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Assessing the Filtering and Browsing Utility of Automatic Semantic Concepts for Multimedia Retrieval

Michael G Christel, Milind R Naphade, Apostal Natsev, Jelena Tesic
2018
The contributions of automatic semantic concept classifiers for interactive filtering (classifiers in conjunction with query rankings) and browsing (classifiers in lieu of query rankings) are tested against  ...  Hence, automatic semantic concepts can offer significant utility for browsing at current levels of accuracy, but the requirement is much higher for filtering a well-ordered set of results, where extreme  ...  Acknowledgments This material is based on work supported by the Advanced Research and Development Activity (ARDA) under contract number H98230-04-C-0406 and NBCHC040037, and supported by the National Science  ... 
doi:10.1184/r1/6603668.v1 fatcat:o4z2s6qfpnhphpg6nprrbhzsea

Assessing the Filtering and Browsing Utility of Automatic Semantic Concepts for Multimedia Retrieval

M.G. Christel, M.R. Naphade, A. Natsev, J. Tesic
2006 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'06)  
The contributions of automatic semantic concept classifiers for interactive filtering (classifiers in conjunction with query rankings) and browsing (classifiers in lieu of query rankings) are tested against  ...  Hence, automatic semantic concepts can offer significant utility for browsing at current levels of accuracy, but the requirement is much higher for filtering a well-ordered set of results, where extreme  ...  Acknowledgments This material is based on work supported by the Advanced Research and Development Activity (ARDA) under contract number H98230-04-C-0406 and NBCHC040037, and supported by the National Science  ... 
doi:10.1109/cvprw.2006.31 dblp:conf/cvpr/ChristelNNT06 fatcat:5kmt2bauwvcazmziq256cf6rki

Multimedia information retrieval at FX Palo Alto Laboratory

Matthew L. Cooper, John Adcock, Andreas Girgensohn, Jeremy Pickens, Lynn Wilcox, David Akopian, Reiner Creutzburg, Cees G. M. Snoek, Nicu Sebe, Lyndon Kennedy
2011 Multimedia on Mobile Devices 2011; and Multimedia Content Access: Algorithms and Systems V  
This paper describes research activities at FX Palo Alto Laboratory (FXPAL) in the area of multimedia browsing, search, and retrieval.  ...  We first consider interfaces for organization and management of personal photo collections. We then survey our work on interactive video search and retrieval.  ...  . 17 We argue that the indexing utility of our automatic semantic analysis is comparable with that of the provided cascaded output of automatic speech recognition and machine translation.  ... 
doi:10.1117/12.878615 fatcat:eyexwb7dqnhhzghzix2446yeli

A Distributed System for Multimedia Monitoring, Publishing and Retrieval

Giuseppe Becchi, Marco Bertini, Alberto Del Bimbo, Andrea Ferracani, Daniele Pezzatini
2014 Procedia Computer Science  
The system is based on a Service Oriented Architecture that allows to combine and orchestrate a large set of web services for automatic and manual annotation, retrieval, browsing, ingestion and authoring  ...  of different multimedia sources.  ...  Acknowledgements This work was partially supported by the EU IST IM3I project (http://www.im3i.eu/ -contract FP7-222267) and EU IST euTV project (http://www.eutvweb.eu -contract FP7-262428).  ... 
doi:10.1016/j.procs.2014.10.017 fatcat:qeqtx6f65jaz3cqpc3uokskxw4

Interactive multi-user video retrieval systems

Marco Bertini, Alberto Del Bimbo, Andrea Ferracani, Lea Landucci, Daniele Pezzatini
2011 Multimedia tools and applications  
Both systems use the same backend, based on a service oriented architecture (SOA) that provides services for automatic and manual annotation, and an ontology-based video search and browsing engine.  ...  In this paper we present two interactive multi-user systems for video search and browsing.  ...  Acknowledgements The authors thank Giuseppe Becchi for his work on software development. This work was partially supported by the EU IST IM3I project (http://www.im3i.eu/-contract FP7-222267).  ... 
doi:10.1007/s11042-011-0888-9 fatcat:jjujazyudbechkzojnkfp3i34e

Toward a Structural and Semantic Metadata Framework for Efficient Browsing and Searching of Web Videos

Hyun-Hee Kim
2017 Journal of the Korean Society for Library and Information Science  
Although MPEG-7 supports multimedia structural and semantic descriptions, it is not currently suitable for describing multimedia content on the Web.  ...  This study proposed a structural and semantic framework for the characterization of events and segments in Web videos that permits content-based searches and dynamic video summarization.  ...  The region-based model provides an effective base for similarity retrieval of objects. Whereas the second system enables to represent semantic and perceptual facts about the world using multimedia.  ... 
doi:10.4275/kslis.2017.51.1.227 fatcat:3zlaebvw5vasph462xxjeea6vy

Recommending multimedia visiting paths in cultural heritage applications

Ilaria Bartolini, Vincenzo Moscato, Ruggero G. Pensa, Antonio Penta, Antonio Picariello, Carlo Sansone, Maria Luisa Sapino
2014 Multimedia tools and applications  
supporting intelligent multimedia services for the users -i.e. dynamic visiting paths for a given environment.  ...  The valorization and promotion of worldwide Cultural Heritage by the adoption of Information and Communication Technologies represent nowadays some of the most important research issues with a large variety  ...  In Content-Based Filtering [43] , the utility for a user of a given item is estimated using the utilities assigned by the same user to other similar items.  ... 
doi:10.1007/s11042-014-2062-7 fatcat:ksjcltx5efcnhmjfqgyl4syra4

