narayana PatroDanda Pani PaudelSujoy PaulGeorgios PavlakosIoannis PavlidisVladimir PavlovicNick PearsKim Steenstrup PedersenSelen PehlivanShmuel PelegChao PengHouwen PengWen-Hsiao PengXi PengXiaojiang PengXingchao PengYuxin PengFederico PerazziJuan Camilo PerezVishwanath PeriFederico PerniciLuca Del PeroFlorent PerronninStavros PetridisHenning PetzkaPatrick PeursumMichael PfeifferHanspeter PfisterRoman PflugfelderMinh Tri PhamYongri PiaoDavid PicardTomasz PieciakA. J. PiergiovanniAndrea PilzerPedro O. PinheiroSilvia Laura PinteaLerrel PintoAxel PinzRobinson PiramuthuFiora PirriLeonid PishchulinFrancesco Pittaluga

Daniel PizarroTobias PlötzMirco PlanamenteMatteo PoggiMoacir A. PontiParita PoojFatih PorikliHorst PosseggerOmid PoursaeedAmeya PrabhuViraj Uday PrabhuDilip PrasadBrian L. PriceTrue PriceMaria PriisaluVeronique PrinetVictor Adrian PrisacariuJan ProkajSergey ProkudinNicolas PugeaultXavier PuigAlbert PumarolaPulak PurkaitSenthil PurushwalkamCharles R. QiHang QiHaozhi QiLu QiMengshi QiSiyuan QiXiaojuan QiYuankai QiShengju QianXuelin QianSiyuan QiaoYu QiaoJie QinQiang QiuWeichao QiuZhaofan QiuKha Gia QuachYuhui QuanYvain QueauJulian QuirogaFaisal QureshiMahdi Rad

xxviii Organization

Filip RadenovicPetia RadevaVenkatesh

B. RadhakrishnanIlija RadosavovicNoha RadwanRahul RaguramTanzila RahmanAmit RajAjit RajwadeKandan RamakrishnanSanthosh

K. RamakrishnanSrikumar RamalingamRavi RamamoorthiVasili RamanishkaRamprasaath R. SelvarajuFrancois RameauVisvanathan RameshSantu RanaRene RanftlAnand RangarajanAnurag RanjanViresh RanjanYongming RaoCarolina RaposoVivek RathodSathya N. RaviAvinash RavichandranTammy Riklin RavivDaniel RebainSylvestre-Alvise RebuffiN. Dinesh ReddyTimo RehfeldPaolo RemagninoKonstantinos RematasEdoardo RemelliDongwei RenHaibing RenJian RenJimmy RenMengye RenWeihong RenWenqi RenZhile RenZhongzheng Ren

Zhou RenVijay RengarajanMd A. RezaFarzaneh RezaeianaranHamed R. TavakoliNicholas RhinehartHelge RhodinElisa RicciAlexander RichardEitan RichardsonElad RichardsonChristian RichardtStephan RichterGernot RieglerDaniel RitchieTobias RitschelSamuel RiveraYong Man RoRichard RobertsJoseph RobinsonIgnacio RoccoMrigank RochanEmanuele RodolàMikel D. RodriguezGiorgio RoffoGrégory RogezGemma RoigJavier RomeroXuejian RongYu RongAmir RosenfeldBodo RosenhahnGuy RosmanArun RossPaolo RotaPeter M. RothAnastasios RoussosAnirban RoySebastien RoyAruni RoyChowdhuryArtem RozantsevOgnjen RudovicDaniel RueckertAdria RuizJavier Ruiz-del-solarChristian Rupprecht

Chris RussellDan RutaJongbin RyuÖmer SümerAlexandre SablayrollesFaraz SaeedanRyusuke SagawaChristos SagonasTonmoy SaikiaHideo SaitoKuniaki SaitoShunsuke SaitoShunta SaitoKen SakuradaJoaquin SalasFatemeh Sadat SalehMahdi SalehPouya SamangoueiLeo Sampaio

