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Hierarchical feedback algorithm based on visual community discovery for interactive video retrieval

Lin Pang, Juan Cao, Yongdong Zhang, Shouxun Lin
2010 Proceedings of the ACM International Conference on Image and Video Retrieval - CIVR '10  
We propose a hierarchical community-based feedback algorithm (HieCommunityRank) to make full use of the limited user feedback by integrating the most informative context according to visual community semantics  ...  In this paper, we exploit the visual community structure in visual-temporal correlation network and use it to facilitate interactive video retrieval.  ...  Based on the above observation, we propose "visual community", and utilize the visual community context information for interactive video retrieval.  ... 
doi:10.1145/1816041.1816095 dblp:conf/civr/PangCZL10 fatcat:wes6vhinpvf4vclpzwwtb2kjai

Towards hierarchical context: unfolding visual community potential for interactive video retrieval

Lin Pang, Juan Cao, Lei Bao, Yongdong Zhang, Shouxun Lin
2010 Multimedia tools and applications  
Firstly, we propose a hierarchical community-based feedback algorithm.  ...  In this paper, we exploit the visual community structure in visual-temporal correlation network and utilize it to improve interactive video retrieval.  ...  visual community discovery, hierarchical community-based feedback, and visualization interface VideoMap.  ... 
doi:10.1007/s11042-010-0605-0 fatcat:vod2kc5gavhe7ei2e4dmzdubg4


Juan Cao, Yong-Dong Zhang, Bai-Lan Feng, Lei Bao, Ling Pang, Jin-Tao Li, Ke Gao, Xiao Wu, Hon-Ttao Xie, Wei Zhang, Zhen-Dong Mao
2009 TREC Video Retrieval Evaluation  
Meanwhile, the system has powerful multiple modality feedback strategies, including the visual-based feedback, concept-based feedback and community-based feedback.  ...  This paper describes the highlights of our interactive search system VideoMap for TRECVID 2009.  ...  Community-based Feedback Besides the community-based interface, we also design three community-based feedback algorithms.  ... 
dblp:conf/trecvid/CaoZFBPLGWXZM09 fatcat:dupkc3rutvgcpasjzpxwcfqui4

Multimedia Data Mining [chapter]

Zhongfei (Mark) Zhang, Ruofei Zhang
2009 Data Mining and Knowledge Discovery Handbook  
Mehrotra: Relevance feedback: A Power Tool for Interactive Contentbased Image Retrieval. IEEE Transactions on Circuits and Systems for Video Technology, 1998 [SWS+00] A. W. M. Smeulders, M.  ...  Retrieval  automatically retrieves images, video, graphics, animations, and audio based on the visual and audio content  History  Conference on Database Applications of Pictorial Applications in 1979  ... 
doi:10.1007/978-0-387-09823-4_57 fatcat:cnrw7f656rcmvjlbdw3yg453xy

An Integrated and Interactive Video Retrieval Framework with Hierarchical Learning Models and Semantic Clustering Strategy

Na Zhao, Shu-ching Chen, Mei-ling Shyu, Stuart Rubin
2006 2006 IEEE International Conference on Information Reuse & Integration  
In this research, we propose an integrated and interactive framework to manage and retrieve large scale video archives.  ...  The video data are modeled by a hierarchical learning mechanism called HMMM (Hierarchical Markov Model Mediator) and indexed by an innovative semantic video database clustering strategy.  ...  In [5] , the algorithms are proposed for unsupervised discovery of the video structure by modeling the events and their stochastic structures in video sequences via using Hierarchical Hidden Markov Models  ... 
doi:10.1109/iri.2006.252454 dblp:conf/iri/ZhaoCSR06 fatcat:nbauqarf3rej5l6e5naybualrq

Community detection: Topological vs. topical

Ying Ding
2011 Journal of Informetrics  
This paper conducted systematic analysis of applying a topology-based community detection approach and a topic-based community detection approach to the coauthorship networks of the information retrieval  ...  one takes the textual information of the network nodes into consideration (topic-based community detection approach).  ...  Jie Tang at Tsinghua University (China) for sharing the codes of several algorithms applied here, and Prof. Katy Börner at Indiana University for her team of support for the visualization part.  ... 
doi:10.1016/j.joi.2011.02.006 fatcat:ihrun3qtzreb3o6lypoh6tiu5a

A Survey on Multimodal Video Representation for Semantic Retrieval

J. Calic, N. Campbell, S. Dasiopoulou, Y. Kompatsiaris
2005 EUROCON 2005 - The International Conference on "Computer as a Tool"  
This paper surveys the approaches to video representation, focusing on semantic analysis for content-based indexing and retrieval.  ...  Furthermore, the concept of video multimodality is reevaluated and redefined in order to introduce modalities such as editing technique or affect to the audience.  ...  For more information please visit  ... 
doi:10.1109/eurcon.2005.1629877 fatcat:e25kjkfqx5fplht6rrnavhwy54