Which Thousand Words are Worth a Picture? Experiments on Video Retrieval using a Thousand Concepts

Wei-hao Lin, Alexander Hauptmann
2006 2006 IEEE International Conference on Multimedia and Expo  
We analyze a large video archive annotated with more than a thousand high-level concepts, and develop guidelines for choosing concepts of high utility to video retrieval.  ...  Recent studies have demonstrated the feasibility of concept-based retrieval, but a fundamental question remains: what kinds of concepts should we index?  ...  CONCLUSIONS In this paper we investigate the problem of using a large, fixed set of semantic concepts for video retrieval.  ... 
doi:10.1109/icme.2006.262545 dblp:conf/icmcs/LinH06 fatcat:yim543ayrfhu5mbtmadscbuq74

A Novel Strategy for Recommending Multimedia Objects and its Application in the Cultural Heritage Domain

Massimiliano Albanese, Antonio d'Acierno, Vincenzo Moscato, Fabio Persia, Antonio Picariello
2011 International Journal of Multimedia Data Engineering and Management  
and low-level features of multimedia objects, past behaviour of individual users, and social behaviour of the users' community as a whole.  ...  One of the most important challenges in the information access field, especially for multimedia repositories, is information overload.  ...  In addition, we exploit specific image metadata (artist, genre and subject) and the semantic similarity has been computed used the most diffused metrics for semantic relatedness of concepts based on a  ... 
doi:10.4018/jmdem.2011100101 fatcat:auvxz3225je6zcjhzvgsqjz5bu

Review of Semantic Importance and Role of using Ontologies in Web Information Retrieval Techniques

Ashraf Ali
2022 International Journal of Computer and Information Technology(2279-0764)  
Moreover, the study tried to compare and classify the most significant developments utilized in the search and retrieval techniques and their major disadvantages and benefits.  ...  Ontological information gathering systems recover files focused on the semantic relation of the search request and the searchable information.  ...  This allows the browse structure to concentrate on the concept combined effect and the resemblance of their relationships simultaneously.  ... 
doi:10.24203/ijcit.v11i1.240 fatcat:rztry6yskvcm5pi6ktcwhmci7e

Multimedia Analysis + Visual Analytics = Multimedia Analytics

N A Chinchor, J J Thomas, P C Wong, M G Christel, W Ribarsky
2010 IEEE Computer Graphics and Applications  
The Battelle Memorial Institute manages the laboratory for the US Department of Energy under contract DE-AC06-76RL01830.  ...  The US National Visualization and Analytics Center at the Pacific Northwest National Laboratory has also supported some of the described research.  ...  Semantic indexing, which automatically assigns semantic tags to video sequences (such as shots), can be fundamental technology for filtering, categorization, browsing, search, and other video exploitation  ... 
doi:10.1109/mcg.2010.92 pmid:24807414 fatcat:jtfnj2rl7zgaxk3ormulucd2ti

Personalization in multimedia retrieval: A survey

Yijuan Lu, Nicu Sebe, Ross Hytnen, Qi Tian
2010 Multimedia tools and applications  
With the explosive broadcast of multimedia (text documents, image, video etc.) in our life, how to annotate, search, index, browse and relate various forms of information efficiently becomes more and more  ...  The goal of this survey is to give an overview of the current situation in the branches of research that are involved in annotation, relation and presentation to a user by preference.  ...  the whole FACS consortium for excellent suggestions and discussions.  ... 
doi:10.1007/s11042-010-0621-0 fatcat:lopdnnydibfbtowpl2bicoswye

A Learned Lexicon-Driven Paradigm for Interactive Video Retrieval

C.G.M. Snoek, M. Worring, D.C. Koelma, A.W.M. Smeulders
2007 IEEE transactions on multimedia  
The core of the paradigm is formed by first detecting a large lexicon of semantic concepts.  ...  The results suggest that from all factors that play a role in interactive retrieval, a large lexicon of semantic concepts matters most.  ...  ACKNOWLEDGMENT The authors are grateful to NIST and the TRECVID coordinators for the benchmark organization and evaluation effort.  ... 
doi:10.1109/tmm.2006.886275 fatcat:e6jbqy6zlbca3hwngn3b5rpfvy

Adaptive Systems for Multimedia Information Retrieval [chapter]

Gareth J. F. Jones
2004 Lecture Notes in Computer Science  
These issues extend both to the entry of search requests, system interation and the browsing of retrieved content, and the methodologies and techniques for content indexing.  ...  Multimedia information retrieval poses both technical and design challenges beyond those of established text retrieval.  ...  Acknowledgements I am grateful to members of the CDVP at DCU for discussing latest developments in Fischlár, and Cathal Gurrin for supplying the images used in this paper.  ... 
doi:10.1007/978-3-540-25981-7_1 fatcat:vdvqw7gjhjc57pwqecwckaqr2e

Putting active learning into multimedia applications

Ming-yu Chen, Michael Christel, Alexander Hauptmann, Howard Wactlar
2005 Proceedings of the 13th annual ACM international conference on Multimedia - MULTIMEDIA '05  
Filtering and browsing tools making use of existing and iteratively added concepts put the user further in control of the multimedia browsing and retrieval process.  ...  The user can identify a need for a class of audiovisual detection, adeptly and fluently supply training material for that class, and iteratively evaluate and improve the resulting automatic classification  ...  plan to assess the benefits of ENVIE and its active learning component for interactive video information retrieval, with ENVIE's development driven by the goal of providing efficient, effective access  ... 
doi:10.1145/1101149.1101342 dblp:conf/mm/ChenCHW05 fatcat:yiqc6355azatpfgte2fsuvdnpi
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