Ferraz RibeiroArtsiom Olegovich

SanakoyeuEnrique SanchezPatsorn SangkloyAnush SankaranAswin SankaranarayananSwami SankaranarayananRodrigo Santa CruzAmartya SanyalArchana SapkotaNikolaos SarafianosJun SatoShin’ichi SatohHosnieh SattarArman SavranManolis SavvaAlexander SaxHanno ScharrSimone Schaub-MeyerKonrad SchindlerDmitrij SchlesingerUwe SchmidtDirk SchniedersBjörn SchullerSamuel SchulterIdan Schwartz

Organization xxix

William Robson SchwartzAlex SchwingSinisa SegvicLorenzo SeidenariPradeep SenOzan SenerSoumyadip SenguptaArda SenocakMojtaba SeyedhosseiniShishir ShahShital ShahSohil Atul ShahTamar Rott ShahamHuasong ShanQi ShanShiguang ShanJing ShaoRoman ShapovalovGaurav SharmaVivek SharmaViktoriia SharmanskaDongyu SheSumit ShekharEvan ShelhamerChengyao ShenChunhua ShenFalong ShenJie ShenLi ShenLiyue ShenShuhan ShenTianwei ShenWei ShenWilliam B. ShenYantao ShenYing ShenYiru ShenYujun ShenYuming ShenZhiqiang ShenZiyi ShenLu ShengYu ShengRakshith ShettyBaoguang ShiGuangming Shi

Hailin ShiMiaojing ShiYemin ShiZhenmei ShiZhiyuan ShiKevin Jonathan ShihShiliang ShiliangHyunjung ShimAtsushi ShimadaNobutaka ShimadaDaeyun ShinYoung Min ShinKoichi ShinodaKonstantin ShmelkovMichael Zheng ShouAbhinav ShrivastavaTianmin ShuZhixin ShuHong-Han ShuaiPushkar ShuklaChristian SiagianMennatullah M. SiamKaleem SiddiqiKaran SikkaJae-Young SimChristian SimonMartin SimonovskyDheeraj SingarajuBharat SinghGurkirt SinghKrishna Kumar SinghManeesh Kumar SinghRicha SinghSaurabh SinghSuriya SinghVikas SinghSudipta N. SinhaVincent SitzmannJosef SivicGregory SlabaughMiroslava SlavchevaRon SlossbergBrandon SmithKevin SmithVladimir SmutnyNoah Snavely

RogerD. Soberanis-Mukul

Kihyuk SohnFrancesco SoleraEric SommerladeSanghyun SonByung Cheol SongChunfeng SongDongjin SongJiaming SongJie SongJifei SongJingkuan SongMingli SongShiyu SongShuran SongXiao SongYafei SongYale SongYang SongYi-Zhe SongYibing SongHumberto SossaCesar de SouzaAdrian SpurrSrinath SridharSuraj SrinivasPratul P. SrinivasanAnuj SrivastavaTania StathakiChristopher StaufferSimon StentRainer StiefelhagenPierre StockJulian StraubJonathan C. StroudJoerg StuecklerJan StuehmerDavid StutzChi SuHang SuJong-Chyi SuShuochen SuYu-Chuan SuRamanathan SubramanianYusuke Sugano

xxx Organization

Masanori SuganumaYumin SuhMohammed SuhailYao SuiHeung-Il SukJosephine SullivanBaochen SunChen SunChong SunDeqing SunJin SunLiang SunLin SunQianru SunShao-Hua SunShuyang SunWeiwei SunWenxiu SunXiaoshuai SunXiaoxiao SunXingyuan SunYifan SunZhun SunSabine SusstrunkDavid SuterSupasorn SuwajanakornTomas SvobodaEran SwearsPaul SwobodaAttila SzaboRichard SzeliskiDuy-Nguyen TaAndrea TagliasacchiYuichi TaguchiYing TaiKeita TakahashiKouske TakahashiJun TakamatsuHugues TalbotToru TamakiChaowei TanFuwen TanMingkui TanMingxing TanQingyang TanRobby T. Tan

