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- research-articleJune 2023
Multi-Modal Hashing for Efficient Multimedia Retrieval: A Survey
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 36, Issue 1Pages 239–260https://doi.org/10.1109/TKDE.2023.3282921With the explosive growth of multimedia contents, multimedia retrieval is facing unprecedented challenges on both storage cost and retrieval speed. Hashing technique can project the high-dimensional data into compact binary hash codes. With it, the most ...
- research-articleMarch 2009
Effective and Efficient Query Processing for Video Subsequence Identification
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 21, Issue 3Pages 321–334https://doi.org/10.1109/TKDE.2008.168Content-based video retrieval has been well investigated. However, despite the importance, few studies on video subsequence identification, which is to find the similar content to a short query clip from a long video sequence, have been published. This ...
- research-articleMarch 2009
Efficient Processing of Metric Skyline Queries
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 21, Issue 3Pages 351–365https://doi.org/10.1109/TKDE.2008.146Skyline query is of great importance in many applications, such as multi-criteria decision making and business planning. In particular, a skyline point is a data object in the database whose attribute vector is not dominated by that of any other ...
- research-articleNovember 2008
Modeling Image Data for Effective Indexing and Retrieval in Large General Image Databases
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 20, Issue 11Pages 1566–1580https://doi.org/10.1109/TKDE.2008.56In this paper, we propose an image semantic model based on the knowledge and criteria in the field of linguistics and taxonomy. Our work bridges the "semantic gap" by seamlessly exploiting the synergy of both visual feature processing and semantic ...
- research-articleJune 2008
Evolutionary Optimization of File Assignment for a Large-Scale Video-on-Demand System
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 20, Issue 6Pages 836–850https://doi.org/10.1109/TKDE.2007.190742We present a genetic algorithm to tackle a file assignment problem for a large scale video-on-demand system. The file assignment problem is to find the optimal replication and allocation of movie files to disks, so that the request blocking probability ...
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- research-articleMarch 2008
Efficient Similarity Search in Nonmetric Spaces with Local Constant Embedding
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 20, Issue 3Pages 321–336https://doi.org/10.1109/TKDE.2007.190700Similarity-based search has been a key factor for many applications, such as multimedia retrieval, data mining, web search and retrieval, and so on. There are two important issues related to the the similarity search, namely the design of a distance ...
- research-articleMarch 2008
Long-Term Cross-Session Relevance Feedback Using Virtual Features
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 20, Issue 3Pages 352–368https://doi.org/10.1109/TKDE.2007.190697Relevance feedback (RF) is an iterative process which refines the retrievals by utilizing the user's feedback on previously retrieved results. Traditional RF techniques use solely the short-term learning experience and do not exploit the knowledge ...
- research-articleMarch 2008
On the Design of Distributed Object Placement and Load Balancing Strategies in Large-Scale Networked Multimedia Storage Systems
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 20, Issue 3Pages 369–382https://doi.org/10.1109/TKDE.2007.190694In a large-scale multimedia storage system (LMSS) where client requests for different multimedia objects may have different demands, placement and replication of the objects is an important factor, as it may result in an imbalance in server loading ...
- research-articleFebruary 2008
Learning a Maximum Margin Subspace for Image Retrieval
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 20, Issue 2Pages 189–201https://doi.org/10.1109/TKDE.2007.190692One of the fundamental problems in Content-Based Image Retrieval (CBIR) has been the gap been low level visual features and high level semantic concepts. To narrow down this gap, relevance feedback is introduced into image retrieval. With the user ...
- research-articleDecember 2007
A Normalization Framework for Multimedia Databases
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 19, Issue 12Pages 1666–1679https://doi.org/10.1109/TKDE.2007.190651We present a normalization framework for designing of multimedia database schemes with reduced manipulation anomalies. To this end we introduce new extended dependencies involving different types of multimedia data. Such dependencies are based on ...
- research-articleMay 2007
Multiquality Data Replication in Multimedia Databases
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 19, Issue 5Pages 679–694https://doi.org/10.1109/TKDE.2007.1013In contrast to other database applications, multimedia data can have a wide range of quality parameters, such as spatial and temporal resolution and compression format. Users can request data with specific quality requirements due to the needs of their ...
- research-articleMay 2007
Indexing Spatio-Temporal Trajectories with Efficient Polynomial Approximations
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 19, Issue 5Pages 663–678https://doi.org/10.1109/TKDE.2007.1006Complex queries on trajectory data are increasingly common in applications involving moving objects. MBR or grid-cell approximations on trajectories perform suboptimally since they do not capture the smoothness and lack of internal area of trajectories. ...
- research-articleNovember 2006
Hierarchical Indexing Structure for Efficient Similarity Search in Video Retrieval
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 18, Issue 11Pages 1544–1559https://doi.org/10.1109/TKDE.2006.174With the rapid increase in both centralized video archives and distributed WWW video resources, content-based video retrieval is gaining its importance. To support such applications efficiently, content-based video indexing must be addressed. Typically, ...
- research-articleJuly 2005
A Tree-Based Forward Digest Protocol to Verify Data Integrity in Distributed Media Streaming
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 17, Issue 7Pages 1010–1014https://doi.org/10.1109/TKDE.2005.102We design a Tree-based Forward Digest Protocol (TFDP) to verify data integrity in distributed media streaming for content distribution. Several challenges arise, including the timing constraint of streaming sessions, the involvement of multiple senders, ...
- research-articleMay 2005
Video Data Mining: Semantic Indexing and Event Detection from the Association Perspective
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 17, Issue 5Pages 665–677https://doi.org/10.1109/TKDE.2005.83Advances in the media and entertainment industries, including streaming audio and digital TV, present new challenges for managing and accessing large audio-visual collections. Current content management systems support retrieval using low-level features,...
- research-articleDecember 2004
Image Database Design Based on 9D-SPA Representation for Spatial Relations
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 16, Issue 12Pages 1486–1496https://doi.org/10.1109/TKDE.2004.92Spatial relationships between objects are important features for designing a content-based image retrieval system. In this paper, we propose a new scheme, called 9D-SPA representation, for encoding the spatial relations in an image. With this ...
- research-articleNovember 2004
Information Retrieval in Document Image Databases
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 16, Issue 11Pages 1398–1410https://doi.org/10.1109/TKDE.2004.76With the rising popularity and importance of document images as an information source, information retrieval in document image databases has become a growing and challenging problem. In this paper, we propose an approach with the capability of matching ...
- research-articleOctober 2004
Content-Based Image Retrieval Based on a Fuzzy Approach
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 16, Issue 10Pages 1185–1199https://doi.org/10.1109/TKDE.2004.53A typical content-based image retrieval (CBIR) system would need to handle the vagueness in the user queries as well as the inherent uncertainty in image representation, similarity measure, and relevance feedback. In this paper, we discuss how fuzzy set ...
- research-articleSeptember 2004
Distributed and Reactive Query Planning in R-MAGIC: An Agent-Based Multimedia Retrieval System
IEEE Transactions on Knowledge and Data Engineering (IEEECS_TKDE), Volume 16, Issue 9Pages 1082–1095https://doi.org/10.1109/TKDE.2004.40This paper presents the planning scheme for a cooperative agent-based multimedia retrieval architecture that integrates a heterogeneous set of repositories into a coherent information system. The agents in the system collaborate in context of a ...