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Eval-ware: digital video retrieval

P. Over, A. Smeaton, A. Docef
2006 IEEE Signal Processing Magazine  
Examples include the IBM Alphaworks Multi-media Analysis and Retrieval Engine (MARVEL) from the IBM T.J. Watson Research Center and the online demos from Columbia University.  ...  (see disclaimer) has been running an evaluation of video retrieval systems.  ... 
doi:10.1109/msp.2006.1708421 fatcat:k52moyxj2vf7rdtel5gogrg4jq

VideOlympics: Real-Time Evaluation of Multimedia Retrieval Systems

Cees G.M. Snoek, Marcel Worring, Ork de Rooij, Koen E.A. van de Sande, Rong Yan, Alexander G. Hauptmann
2008 IEEE Multimedia  
VideOlympics: Real-time evaluation of multimedia retrieval systems Snoek, C.G.M.; Worring, M.; de Rooij, O.; van de Sande, K.E.A.; Yan, R.; Hauptmann, A.G.  ...  Finally, we thank Fabchannel for producing the video trailer. The MultimediaN BSIK project and the Muscle European Network of Excellence sponsor the VideOlympics.  ...  In the Trecvid demo session, participants showcase their video-retrieval systems.  ... 
doi:10.1109/mmul.2008.21 fatcat:jzmhjgnf5jflhjwpeshvxcrmsa

The scholarly impact of TRECVid (2003-2009)

Clare V. Thornley, Andrea C. Johnson, Alan F. Smeaton, Hyowon Lee
2011 Journal of the American Society for Information Science and Technology  
Abstract This paper reports on an investigation into the scholarly impact of the TRECVid (TREC Video Retrieval Evaluation) benchmarking conferences between 2003 and 2009.  ...  The contribution of TRECVid to research in video retrieval is assessed by analyzing publication content to show the development of techniques and approaches over time and by analyzing publication impact  ...  The research on new video retrieval techniques could have been done without involvement in the TRECVid benchmarking.  ... 
doi:10.1002/asi.21494 fatcat:l45ev45kffeqbjc7ka2rlhasdu

Building Better Search Engines by Measuring Search Quality

Ellen M. Voorhees, Paul Over, Ian Soboroff
2014 IT Professional Magazine  
For example, users expect web search engines to direct searchers to web sites based on the content of the site rather than the site address, and video search engines someday to return video clips based  ...  The NIST Text REtrieval Conference (TREC) project has been instrumental in creating the necessary infrastructure to measure the quality of search results for more than twenty years, and has thus helped  ...  Already the benchmark has made a huge impact on the video retrieval community, resulting in a large number of video retrieval systems and publications that report on the experiments performed within TRECVID  ... 
doi:10.1109/mitp.2013.105 fatcat:hk3zocjbxjawhfuye4k7gkcvqq

Massive-scale multimedia semantic modeling

John R. Smith, Liangliang Cao
2013 Proceedings of the 21st ACM international conference on Multimedia - MM '13  
However, the unconstrained nature ofŞimage/video in the wildŤ makes it very challenging for automated computer-based analysis.  ...  two emerging techniques: Semantic modeling and Massive scale visual recognition, with a goal of both introducing people from different backgrounds to this exciting field and reviewing state of the art research  ...  We describe multiple efforts [1, 9] at IBM on image and video analysis and retrieval, including IBM Multimedia Analysis and Retrieval System (IMARS), and show recent results for semantic-based classification  ... 
doi:10.1145/2502081.2502235 dblp:conf/mm/SmithC13a fatcat:gvhxnztvnvakpl4pmizqwox7di

IBM Research TRECVID-2010 Video Copy Detection and Multimedia Event Detection System

Matthew L. Hill, Gang Hua, Apostol Natsev, John R. Smith, Lexing Xie, Bert Huang, Michele Merler, Hua Ouyang, Mingyuan Zhou
2010 TREC Video Retrieval Evaluation  
In this paper, we describe the system jointly developed by IBM Research and Columbia University for video copy detection and multimedia event detection applied to the TRECVID-2010 video retrieval benchmark  ...  Content-Based Copy Detection: The focus of our copy detection system this year was fusing three types of complementary fingerprints: a keyframe-based color correlogram, SIFTogram (bag of visual words),  ...  This paper describes the IBM Research system and examines the approaches and results for both tasks.  ... 
dblp:conf/trecvid/HillHNSXHMOZ10 fatcat:egljeuvkzzbtlksnkct2wl3gay

Content-Based Video Copy Detection Benchmarking at TRECVID

George Awad, Paul Over, Wessel Kraaij
2014 ACM Transactions on Information Systems  
This paper presents an overview of the video copy detection benchmark which was run over a period of 4 years (2008-2011) as part of the TREC Video Retrieval (TRECVID) workshop series.  ...  The main contributions of the paper include i) an examination of the evolving design of the evaluation framework and its components (system tasks, data, measures); ii) a high-level overview of results  ...  INRIA also made their video transformation tools to create queries available for TRECVID. In addition we thank Jonathan Fiscus for active support in creating the NDCR-based evaluation scheme.  ... 
doi:10.1145/2629531 fatcat:yh6axwewive25lowrywd64qlcq

Hot research topics - guest editorial

Ramesh Jain, Albert Del Bimbo, Tat-Seng Chua, Borko Furht
2010 Multimedia tools and applications  
This special issue "Hot Research Topics" comprises 15 articles which cover the current research trends in multimedia including visual image retrieval, self-organized distributed multimedia systems, video  ...  In its early age, research in multimedia was focused on video and image compression and developing relevant standards, multimedia communication and synchronization, storage and retrieval, multimedia modeling  ...  His current research is in multimedia systems, video coding and compression, 3D video and image systems, video databases, wireless multimedia, and Internet and cloud computing.  ... 
doi:10.1007/s11042-010-0682-0 fatcat:lapyhozohzd4vlyltw2ukmy4wi