Xiaoyang TanKenichiro TanakaMasayuki TanakaChang TangChengzhou TangDanhang TangMing TangPeng TangQingming TangWei TangXu TangYansong TangYoubao TangYuxing TangZhiqiang TangTatsunori TaniaiJunli TaoXin TaoMakarand TapaswiJean-Philippe TarelLyne TchapmiZachary TeedBugra TekinDamien TeneyAyush TewariChristian TheobaltChristopher ThomasDiego ThomasJim ThomasRajat Mani ThomasXinmei TianYapeng TianYingli TianYonglong TianZhi TianZhuotao TianKinh TieuJoseph TigheMassimo TistarelliMatthew ToewsCarl ToftPavel TokmakovFederico TombariChetan TondeYan TongAlessio Tonioni

Andrea TorselloFabio TosiDu TranLuan TranNgoc-Trung TranQuan Hung TranTruyen TranRudolph TriebelMartin TrimmelShashank TripathiSubarna TripathiLeonardo TrujilloEduard TrullsTomasz TrzcinskiSam TsaiYi-Hsuan TsaiHung-Yu TsengStavros TsogkasAggeliki TsoliDevis TuiaShubham TulsianiSergey TulyakovFrederick TungTony TungDaniyar TurmukhambetovAmbrish TyagiRadim TylecekChristos TzelepisGeorgios TzimiropoulosDimitrios TzionasSeiichi UchidaNorimichi UkitaDmitry UlyanovMartin UrschlerYoshitaka UshikuBen UsmanAlexander VakhitovJulien P. C. ValentinJack ValmadreErnest ValvenyJoost van de WeijerJan van GemertKoen Van LeemputGul VarolSebastiano VasconM. Alex O. Vasilescu

Organization xxxi

Subeesh VasuMayank VatsaDavid VazquezJavier Vazquez-CorralAshok VeeraraghavanErik Velasco-SalidoRaviteja VemulapalliJonathan VenturaManisha VermaRoberto VezzaniRuben VillegasMinh VoMinhDuc VoNam VoMichele VolpiRiccardo VolpiCarl VondrickKonstantinos VougioukasTuan-Hung VuSven WachsmuthNeal WadhwaCatherine WahJacob C. WalkerThomas S. A. WallisChengde WanJun WanLiang WanRenjie WanBaoyuan WangBoyu WangCheng WangChu WangChuan WangChunyu WangDequan WangDi WangDilin WangDong WangFang WangGuanzhi WangGuoyin WangHanzi WangHao WangHe WangHeng WangHongcheng Wang

Hongxing WangHua WangJian WangJingbo WangJinglu WangJingya WangJinjun WangJinqiao WangJue WangKe WangKeze WangLe WangLei WangLezi WangLi WangLiang WangLijun WangLimin WangLinwei WangLizhi WangMengjiao WangMingzhe WangMinsi WangNaiyan WangNannan WangNing WangOliver WangPei WangPeng WangPichao WangQi WangQian WangQiaosong WangQifei WangQilong WangQing WangQingzhong WangQuan WangRui WangRuiping WangRuixing WangShangfei WangShenlong WangShiyao WangShuhui WangSong Wang

Tao WangTianlu WangTiantian WangTing-chun WangTingwu WangWei WangWeiyue WangWenguan WangWenlin WangWenqi WangXiang WangXiaobo WangXiaofang WangXiaoling WangXiaolong WangXiaosong WangXiaoyu WangXin Eric WangXinchao WangXinggang WangXintao WangYali WangYan WangYang WangYangang WangYaxing WangYi WangYida WangYilin WangYiming WangYisen WangYongtao WangYu-Xiong WangYue WangYujiang WangYunbo WangYunhe WangZengmao WangZhangyang WangZhaowen WangZhe WangZhecan WangZheng WangZhixiang WangZilei WangJianqiao Wangni

xxxii Organization

Anne S. WannenwetschJan Dirk WegnerScott WehrweinDonglai WeiKaixuan WeiLonghui WeiPengxu WeiPing WeiQi WeiShih-En WeiXing WeiYunchao WeiZijun WeiJerod WeinmanMichael WeinmannPhilippe WeinzaepfelYair WeissBihan WenLongyin WenWei WenJunwu WengTsui-Wei WengXinshuo WengEric WengrowskiTomas WernerGordon WetzsteinTobias WeyandPatrick WieschollekMaggie WignessErik WijmansRichard WildesOlivia WilesChris WilliamsWilliem WilliemKyle WilsonCalden WlokaNicolai WojkeChristian WolfYongkang WongSanghyun WooScott WorkmanBaoyuan WuBichen WuChao-Yuan WuHuikai WuJiajun Wu

