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Supporting semantic visual feature browsing in contentbased video retrieval

Xiangming Mu
2006 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '06  
A new shot level video retrieval system that supports semantic visual features (e.g., car, mountain, and fire) browsing is developed to facilitate content-based retrieval.  ...  The score is then used to browse the "similar" keyframes in terms of semantic visual features.  ...  We propose a video browsing system that supports both temporal neighbor and semantic visual feature browsing. Figure 1 is the main interface of the system.  ... 
doi:10.1145/1148170.1148347 dblp:conf/sigir/Mu06a fatcat:mdgwx5qmc5f2rgpwlyxrsnskna

Visual information retrieval from large distributed online repositories

Shih-Fu Chang, John R. Smith, Mandis Beigi, Ana Benitez
1997 Communications of the ACM  
Visual information may be represented in different forms -still images, video sequences, computer graphics, animations, stereoscopic images, and those for futuristic applications, such as multi-view video  ...  Based on our experience in developing visual information retrieval system (VIRS) in the Webbased environment, we present our views of the present and future of VIRS, particularly those providing access  ...  Other VIRS use the input from humans or supporting data to index the visual information in a direct, semantic way.  ... 
doi:10.1145/265563.265573 fatcat:ideechetajgn3dph2ofr5wqsby

Interactive Video Search

Klaus Schoeffmann, Frank Hopfgartner
2015 Proceedings of the 23rd ACM international conference on Multimedia - MM '15  
In this tutorial we discussed (i) proposed solutions for improved video content navigation, (ii) typical interaction of content-based querying features, and (iii) advanced video content visualization methods  ...  Though a lot of research has been spent on video retrieval tools and methods which allow for automatic search in videos through content-based queries, still the performance of automatic video retrieval  ...  In contrast to typical video retrieval, such interactive video search tools give more control to the user and provide flexible search and browsing features instead of focusing on the query-and-browse-results  ... 
doi:10.1145/2733373.2807417 dblp:conf/mm/SchoeffmannH15 fatcat:4cnvlespqraa7fljtlv54fath4

MultiView: Multilevel video content representation and retrieval

Jianping Fan, Walid G. Aref, Ahmed K. Elmagarmid, Mohand-Said Hacid, Mirette S. Marzouk, Xingquan Zhu
2001 Journal of Electronic Imaging (JEI)  
Third, in order to categorize video contents into a set of semantic clusters, an integrated video classification technique is developed to support more efficient multilevel video representation, summarization  ...  In this article, several practical algorithms are proposed to support content-based video analysis, modeling, representation, summarization, indexing, and access.  ...  In Sec. 3 we propose a multilevel video model to support hierarchical video representation, summarization, indexing, retrieving, and browsing.  ... 
doi:10.1117/1.1406944 fatcat:ngtiwnmuqfak7gq5u2ff6s6oki

Multimedia Data Mining [chapter]

Zhongfei (Mark) Zhang, Ruofei Zhang
2009 Data Mining and Knowledge Discovery Handbook  
localization of data of interest and for purposes of visualization and browsing"  Module II aims at providing fundamental skills in MM data (data representation, retrieval, browsing, and presentation  ...  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.  ... 
doi:10.1007/978-0-387-09823-4_57 fatcat:cnrw7f656rcmvjlbdw3yg453xy

Techniques used and open challenges to the analysis, indexing and retrieval of digital video

Alan F. Smeaton
2007 Information Systems  
In this paper we give a brief review of the state of the art of video analysis, indexing and retrieval and we point to research directions which we think are promising and could make searching and browsing  ...  of video archives based on video content, as easy as searching and browsing (text) web pages.  ...  The term semantic features in the context of video retrieval means any midor high-level feature which conveys semantic content.  ... 
doi:10.1016/ fatcat:fwbnujz3tnaz7kbvmys3xo7lua

Applications of video-content analysis and retrieval

N. Dimitrova, Hong-Jiang Zhang, B. Shahraray, I. Sezan, T. Huang, A. Zakhor
2002 IEEE Multimedia  
Content magnets attracting story segments in the content-based personal video recorder Video Scout application.  ...  Feature extraction for content analysis A critical process in contentbased video indexing is feature extraction, which we show in Figure 1 .  ...  Although we tend to think of indexing for supporting fast retrieval of video clips, browsing is equally significant for video data, because the volume of video data requires techniques to present information  ... 
doi:10.1109/mmul.2002.1022858 fatcat:bur6qinxrvfvveeybffaptsod4

IBM Research TRECVID 2004 Video Retrieval System

Arnon Amir, Janne Argillander, Marco Berg, Shih-Fu Chang, Martin Franz, Winston H. Hsu, Giridharan Iyengar, John R. Kender, Lyndon S. Kennedy, Ching-Yung Lin, Milind R. Naphade, Apostol Natsev (+5 others)
2004 TREC Video Retrieval Evaluation  
We participated in four tasks of the benchmark including shot boundary detection, high-level feature detection, story segmentation, and search.  ...  In this paper we describe our participation in the NIST TRECVID-2004 evaluation.  ...  All of the image examples, as well as the selected keyframes from each video clip, were used as independent contentbased retrieval queries in each of the 3 feature spaces (color, texture, and semantic  ... 
dblp:conf/trecvid/AmirABCFHIKKLNN04 fatcat:hpkfbxgi2vg73nrfwfkvv44k6a


