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Modeling Human Judgment of Digital Imagery for Multimedia Retrieval

T. Volkmer, J.A. Thom, S.M.M. Tahaghoghi
2007 IEEE transactions on multimedia  
The application of machine learning techniques to image and video search has been shown to boost the performance of multimedia retrieval systems, and promises to lead to more generalized semantic search  ...  Besides being prone to human error, manual image annotation is biased by the view of the individual annotator because visual information almost always leaves room for ambiguity.  ...  Watson Research Center for the opportunity to be involved in managing the TRECVID 2005 annotation effort.  ... 
doi:10.1109/tmm.2007.900153 fatcat:wpanwisakrbmnizpdwretm7vsa

Using web frequency within multi-media exhibitions

David A. Shamma, Sara Owsley, Shannon Bradshaw, Kristian J. Hammond
2004 Proceedings of the 12th annual ACM international conference on Multimedia - MULTIMEDIA '04  
In this article, we explore the structure of the web as an indicator of popular culture and its use in Multimedia Exhibits.  ...  The results of this study point to the new applications of the WWW in art and multimedia exhibits as an indicator of popular culture.  ...  Allan Peterson for his insight on art and culture. Steve Hoffman at the Department of Sociology at Northwestern for several good edits.  ... 
doi:10.1145/1027527.1027658 dblp:conf/mm/ShammaOBH04 fatcat:naya7qo4prbd3mblouwvjyq44m

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  ...  However, this also means that finding an item of interest is increasingly difficult, a digital needle in the proverbial haystack.  ...  Open Access This article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s)  ... 
doi:10.1007/s13735-012-0014-4 fatcat:gm5qzupaivcdbao437fdn6l54i

Adaptive Search Based On User Tags in Social Networking

Ch Priyanka
2013 IOSR Journal of Computer Engineering  
With the popularity of the network and development of multimedia retrieval and relevant technology, the traditional information retrieval techniques do not meet the users' demand.  ...  We empirically validate this approach on the social photo-sharing site Flickr, which allows users to annotate images with freely chosen tags and to search for images labeled with a certain tag.  ...  So the retrieval methods based on text or keywords for the digital multimedia apparently can't meet the demand that human being get multimedia information exactly.  ... 
doi:10.9790/0661-1263235 fatcat:ycsannihl5dopf6rhspcep4ajm

Personalized multimedia retrieval

Nicu Sebe, Qi Tian
2007 Proceedings of the international workshop on Workshop on multimedia information retrieval - MIR '07  
The aim of this paper is to present an overview of the current situation in this hot topic of Multimedia Information Retrieval: Personalization. We are considering several aspects of this problem.  ...  Furthermore, the system is required to perform user profiling and to adapt the existing parameters of the system to the user needs and interest.  ...  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  ... 
doi:10.1145/1290082.1290124 dblp:conf/mir/SebeT07 fatcat:xtk6xll3jjat5nu3r5ygef6rey

Computer animation data management: Review of evolution phases and emerging issues

Hui Liang, Jason Sit, Jian Chang, Jian Jun Zhang
2016 International Journal of Information Management  
This paper, albeit limited by its conceptual nature, advances the extant literature of computer animation, information system, and open-product model.  ...  Hence, many questions have surfaced in the extant literature of computeranimation data management. For example, to what extent has the data content expanded in terms of quantity and quality?  ...  For electronic data, management activities included creation, editing, storage, retrieval, and transmission of multimedia documents (Weinberg et al, 1988) , and many of these activities were handled using  ... 
doi:10.1016/j.ijinfomgt.2016.07.008 fatcat:pxzgh5zvizgdplkzzvcgt5otny

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  
Visually dense displays of thumbnail imagery in storyboard views are used for shot-based video exploration and retrieval.  ...  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.  ...  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

Learning Multimodal Neural Network with Ranking Examples

Xinyan Lu, Fei Wu, Xi Li, Yin Zhang, Weiming Lu, Donghui Wang, Yueting Zhuang
2014 Proceedings of the ACM International Conference on Multimedia - MM '14  
function, such that the learned cross-modal ranking function is implicitly embedded in the learned high-level representation for data objects with different modalities (e.g., text and imagery) to perform  ...  The proposed model, named Cross-Modal Ranking Neural Network (CMRNN), benefits from the advance of both neural networks on learning high-level semantics and learning to rank techniques on learning ranking  ...  The judgment y (i) j represents the relevance degree of d (i) j to q (i) , and can be a score explicitly or implicitly given by humans.  ... 
doi:10.1145/2647868.2655001 dblp:conf/mm/LuWLZLWZ14 fatcat:54peth4rfbewzl23qq2h6or7dm