Jialin WuJiaxiang WuJiqing WuJonathan WuLifang WuQi WuQiang WuRuizheng WuShangzhe WuShun-Cheng WuTianfu WuWayne WuWenxuan WuXiao WuXiaohe WuXinxiao WuYang WuYi WuYiming WuYing Nian WuYue WuZheng WuZhenyu WuZhirong WuZuxuan WuStefanie WuhrerJonas WulffChangqun XiaFangting XiaFei XiaGui-Song XiaLu XiaXide XiaYin XiaYingce XiaYongqin XianLei XiangShiming XiangBin XiaoFanyi XiaoGuobao XiaoHuaxin XiaoTaihong XiaoTete XiaoTong XiaoWang Xiao

Yang XiaoCihang XieGuosen XieJianwen XieLingxi XieSirui XieWeidi XieWenxuan XieXiaohua XieFuyong XingJun XingJunliang XingBo XiongPeixi XiongYu XiongYuanjun XiongZhiwei XiongChang XuChenliang XuDan XuDanfei XuHang XuHongteng XuHuijuan XuJingwei XuJun XuKai XuMengmeng XuMingze XuQianqian XuRan XuWeijian XuXiangyu XuXiaogang XuXing XuXun XuYanyu XuYichao XuYong XuYongchao XuYuanlu XuZenglin XuZheng XuChuhui XueJia XueNan Xue

Organization xxxiii

Tianfan XueXiangyang XueAbhay YadavYasushi YagiI. Zeki YalnizKota YamaguchiToshihiko YamasakiTakayoshi YamashitaJunchi YanKe YanQingan YanSijie YanXinchen YanYan YanYichao YanZhicheng YanKeiji YanaiBin YangCeyuan YangDawei YangDong YangFan YangGuandao YangGuorun YangHaichuan YangHao YangJianwei YangJiaolong YangJie YangJing YangKaiyu YangLinjie YangMeng YangMichael Ying YangNan YangShuai YangShuo YangTianyu YangTien-Ju YangTsun-Yi YangWei YangWenhan YangXiao YangXiaodong YangXin YangYan Yang

Yanchao YangYee Hong YangYezhou YangZhenheng YangAnbang YaoAngela YaoCong YaoJian YaoLi YaoTing YaoYao YaoZhewei YaoChengxi YeJianbo YeKeren YeLinwei YeMang YeMao YeQi YeQixiang YeMei-Chen YehRaymond YehYu-Ying YehSai-Kit YeungSerena YeungKwang Moo YiLi YiRenjiao YiAlper YilmazJunho YimLijun YinWeidong YinXi YinZhichao YinTatsuya YokotaRyo YonetaniDonggeun YooJae Shin YoonJu Hong YoonSung-eui YoonLaurent YounesChangqian YuFisher YuGang YuJiahui YuKaicheng Yu

Ke YuLequan YuNing YuQian YuRonald YuRuichi YuShoou-I YuTao YuTianshu YuXiang YuXin YuXiyu YuYoungjae YuYu YuZhiding YuChunfeng YuanGanzhao YuanJinwei YuanLu YuanQuan YuanShanxin YuanTongtong YuanWenjia YuanYe YuanYuan YuanYuhui YuanHuanjing YueXiangyu YueErsin YumerSergey ZagoruykoEgor ZakharovAmir ZamirAndrei ZanfirMihai ZanfirPablo ZegersBernhard ZeislJohn S. ZelekNiclas ZellerHuayi ZengJiabei ZengWenjun ZengYu ZengXiaohua ZhaiFangneng ZhanHuangying ZhanKun Zhan

xxxiv Organization

Xiaohang ZhanBaochang ZhangBowen ZhangCecilia ZhangChangqing ZhangChao ZhangChengquan ZhangChi ZhangChongyang ZhangDingwen ZhangDong ZhangFeihu ZhangHang ZhangHanwang ZhangHao ZhangHe ZhangHongguang ZhangHua ZhangJi ZhangJianguo ZhangJianming ZhangJiawei ZhangJie ZhangJing ZhangJuyong ZhangKai ZhangKaipeng ZhangKe ZhangLe ZhangLei ZhangLi ZhangLihe ZhangLinguang ZhangLu ZhangMi ZhangMingda ZhangPeng ZhangPingping ZhangQian ZhangQilin ZhangQuanshi ZhangRichard ZhangRui ZhangRunze ZhangShengping ZhangShifeng Zhang

