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Open and free datasets for multimedia retrieval

Erwin M. Bakker
2016 International Journal of Multimedia Information Retrieval  
Here, we present some of the recent free and open datasets for the scientific community.  ...  One of the pillars of the scientific community is open and free datasets.  ...  , and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.  ... 
doi:10.1007/s13735-016-0106-7 fatcat:f4kgq6brfnep7jfga22wfgh2ke

A hybrid graph-based and non-linear late fusion approach for multimedia retrieval

Ilias Gialampoukidis, Anastasia Moumtzidou, Dimitris Liparas, Stefanos Vrochidis, Ioannis Kompatsiaris
2016 2016 14th International Workshop on Content-Based Multimedia Indexing (CBMI)  
Nowadays, multimedia retrieval has become a task of high importance, due to the need for efficient and fast access to very large and heterogeneous multimedia collections.  ...  The proposed late fusion approach is evaluated in the multimedia retrieval task, by applying it to two multimedia collections, namely the WIKI11 and IAPR-TC12.  ...  ACKNOWLEDGEMENTS This work was supported by the projects MULTISENSOR (FP7-610411) and KRISTINA (H2020-645012), funded by the European Commission.  ... 
doi:10.1109/cbmi.2016.7500252 dblp:conf/cbmi/GialampoukidisM16 fatcat:gggu5spoufduxbycflomf5b7vu

Multimedia retrieval based on non-linear graph-based fusion and partial least squares regression

Ilias Gialampoukidis, Anastasia Moumtzidou, Dimitris Liparas, Theodora Tsikrika, Stefanos Vrochidis, Ioannis Kompatsiaris
2017 Multimedia tools and applications  
The experimental comparison is done in three public multimedia collections in the multimedia retrieval task.  ...  The retrieval of multimedia objects, given a multimodal query, requires the combination of several sources of information in an efficient and scalable way.  ...  Acknowledgements This work was partially supported by the European Commission by the projects MULTISENSOR (FP7-610411) and KRISTINA (H2020-645012).  ... 
doi:10.1007/s11042-017-4797-4 fatcat:irqeiywrsvcovfqabqio2chm24

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  
While continually developing new techniques for multimedia retrieval, researchers in the field have leveraged mature methodologies developed in related fields including databases, information retrieval  ...  Multimedia information retrieval is a highly diverse field. A variety of data types, research problems, methodologies are involved.  ...  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

Lift Charts-Based Binary Classification in Unsupervised Setting for Concept-Based Retrieval of Emotionally Annotated Images from Affective Multimedia Databases

Marko Horvat, Alan Jović, Danko Ivošević
2020 Information  
Furthermore, we describe affective multimedia databases on a representative example of the International Affective Picture System (IAPS) dataset, their applications, advantages, and deficiencies, and explain  ...  In the lift charts-based retrieval using the approximate matching method, the highest attained accuracy, precision, and recall were 51.06%, 47.41%, 95.89%, and 81.83%, 99.70%, 33.56%, when optimized for  ...  The users enter free-text keywords as their query and select which concept similarity measure will be used for matching.  ... 
doi:10.3390/info11090429 fatcat:ui5grvi5rbaozdlixqhsywv5uu

Demonstration of an Open Source Framework for Qualitative Evaluation of CBIR Systems

Paula Gómez Duran, Eva Mohedano, Kevin McGuinness, Xavier Giró-i-Nieto, Noel E. O'Connor
2018 2018 ACM Multimedia Conference on Multimedia Conference - MM '18  
Our open-source system implements three components to facilitate researchers to quickly develop these capabilities for their retrieval engine.  ...  Interface (UI) for a Content Based Image Retrieval (CBIR) system that allows visualization of results and improvement via capturing user relevance feedback.  ...  by the Spanish Ministry of Economy and Competitivity and the European Regional Development Fund (ERDF) under contract TEC2016-75976-R.  ... 
doi:10.1145/3240508.3241395 dblp:conf/mm/DuranMMNO18 fatcat:iqenyfwknjc43oid3ysvalflwy

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.  ...  Each dataset is a "ground truth" scenario that approximates real situations but is completely open for analysis.  ... 
doi:10.1109/mcg.2010.92 pmid:24807414 fatcat:jtfnj2rl7zgaxk3ormulucd2ti

Knowledge-Driven Video Information Retrieval with LOD

Leslie F. Sikos, David M.W. Powers
2015 Proceedings of the Eighth Workshop on Exploiting Semantic Annotations in Information Retrieval - ESAIR '15  
Another approach is to introduce new multimedia ontologies.  ...  While video contents can be annotated efficiently with terms defined by structured LOD datasets, such as DBpedia, ontology standardization would be desired in the video production and distribution domains  ...  , and more options have appeared for free online video sharing.  ... 
doi:10.1145/2810133.2810141 dblp:conf/cikm/SikosP15 fatcat:uuuh3cyiurabdb6kmqq2brxyna