2017 International Journal of Advance Engineering and Research Development  
Several methods have been developed for retrieval of videos based on extracting their visual features automatically in recent years.  ...  But it also faces some challenges listed below:  Very large collection of video data still requires significant time to compute the features.  Semantic information retrieval is also a major issue in  ...  The motion trajectory of an object is a simple, high-level feature which is localized in time and space. This descriptor should be used for contentbased retrieval in object-oriented visual databases.  ... 
doi:10.21090/ijaerd.99438 fatcat:vbmr7awdf5ao5n677bwggbcq2a

Multimedia Indexing and Retrieval Techniques: A Review

Avinash N.Bhute, B. B. Meshram, Harsha A. Bhute
2012 International Journal of Computer Applications  
We also discuss features visual features for video retrieval such as colour, texture, shape. The indexing techniques are discussed for these features.  ...  In this survey, we review techniques for text, image, audio and video retrieval. We first look at indexing and retrieval techniques for text, audio, image and video.  ...  Color Feature Color is one of the most widely used visual features in multimedia context and image / video retrieval, in particular.  ... 
doi:10.5120/9264-3443 fatcat:knyjpiirtjfitpxdd7bgwfspay

Enhanced access to digital video through visually rich interfaces

M.G. Christel, Chang Huang
2003 2003 International Conference on Multimedia and Expo. ICME '03. Proceedings (Cat. No.03TH8698)  
These features allow for effective information retrieval from a video collection, as evidenced by the success achieved in interactive query for the TREC 2002 Video Retrieval Track (TREC-V).  ...  This interface, a storyboard of keyframes for multiple video segments, maintains temporal layout, accommodates contextual cues and filtering, supports additional filtering through visual features, and  ...  This work is also supported in part by the advanced Research and Development Activity (ARDA) under contract numbers MDA908-00-C-0037 and MDA904-02-C-0451.  ... 
doi:10.1109/icme.2003.1221238 dblp:conf/icmcs/ChristelH03 fatcat:sjcumlseqrbphm5yhczpjwhnji

Content-based video retrieval and summarization using MPEG-7

Werner Bailer, Harald Mayer, Helmut Neuschmied, Werner Haas, Mathias Lux, Werner Klieber, Simone Santini, Raimondo Schettini
2003 Internet Imaging V  
Retrieval in current multimedia databases is usually limited to browsing and searching based on low-level visual features and explicit textual descriptors.  ...  Semantic aspects of visual information are mainly described in full text attributes or mapped onto specialized, application specific description schemes.  ...  ACKNOWLEDGEMENTS The work described in this paper has been supported by several colleagues within JOANNEUM RESEARCH and the Know-Center Graz, whom the authors would like to thank here.  ... 
doi:10.1117/12.526834 fatcat:vmteatzu3bhfpb65jrrzo3fcaq


2001 International Journal of Image and Graphics  
We then describe visual features, in particular motion, and similarity measures adopted for retrieval.  ...  In this paper, we present major issues in video parsing, abstraction, retrieval and semantic analysis. We discuss the success, the difficulties and the expectations in these areas.  ...  Acknowledgments This work is supported in part by RGC Grants HKUST661/95E and HKUST6072/97E.  ... 
doi:10.1142/s0219467801000268 fatcat:aob23yerxvetnlvrye3nw6nfki

Search the Audio, Browse the Video—A Generic Paradigm for Video Collections

Arnon Amir, Savitha Srinivasan, Alon Efrat
2003 EURASIP Journal on Advances in Signal Processing  
In the first approach, semantic queries pose a great challenge, while the second, speech-based approach, does not support efficient video browsing.  ...  One class is based on image processing techniques, often called content-based image and video retrieval, in which video frames are indexed and searched for visual content.  ...  Invariably, each component of the multimedia data, image, text, video, and audio supports a different feature space and retrieval method specific to the media type.  ... 
doi:10.1155/s111086570321012x fatcat:wpdlika5wjdu7dnk635s64gcwq

A flexible image retrieval and multimedia presentation management system for multimedia databases

Shu-Ching Chen, Mei-Ling Shyu, Xia Jin, Qiong Chen, Chengcui Zhang, Jeff Strickrott
2001 Proceedings of the ninth ACM international conference on Multimedia - MULTIMEDIA '01  
In this demonstration, we present a multimedia query and presentation management system for multimedia databases. It uses an unsupervised segmentation method for image and video feature extraction.  ...  In today's fast-growing information age, multimedia data is becoming more and more common in daily applications, however this data is nearly useless if there is no computer-aided browsing, searching, and  ...  For the query capability, since images are not only the most widely used multimedia type, but also the base for other multimedia types such as video, the need for efficient contentbased image retrieval  ... 
doi:10.1145/500249.500255 fatcat:lzxamraeavf2vmiqodkqthxs64
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