Shuai ZhangSongyang ZhangTao ZhangTing ZhangTong ZhangWayne ZhangWei ZhangWeizhong ZhangWenwei ZhangXiangyu ZhangXiaolin ZhangXiaopeng ZhangXiaoqin ZhangXiuming ZhangYa ZhangYang ZhangYimin ZhangYinda ZhangYing ZhangYongfei ZhangYu ZhangYulun ZhangYunhua ZhangYuting ZhangZhanpeng ZhangZhao ZhangZhaoxiang ZhangZhen ZhangZheng ZhangZhifei ZhangZhijin ZhangZhishuai ZhangZiming ZhangBo ZhaoChen ZhaoFang ZhaoHaiyu ZhaoHan ZhaoHang ZhaoHengshuang ZhaoJian ZhaoKai ZhaoLiang ZhaoLong ZhaoQian ZhaoQibin Zhao

Qijun ZhaoRui ZhaoShenglin ZhaoSicheng ZhaoTianyi ZhaoWenda ZhaoXiangyun ZhaoXin ZhaoYang ZhaoYue ZhaoZhichen ZhaoZijing ZhaoXiantong ZhenChuanxia ZhengFeng ZhengHaiyong ZhengJia ZhengKang ZhengShuai Kyle ZhengWei-Shi ZhengYinqiang ZhengZerong ZhengZhedong ZhengZilong ZhengBineng ZhongFangwei ZhongGuangyu ZhongYiran ZhongYujie ZhongZhun ZhongChunluan ZhouHuiyu ZhouJiahuan ZhouJun ZhouLei ZhouLuowei ZhouLuping ZhouMo ZhouNing ZhouPan ZhouPeng ZhouQianyi ZhouS. Kevin ZhouSanping ZhouWengang ZhouXingyi Zhou

Organization xxxv

Yanzhao ZhouYi ZhouYin ZhouYipin ZhouYuyin ZhouZihan ZhouAlex Zihao ZhuChenchen ZhuFeng ZhuGuangming ZhuJi ZhuJun-Yan ZhuLei ZhuLinchao ZhuRui ZhuShizhan ZhuTyler Lixuan Zhu

Wei ZhuXiangyu ZhuXinge ZhuXizhou ZhuYanjun ZhuYi ZhuYixin ZhuYizhe ZhuYousong ZhuZhe ZhuZhen ZhuZheng ZhuZhenyao ZhuZhihui ZhuZhuotun ZhuBingbing ZhuangWei Zhuo

Christian ZimmermannKarel ZimmermannLarry ZitnickMohammadreza

ZolfaghariMaria ZontakDaniel ZoranChangqing ZouChuhang ZouDanping ZouQi ZouYang ZouYuliang ZouGeorgios ZoumpourlisWangmeng ZuoXinxin Zuo

Additional Reviewers

Victoria FernandezAbrevaya

Maya AghaeiAllam AllamChristine

Allen-BlanchetteNicolas AziereAssia BenbihiNeha BhargavaBharat Lal BhatnagarJoanna BittonJudy BorowskiAmine BourkiRomain BrégierTali BrayerSebastian BujwidAndrea BurnsYun-Hao CaoYuning ChaiXiaojun ChangBo ChenShuo ChenZhixiang ChenJunsuk ChoeHung-Kuo Chu

Jonathan P. CrallKenan DaiLucas DeeckeKaran DesaiPrithviraj DharJing DongWei DongTuran Kaan ElginFrancis EngelmannErik EnglessonFartash FaghriZicong FanYang FuRisheek GarrepalliYifan GeMarco GodiHelmut GrabnerShuxuan GuoJianfeng HeZhezhi HeSamitha HerathChih-Hui HoYicong HongVincent Tao HuJulio Hurtado

