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Evaluation of Diversity-Focused Strategies for Multimedia Retrieval [chapter]

Julien Ah-Pine, Gabriela Csurka, Jean-Michel Renders
2009 Lecture Notes in Computer Science  
In this paper, we propose and evaluate different strategies to promote diversity in the top results of multimedia retrieval systems.  ...  We evaluate these strategies in the particular case of ImageCLEFPhoto 2008 Collection.  ...  Introduction Up to now, many multi-modal retrieval systems have focused on addressing the semantic gap between textual and visual contents of multimedia documents.  ... 
doi:10.1007/978-3-642-04447-2_85 fatcat:moastqtxnbdxxobs3ra7cj62bq

Message from the Workshop Chairs

2011 2011 IEEE International Symposium on Multimedia  
Some of these problems include poor panorama quality evaluation strategies, limited domain of videos to work on panorama generation, and real-time panorama generation.  ...  • The 6th Workshop on Multimedia Technologies for E-Learning (MTEL): This workshop focuses on techniques and methods capable of handling educational multimedia contents adequately so that they can be  ... 
doi:10.1109/ism.2011.7 fatcat:3t253nwxnzgsbmh75u4dy3f3c4

Interactive web-teaching strategies [Book Review]

M.J. Lutz
2002 Computer  
The first part of the book focuses on compression algorithms and standards for multimedia data.  ...  They also evaluate the pros and cons of distance learning and explore how to integrate cooperative learning techniques and instructional methods into Web-teaching strategies.  ... 
doi:10.1109/mc.2002.976925 fatcat:dfron565sja6hkjo2bpbf6sxda

Late fusion of heterogeneous methods for multimedia image retrieval

Hugo Jair Escalante, Carlos A. Hérnadez, Luis Enrique Sucar, Manuel Montes
2008 Proceeding of the 1st ACM international conference on Multimedia information retrieval - MIR '08  
The latter reduces the diversity and complementariness of documents considered for the fusion, as a consequence the performance of the fusion approach is poor.  ...  Late fusion of independent retrieval methods is the simpler approach and a widely used one for combining visual and textual information for the search process.  ...  Therefore, alternative strategies for evaluating the goodness of IRMs for HLFIRM are needed.  ... 
doi:10.1145/1460096.1460125 dblp:conf/mir/EscalanteHSM08 fatcat:4pkhxdvmsjbjljyyhfq7sk4tae

A Task Category Space for User-Centric Comparative Multimedia Search Evaluations

Jakub Lokoč, Werner Bailer, Kai Uwe Barthel, Cathal Gurrin, Silvan Heller, Björn Þór Jónsson, Ladislav Peška, Luca Rossetto, Klaus Schoeffmann, Lucia Vadicamo, Stefanos Vrochidis, Jiaxin Wu
2022 Zenodo  
So far, these competitions focused on a small number of search task categories, with few attempts to change task category configurations.  ...  of possible task categories.  ...  Although not focusing specifically on the case of interactive systems, other evaluation campaigns have played an important role in the assessment of multimedia retrieval and analysis techniques for a wide  ... 
doi:10.5281/zenodo.6380508 fatcat:cw2slrwdhbc43ewiq44jdurdz4

TIA-INAOE's Approach for the 2013 Retrieving Diverse Social Images Task

Hugo Jair Escalante, Alicia Morales-Reyes
2013 MediaEval Benchmarking Initiative for Multimedia Evaluation  
This paper describes the approach adopted by the TIA-INAOE team for the 2013 Retrieving Diverse Social Images task of MediaEval.  ...  The challenge consists in re-ranking a list of images returned by a retrieval system in such a way that visual diversity among images in the first positions is maximized [5] .  ...  RELATED WORK Several approaches for result diversification have been proposed: Arni et al. reported results obtained by several strategies evaluated in the ImageCLEF2008 photographic retrieval task which  ... 
dblp:conf/mediaeval/EscalanteM13 fatcat:jxcqzjrduzbetmbgkepjqp5k2i

Exploiting Visual-based Intent Classification for Diverse Social Image Retrieval

Bo Wang, Martha A. Larson
2017 MediaEval Benchmarking Initiative for Multimedia Evaluation  
In the 2017 MediaEval Retrieving Diverse Social Images task, we (TUD-MMC team) propose a novel method, namely an intent-based approach, for social image search result diversification.  ...  Our results reveal that, compared to conventional diversification strategies, intent-based search result diversification is able to bring a considerable improvement in terms of cluster recall with several  ...  In contrast, less research has focused on social, affective and subjective properties of data, for example, why the image was taken.  ... 
dblp:conf/mediaeval/WangL17 fatcat:bcz2ksak5nedlddililu5rkbzy

Active Learning for Interactive Multimedia Retrieval

T.S. Huang, C.K. Dagli, S. Rajaram, E.Y. Chang, M.I. Mandel, G.E. Poliner, D.P.W. Ellis
2008 Proceedings of the IEEE  
Active learning is a strategy that helps alleviate challenges inherent in multimedia information retrieval through user interaction.  ...  We will show how active learning is ideally suited for the multimedia information retrieval problem by giving an overview of the paradigm and component technologies used with special attention given to  ...  For more focused search applications (such as object detection and retrieval) midlevel features such as shape and trajectory can be used.  ... 
doi:10.1109/jproc.2008.916364 fatcat:jeptvn2sdbhxtmhv2colnv3zuy