Intelligent User Interfaces for Music Discovery: The Past 20 Years and What's to Come

Peter Knees, Markus Schedl, Masataka Goto
2019 Zenodo  
In this paper, we reflect on the evolution of MIR-driven user interfaces for music browsing and discovery over the past two decades.  ...  Providing means to assist the user in finding music is one of the original motivations underlying the research field known as Music Information Retrieval (MIR).  ...  As a similar metaphor, "planetarium" has been used in Songrium, 2 a public web service for interactive visualization and exploration of web-native music on video sharing services [23] .  ... 
doi:10.5281/zenodo.3527737 fatcat:kaj6hodbfjdyhodl5avk2ciloq


Simeon J. Simoff, Chabane Djeraba, Osmar R. Zaïane
2002 SIGKDD Explorations  
This report presents a brief overview of multimedia data mining and the corresponding workshop series at ACM SIGKDD conference series on data mining and knowledge discovery.  ...  It summarizes the presentations, conclusions and directions for future work that were discussed during the 3 rd edition of the  ...  In User Concept Pattern Discovery Using Relevance Feedback and Multiple Instance Learning for Content-Based Image Retrieval Xin Huang, Shu-Ching Chen (Florida International University, USA), Mei-Ling Shyu  ... 
doi:10.1145/772862.772886 fatcat:o5webn3qe5awhoqyfr2dgqxtri

Interactive search in image retrieval: a survey

Bart Thomee, Michael S. Lew
2012 International Journal of Multimedia Information Retrieval  
In this article, we focus on the topic of contentbased image retrieval using interactive search techniques, i.e., how does one interactively find any kind of imagery from any source, regardless of whether  ...  We highlight trends and ideas from over 170 recent research papers aiming to capture the wide spectrum of paradigms and methods in interactive search, including its subarea relevance feedback.  ...  Haas M, Oerlemans A, Lew MS (2005) Relevance feedback methods in content based retrieval and video summarization.  ... 
doi:10.1007/s13735-012-0014-4 fatcat:gm5qzupaivcdbao437fdn6l54i

Content-based image retrieval

Ritendra Datta, Jia Li, James Z. Wang
2005 Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval - MIR '05  
The last decade has witnessed great interest in research on content-based image retrieval.  ...  This has paved the way for a large number of new techniques and systems, and a growing interest in associated fields to support such systems.  ...  We leave out retrieval from video sequences and text caption based image search from our discussion.  ... 
doi:10.1145/1101826.1101866 dblp:conf/mir/DattaLW05 fatcat:puk37fqtbng77dwtjd7sjyz2xi

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  ...  Bulterman, Stavros Christodoulakis, Chabane Djeraba, Daniel Gatica-Perez, Thomas Huang, Alex Jaimes, Ramesh Jain, Mike Lew, Andy Rauber, Pasquale Savino, Arnold Smeulders, and the whole FACS consortium for  ...  Research in profile representation and context discovery have driven the development of a wide range of algorithms that are useful for finding better content for a user.  ... 
doi:10.1007/s11042-010-0621-0 fatcat:lopdnnydibfbtowpl2bicoswye


Osmar R. Zaïane, Simeon J. Simoff
2002 SIGKDD Explorations  
This is brief report summarizes the presentations, conclusions and directions for future work that were discussed during the second edition of the International Workshop on Multimedia Data Mining.  ...  The report includes references to resources where one can find more information about the workshop format, the proceedings and the workshop participants.  ...  Acknowledgements We are thankful to the members of the KDD workshop committee for providing the opportunity to stage this event.  ... 
doi:10.1145/507515.507524 fatcat:lhbmmnnscrhwjplewnhniee2tu

Multimedia Resource Discovery [chapter]

Stefan Rüger
2011 Advanced Topics in Information Retrieval  
A review of algorithms for audio fingerprinting. In International Workshop on Multimedia Signal Processing, pp 169- 173. S Card (1996). Visualizing retrieved information: A survey.  ...  M Lew, ed. (2001): Principles of Visual Information Retrieval. Springer. Y-J Zhang, ed. (2006): Semantic-based visual information retrieval. Idea Group Inc.  ... 
doi:10.1007/978-3-642-20946-8_7 fatcat:fzndjjwksra6zhdaff6cq3voja

Intelligent User Interfaces for Music Discovery

Peter Knees, Markus Schedl, Masataka Goto
2020 Transactions of the International Society for Music Information Retrieval  
In this article, we reflect on the evolution of MIR-driven intelligent user interfaces for music browsing and discovery over the past two decades.  ...  Phase 1 has seen the development of content-based music retrieval interfaces built upon audio processing and content description algorithms facilitating the automatic organization of repositories and finding  ...  Songrium is a public web service for interactive visualization and exploration of web-native music on video sharing services. 2 It uses similarity-preserving projections of pieces onto both 2D and 3D galaxy  ... 
doi:10.5334/tismir.60 fatcat:clhfsnzwxzgu3bjtkxf3fyws7u
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