Jaedong HwangAndrey IgnatovMuhammad

Abdullah JamalSaumya JetleyMeiguang JinJeff JohnsonMinsoo KangSaeed KhorramMohammad Rami KoujanNilesh KulkarniSudhakar KumawatAbdelhak LemkhenterAlexander LevineJiachen LiJing LiJun LiYi LiLiang LiaoRuochen LiaoTzu-Heng LinPhillip LippeBao-di LiuBo LiuFangchen Liu

xxxvi Organization

Hanxiao LiuHongyu LiuHuidong LiuMiao LiuXinxin LiuYongfei LiuYu-Lun LiuAmir LivneTiange LuoWei MaXiaoxuan MaIoannis MarrasGeorg MartiusEffrosyni MavroudiTim MeinhardtGivi MeishviliMeng MengZihang MengZhongqi MiaoGyeongsik MoonKhoi NguyenYung-Kyun NohAntonio NorelliJaeyoo ParkAlexander PashevichMandela PatrickMary PhuongBingqiao QianYu QiaoZhen QiaoSai Saketh RambhatlaAniket RoyAmelie RoyerParikshit Vishwas

SakurikarMark SandlerMert Bülent SarıyıldızTanner SchmidtAnshul B. Shah

Ketul ShahRajvi ShahHengcan ShiXiangxi ShiYujiao ShiWilliam A. P. SmithGuoxian SongRobin StrudelAbby StylianouXinwei SunReuben TanQingyi TaoKedar S. TatwawadiAnh Tuan TranSon Dinh TranEleni TriantafillouAristeidis TsitiridisMd Zasim UddinAndrea VedaldiEvangelos VerverasVidit ViditPaul VoigtlaenderBo WanHuanyu WangHuiyu WangJunqiu WangPengxiao WangTai WangXinyao WangTomoki WatanabeMark WeberXi WeiBotong WuJames WuJiamin WuRujie WuYu WuRongchang XieWei Xiong

Yunyang XiongAn XuChi XuYinghao XuFei XueTingyun YanZike YanChao YangHeran YangRen YangWenfei YangXu YangRajeev YasarlaShaokai YeYufei YeKun YiHaichao YuHanchao YuRuixuan YuLiangzhe YuanChen-Lin ZhangFandong ZhangTianyi ZhangYang ZhangYiyi ZhangYongshun ZhangYu ZhangZhiwei ZhangJiaojiao ZhaoYipu ZhaoXingjian ZhenHaizhong ZhengTiancheng ZhiChengju ZhouHao ZhouHao ZhuAlexander Zimin

Organization xxxvii

Contents – Part XXX

Representative-Discriminative Learning for Open-Set Land CoverClassification of Satellite Imagery . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1

Razieh Kaviani Baghbaderani, Ying Qu, Hairong Qi, and Craig Stutts

Structure-Aware Human-Action Generation . . . . . . . . . . . . . . . . . . . . . . . . 18Ping Yu, Yang Zhao, Chunyuan Li, Junsong Yuan, and Changyou Chen

Towards Efficient Coarse-to-Fine Networks for Actionand Gesture Recognition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35

Niamul Quader, Juwei Lu, Peng Dai, and Wei Li

S3Net: Semantic-Aware Self-supervised Depth Estimation with MonocularVideos and Synthetic Data . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 52

Bin Cheng, Inderjot Singh Saggu, Raunak Shah, Gaurav Bansal,and Dinesh Bharadia

Leveraging Seen and Unseen Semantic Relationships for GenerativeZero-Shot Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 70

Maunil R. Vyas, Hemanth Venkateswara,and Sethuraman Panchanathan

Weight Excitation: Built-in Attention Mechanisms in ConvolutionalNeural Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 87

Niamul Quader, Md Mafijul Islam Bhuiyan, Juwei Lu, Peng Dai,and Wei Li

UNITER: UNiversal Image-TExt Representation Learning . . . . . . . . . . . . . . 104Yen-Chun Chen, Linjie Li, Licheng Yu, Ahmed El Kholy, Faisal Ahmed,Zhe Gan, Yu Cheng, and Jingjing Liu