Multimedia search reranking

Tao Mei, Yong Rui, Shipeng Li, Qi Tian
2014 ACM Computing Surveys  
We conclude with several promising directions for future research.  ...  The explosive growth and widespread accessibility of community contributed media content on the Internet have led to a surge of research activity in multimedia search.  ...  Qi Tian by ARO grant W911NF-12-1-0057, NSF IIS 1052851, and 2012 UTSA START-R Research Award, respectively.  ... 
doi:10.1145/2536798 fatcat:6kmga3jo4fa2tp4354wukfuzja

TRECVID 2010 - An Overview of the Goals, Tasks, Data, Evaluation Mechanisms and Metrics

Paul Over, George Awad, Jonathan G. Fiscus, Brian Antonishek, Martial Michel, Wessel Kraaij, Alan F. Smeaton, Georges Quénot
2010 TREC Video Retrieval Evaluation  
Introduction The Text Retrieval Conference's (TREC's) Video Retrieval Evaluation (TRECVID) 2010 was a TRECstyle video analysis and retrieval evaluation, the goal of which remains to promote progress in  ...  Site Figure 53 : 53 Figure 53: TRECVID 2010 SED -Best System Per Event, selected using the iso-cost line Figure 54 : 54 Figure 54: TRECVID 2010 SED -Improvements to MinNDCR between 2009 vs 2010 systems  ...  10 Authors' note TRECVID would not have happened in 2010 without support from the National Institute of Standards and Technology (NIST), the Intelligence Advanced Research Projects Activity (IARPA), and  ... 
dblp:conf/trecvid/OverAFAMKSQ10 fatcat:ndvwmcbd3ra5diqpbpb65joekm

Special issue on Multimedia Event Detection

Thomas B. Moeslund, Omar Javed, Yu-Gang Jiang, R. Manmatha
2013 Machine Vision and Applications  
NIST TRECVID Evaluation and has designed a few top-performing video analytic systems over the years.  ...  His research interests include multimedia retrieval and computer vision. Dr. Jiang is an active participant of the annual U.S.  ...  His research is in the areas of retrieving images/videos and handwritten documents and printed documents.  ... 
doi:10.1007/s00138-013-0586-x fatcat:mzm7rgofmjhwvfcsvpqow465mu

Combining Features at Search Time: PRISMA at Video Copy Detection Task

Juan Manuel Barrios, Benjamin Bustos, Xavier Anguera
2011 TREC Video Retrieval Evaluation  
Most of current Video Copy Detection systems (VCD) perform a multimodal detection by dividing the system into subsystems.  ...  The system produces the copy candidates by comparing video segments using visual and audio descriptors instead of fusing copy candidates from independent subsystems.  ...  Some systems with this fusion approach are the TRECVID-CCD teams: INRIA-TEXMEX 2010, Telefonica 2010, IBM 2010 (fuses three visual descriptors), NTT-SCL 2010, KDDI 2010, NII 2009, THU-IMG 2009, and others  ... 
dblp:conf/trecvid/BarriosBA11 fatcat:infofvkp3jh4xapqhl22yiszgy

TRECVID 2013 - An Overview of the Goals, Tasks, Data, Evaluation Mechanisms and Metrics

Paul Over, Jonathan G. Fiscus, Gregory A. Sanders, Barbara Shaw, George Awad, Martial Michel, Alan F. Smeaton, Wessel Kraaij, Georges Quénot
2013 TREC Video Retrieval Evaluation  
TRECVID 2013 was a TREC-style video analysis and retrieval evaluation, the goal of which remains to promote progress in content-based exploitation of digital video via open, metrics-based evaluation.  ...  Introduction This introduction to the TREC Video Retrieval Evaluation (TRECVID) 2013 will be expanded and rereleased in early 2014 with a discussion of approaches and results.  ... 
dblp:conf/trecvid/OverFSSAMSKQ13 fatcat:6v3ekycnkza2nagmadqidk6tdi

Modeling Human Judgment of Digital Imagery for Multimedia Retrieval

T. Volkmer, J.A. Thom, S.M.M. Tahaghoghi
2007 IEEE transactions on multimedia  
The application of machine learning techniques to image and video search has been shown to boost the performance of multimedia retrieval systems, and promises to lead to more generalized semantic search  ...  We apply latent class modeling to the annotation data collected during the TRECVID 2005 Annotation Forum, and demonstrate how to use this statistic to clearly classify each image on the basis of varying  ...  Watson Research Center for the opportunity to be involved in managing the TRECVID 2005 annotation effort.  ... 
doi:10.1109/tmm.2007.900153 fatcat:wpanwisakrbmnizpdwretm7vsa

LSVC2017

Zuxuan Wu, Yu-Gang Jiang, Larry Davis, Shih-Fu Chang
2017 Proceedings of the 2017 ACM on Multimedia Conference - MM '17  
We hope this dataset can stimulate innovative research on this challenging and important problem.  ...  an extension of Fudan-Columbia Video Dataset (FCVID).  ...  He is the lead architect of a few best-performing video analytic systems in worldwide competitions such as the annual U.S. NIST TRECVID evaluation.  ... 
doi:10.1145/3123266.3138874 dblp:conf/mm/WuJDC17 fatcat:h54xvesdfjfrnftaefexvjlkxm
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