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  ...  This paper will present some current models and techniques being researched to model ontology, preference, context, and presentation and bring them together in a chain of ideas that leads from raw uninformed  ...  The work of Nicu Sebe has been supported by the FP7 IP GLOCAL european project and by the FIRB S-PATTERN project.  ... 
doi:10.1007/s11042-010-0621-0 fatcat:lopdnnydibfbtowpl2bicoswye

Image searching on the Excite Web search engine

Abby Goodrum, Amanda Spink
2001 Information Processing & Management  
Implications for the development of models for visual information retrieval, and for the design of Web search engines are discussed.  ...  Enser, Journal of Documentation 51 (2) (1995) 126-170, who examined written queries for pictorial information in a non-digital environment.  ...  , Doug Cutting, Amy Smith and Catherine Yip of Excite, Inc. in providing the data for this research.  ... 
doi:10.1016/s0306-4573(00)00033-9 fatcat:mpvujdiw3zbdjfcm77iy6bfc6a

Image Information Retrieval: An Overview of Current Research

Abby A. Goodrum
2000 Informing Science  
Rorvig has examined the use of human judgments to train the system to recognize patterns of user-defined similarity for automatic identification of image classes.  ...  An image version of the TREC text retrieval experiments has been called for in the multimedia research community, and several test beds have been proposed (Schmidt & Over, 1999; Slaughter & Marchionini  ... 
doi:10.28945/578 fatcat:vr23sh2z3veo3ptbmvy3hpoypm

Towards interactive, intelligent, and integrated multimedia analytics

Jan Zahalka, Marcel Worring
2014 2014 IEEE Conference on Visual Analytics Science and Technology (VAST)  
In the model, the need for semantic navigation of the collection is emphasized and multimedia analytics tasks are placed on the explorationsearch axis.  ...  Finally, the pragmatic gap, defined as the difference between the tight machine categorization model and the flexible human categorization model is identified as a crucial multimedia analytics topic.  ...  This research is supported by the Dutch Technology Foundation STW, which is part of the Netherlands Organisation for Scientific Research (NWO), and which is partly funded by the Ministry of Economic Affairs  ... 
doi:10.1109/vast.2014.7042476 dblp:conf/ieeevast/ZahalkaW14 fatcat:ugnuducvonc2tdwdc2ftrb6asu

Image Information Mining Systems [chapter]

Ines Maria Gomez Munoz, Mihai Datcu
2010 Geoscience and Remote Sensing New Achievements  
Alexandria Digital Library 2 is another example of accessing remote sensed imagery through its meta information providing a distributed searching mechanism for retrieving geospatial referenced data collections  ...  If we want a realistic measure, computer and human judgments of similarity should be generally correlated.  ...  The aim of this book is to bring together contributions from experts to present new research results and prospects of the future developments in the area of geosciences and remote sensing; emerging research  ... 
doi:10.5772/9101 fatcat:qe5hqyfafzbfrhiioiitzpmkt4

Forensic Science Research Summary for Forgery Detection of Digital Images

2020 International Journal of Engineering and Advanced Technology  
Therefore, the main focus is on different types of forgery detection in digital image processing with the help of all transform techniques and comparing their best results for further improvement in order  ...  Digital image analysis includes image recovery and surveillance for image information improvement.  ...  Image forensics proofs that digital image authenticity can be easily detected and used as evidence for judgment purpose.  ... 
doi:10.35940/ijeat.b2563.029320 fatcat:mwjziifk3ncerodbndirvbk5aq

Visual Digitized Artwork for Archiving Model of Sustainable Context

Rafeah Legino, Muhamad Khairi Shamsudin, Farid Raihan Ahmad, Mursyidah Zainal Abidin
2021 Environment-Behaviour Proceedings Journal (E-BPJ)  
This project was able to digitalize for constant archiving of artwork that contains various themes, styles, content and context from a different medium.  ...  The valuable artwork must protect, and therefore a useful archiving technology needs to be engaged for the perpetual digitalized artwork.  ...  Acknowledgements The authors would like to acknowledge the Research Management Center (RMC), Universiti Teknologi MARA, for funding under the grants of the 600-IRMI/DANA 5/3/BESTARI (124/2018) for this  ... 
doi:10.21834/ebpj.v6isi5.2944 fatcat:634rxl6z6fb3tajahk3gepl6ii
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