Editorial — Special issue on multimedia in ecology

Concetto Spampinato, Vasileios Mezaris, Benoit Huet, Jacco van Ossenbruggen
2014 Ecological Informatics  
The proliferation of ecological multimedia data has opened new frontiers in ecology, thus making it an interdisciplinary, collaborative and data-intensive science and shifting from passive analysis performed  ...  This analytical "bottleneck" greatly restricts the use of these otherwise powerful technologies and demands for efficient organization, browsing and retrieval tools in order to effectively support investigators  ...  We would like to thank, first, the authors for their contribution to this special issue, then, all the reviewers for the effort and time spent to provide thorough reviews and valuable suggestions on the  ... 
doi:10.1016/j.ecoinf.2014.03.001 fatcat:zvfaqhm2hrehjci7jsemjgms7u

High diversity transforms multimedia information retrieval into a cross-cutting field

James Z. Wang, Nozha Boujemaa, Yixin Chen
2007 SIGMOD record  
What are the interesting and open research problems in image retrieval? What about other multimedia retrieval problems?  ...  Researchers in multimedia, databases, computer vision, machine learning, signal and image processing and statistics have worked on multimedia information retrieval (MIR) for over a decade.  ... 
doi:10.1145/1276301.1276315 fatcat:cdowdmpllbcf3mea7m2wotbuyq

Multimedia Question Answering

Richang Hong, Meng Wang, Guangda Li, Liqiang Nie, Zheng-Jun Zha, Tat-Seng Chua
2012 IEEE Multimedia  
Although some evaluation datasets and benchmarks exist for evaluating the QA performance, only a few datasets have been designed specifically for MMQA, including some subcollections of TRECVID and the  ...  Second, the field must develop better techniques for concept detection and multimedia event detection.  ... 
doi:10.1109/mmul.2011.53 fatcat:kixa3tq6yraafglyrlhx5xehwi

MRML: A Communication Protocol for Content-Based Image Retrieval [chapter]

Wolfgang Müller, Henning Müller, Stéphane Marchand-Maillet, Thierry Pun, David McG. Squire, Zoran Pečenović, Christoph Giess, Arjen P. de Vries
2000 Lecture Notes in Computer Science  
In this paper we introduce and describe the Multimedia Retrieval Markup Language (MRML).  ...  This XML-based markup language is the basis for an open communication protocol for content-based image retrieval systems (CBIRSs).  ...  Acknowledgements This project is supported by the Swiss National Foundation for Scientific Research under grant number 2000-052426.97.  ... 
doi:10.1007/3-540-40053-2_27 fatcat:adodqc5mqjf4nfd7fwc64apz3y

The 6th international workshop on Multimedia Data Mining (MDM/KDD2005)

Fatma Bouali, Latifur Khan, Florent Masseglia
2005 SIGKDD Explorations  
In this report, we provide a summary of the issues and research directions on Multimedia Data Mining and the outcomes of the MDM/KDD'05 workshop that was held in conjunction with the 11th ACM SIGKDD International  ...  Conference on Knowledge Discovery and Data Mining (KDD 2005), August 21-24 in Chicago IL.  ...  which provides a prototype for later learning and retrieval.  ... 
doi:10.1145/1117454.1117478 fatcat:rfg33dw67vftdp54lg4cmtzyui

MediaEval 2019: Emotion and Theme Recognition in Music Using Jamendo

Dmitry Bogdanov, Alastair Porter, Philip Tovstogan, Minz Won
2019 MediaEval Benchmarking Initiative for Multimedia Evaluation  
This paper provides an overview of the Emotion and Theme recognition in Music task organized as part of the MediaEval 2019 Benchmarking Initiative for Multimedia Evaluation.  ...  This overview paper presents the task challenges, the employed ground-truth information and dataset, and the evaluation methodology.  ...  ACKNOWLEDGMENTS We are thankful to Jamendo for providing us the data and labels.  ... 
dblp:conf/mediaeval/BogdanovPTW19 fatcat:fhdtkmxrojei7oodp4xhdlky5a

[Invited papers] Comparing Approaches to Interactive Lifelog Search at the Lifelog Search Challenge (LSC2018)

Cathal Gurrin, Klaus Schoeffmann, Hideo Joho, Andreas Leibetseder, Liting Zhou, Aaron Duane, Duc-Tien Dang-Nguyen, Michael Riegler, Luca Piras, Minh-Triet Tran, Jakub Lokoč, Wolfgang Hürst
2019 ITE Transactions on Media Technology and Applications  
We try to identify reasons why some systems performed better than others and provide an outlook as well as open issues for upcoming iterations of the challenge.  ...  At the LSC, content-based search is performed over a multi-modal dataset, continuously recorded by a lifelogger over 27 days, consisting of multimedia content, biometric data, human activity data, and  ...  These multimodal datasets pose new challenges for our existing approaches to multimedia information organisation and retrieval 3) .  ... 
doi:10.3169/mta.7.46 fatcat:432mkxsdgbagjkx7z6cvdyr3hm
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