Multimedia information seeking through search and hyperlinking

Maria Eskevich, Tom de Nies, Pedro Debevere, Rik Van de Walle, Petra Galuscakova, Pavel Pecina, Martha Larson, Gareth J.F. Jones, Robin Aly, Roeland J.F. Ordelman, Shu Chen, Danish Nadeem (+3 others)
2013 Proceedings of the 3rd ACM conference on International conference on multimedia retrieval - ICMR '13  
Existing work on multimedia information retrieval has focused on search for individual relevant items or on content linking without specific attention to search results.  ...  The results of our experiments are used to propose a research agenda for developing effective techniques for search and hyperlinking of multimedia content.  ...  Our investigation of multimedia focuses on both spoken content retrieval and video search. A range of previous investigations have explored effectiveness of these tasks.  ... 
doi:10.1145/2461466.2461511 dblp:conf/mir/EskevichJAOCNGGSNDWGPL13 fatcat:3j22qwz2prguhm24cn647kdmkm

Brave New Task: MusiClef Multimodal Music Tagging

Cynthia C. S. Liem, Nicola Orio, Geoffroy Peeters, Markus Schedl
2012 MediaEval Benchmarking Initiative for Multimedia Evaluation  
After introducing the background of the task and related initiatives in the music information retrieval domain, we give an overview of the actual task and baseline results obtained for a reference implementation  ...  In this paper, we give an overview of the MusiClef Brave New Task at MediaEval 2012.  ...  Acknowledgments The authors would like to thank David Rizo, of the University of Alicante, for his support in starting the Musi-CLEF initiative.  ... 
dblp:conf/mediaeval/LiemOPS12 fatcat:5vwkqfcp2neavef5adomjsxuzm

Digital preservation

Mario Döller, David Coquil
2010 Proceedings of the 1st International Digital Preservation Interoperability Framework Symposium on - INTL-DPIF '10  
The retrieval of multimedia data is an important aspect in the life cycle of these data in respect to digital preservation.  ...  Especially, the novel MPEG Query Format (part 12 of MPEG-7) and its application for the retrieval in distributed and heterogeneous environments are highlighted. heritage INTRODUCTION Digital multimedia  ...  However, it focuses on datacentric retrieval and neglects multimedia retrieval features (QBE, spatial-temporal queries, etc.). Another framework for MPEG-7 has been proposed in [27] .  ... 
doi:10.1145/2039263.2039272 fatcat:ul2cdt4s7fhglbz55v76aqxfvu

Leveraging Image, Text and Cross–media Similarities for Diversity–focused Multimedia Retrieval [chapter]

Julien Ah-Pine, Stephane Clinchant, Gabriela Csurka, Florent Perronnin, Jean-Michel Renders
2010 ImageCLEF  
Diversity focused Multimedia Retrieval In the 2008 and 2009 sessions an additional sub-task to multimedia retrieval was asked to be adressed by the participants.  ...  It concerns diversity-focused multimedia retrieval and typically, the participants not only needed to provide relevant items to the topics but they also had to promote diversity so that the first retrieved  ... 
doi:10.1007/978-3-642-15181-1_17 fatcat:je7zmhdtlvd6vcbbefuipmcz2q

Multimedia Question Answering

Richang Hong, Meng Wang, Guangda Li, Liqiang Nie, Zheng-Jun Zha, Tat-Seng Chua
2012 IEEE Multimedia  
For how-to videos that provide information on completing a specific task, another work exploited the use of diverse Web 2.0 knowledge on YouTube and Yahoo!  ...  Figure 3 . 3 Aspects of the multimedia question answering (MMQA) research field. This article focuses on user intent, data scope, question processing,  ... 
doi:10.1109/mmul.2011.53 fatcat:kixa3tq6yraafglyrlhx5xehwi

Diversity in multimedia information retrieval research

James Z. Wang, Nozha Boujemaa, Alberto Del Bimbo, Donald Geman, Alexander G. Hauptmann, Jelena Tesić
2006 Proceedings of the 8th ACM international workshop on Multimedia information retrieval - MIR '06  
Multimedia information retrieval is a highly diverse field. A variety of data types, research problems, methodologies are involved.  ...  While continually developing new techniques for multimedia retrieval, researchers in the field have leveraged mature methodologies developed in related fields including databases, information retrieval  ...  The research of James Z. Wang, Donald Geman, and Alexander G. Hauptmann has been funded by the US National Science Foundation.  ... 
doi:10.1145/1178677.1178681 dblp:conf/mir/WangBBGHT06 fatcat:oqezl35kcvbf7msipdosecwd7q

In-depth Exploration of Geotagging Performance using Sampling Strategies on YFCC100M

Giorgos Kordopatis-Zilos, Symeon Papadopoulos, Yiannis Kompatsiaris
2016 Proceedings of the 2016 ACM Workshop on Multimedia COMMONS - MMCommons '16  
Evaluating multimedia analysis and retrieval systems is a highly challenging task, of which the outcomes can be highly volatile depending on the selected test collection.  ...  To alleviate this problem, we propose an evaluation methodology based on an array of sampling strategies over a reference test collection, and a way of quantifying and summarizing the volatility of performance  ...  The proposed framework is particularly designed for the problem of multimedia geotagging, but could be adapted for different multimedia analysis and retrieval problems.  ... 
doi:10.1145/2983554.2983558 fatcat:nlncke77rzbm3mxcrwwuxztd5e
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