OSCAR: Object-Semantics Aligned Pre-training for Vision-Language Tasks . . . 121Xiujun Li, Xi Yin, Chunyuan Li, Pengchuan Zhang, Xiaowei Hu,Lei Zhang, Lijuan Wang, Houdong Hu, Li Dong, Furu Wei, Yejin Choi,and Jianfeng Gao

Improving Face Recognition from Hard Samples via DistributionDistillation Loss . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 138

Yuge Huang, Pengcheng Shen, Ying Tai, Shaoxin Li, Xiaoming Liu,Jilin Li, Feiyue Huang, and Rongrong Ji

Extract and Merge: Superpixel Segmentation with Regional Attributes. . . . . . 155Jianqiao An, Yucheng Shi, Yahong Han, Meijun Sun, and Qi Tian

Spatial-Adaptive Network for Single Image Denoising. . . . . . . . . . . . . . . . . 171Meng Chang, Qi Li, Huajun Feng, and Zhihai Xu

Physics-Based Feature Dehazing Networks. . . . . . . . . . . . . . . . . . . . . . . . . 188Jiangxin Dong and Jinshan Pan

Learning Surrogates via Deep Embedding . . . . . . . . . . . . . . . . . . . . . . . . . 205Yash Patel, Tomáš Hodaň, and Jiří Matas

An Asymmetric Modeling for Action Assessment . . . . . . . . . . . . . . . . . . . . 222Jibin Gao, Wei-Shi Zheng, Jia-Hui Pan, Chengying Gao, Yaowei Wang,Wei Zeng, and Jianhuang Lai

High-Quality Single-Model Deep Video Compression with Frame-Conv3Dand Multi-frame Differential Modulation . . . . . . . . . . . . . . . . . . . . . . . . . . 239

Wenyu Sun, Chen Tang, Weigui Li, Zhuqing Yuan, Huazhong Yang,and Yongpan Liu

Instance-Aware Embedding for Point Cloud Instance Segmentation . . . . . . . . 255Tong He, Yifan Liu, Chunhua Shen, Xinlong Wang, and Changming Sun

Self-Paced Deep Regression Forests with Considerationon Underrepresented Examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 271

Lili Pan, Shijie Ai, Yazhou Ren, and Zenglin Xu

Manifold Projection for Adversarial Defense on Face Recognition. . . . . . . . . 288Jianli Zhou, Chao Liang, and Jun Chen

Weakly Supervised Learning with Side Informationfor Noisy Labeled Images . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 306

Lele Cheng, Xiangzeng Zhou, Liming Zhao, Dangwei Li, Hong Shang,Yun Zheng, Pan Pan, and Yinghui Xu

Not only Look, But Also Listen: Learning Multimodal Violence DetectionUnder Weak Supervision . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 322

Peng Wu, Jing Liu, Yujia Shi, Yujia Sun, Fangtao Shao, Zhaoyang Wu,and Zhiwei Yang

SNE-RoadSeg: Incorporating Surface Normal Information into SemanticSegmentation for Accurate Freespace Detection . . . . . . . . . . . . . . . . . . . . . 340

Rui Fan, Hengli Wang, Peide Cai, and Ming Liu

Modeling the Space of Point Landmark Constrained Diffeomorphisms. . . . . . 357Chengfeng Wen, Yang Guo, and Xianfeng Gu

PieNet: Personalized Image Enhancement Network . . . . . . . . . . . . . . . . . . . 374Han-Ul Kim, Young Jun Koh, and Chang-Su Kim

xl Contents – Part XXX

Rotational Outlier Identification in Pose Graphs usingDual Decomposition . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 391

Arman Karimian, Ziqi Yang, and Roberto Tron

Speech-Driven Facial Animation Using Cascaded GANs for Learningof Motion and Texture. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 408

Dipanjan Das, Sandika Biswas, Sanjana Sinha,and Brojeshwar Bhowmick

Solving Phase Retrieval with a Learned Reference . . . . . . . . . . . . . . . . . . . 425Rakib Hyder, Zikui Cai, and M. Salman Asif

Dual Grid Net: Hand Mesh Vertex Regression from Single Depth Maps . . . . 442Chengde Wan, Thomas Probst, Luc Van Gool, and Angela Yao

Author Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 461

Contents – Part XXX xli