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Affinity Hybrid Tree: An Indexing Technique for Content-Based Image Retrieval in Multimedia Databases

Kasturi Chatterjee, Shu-ching Chen
2006 Eighth IEEE International Symposium on Multimedia (ISM'06)  
A novel indexing and access method, called Affinity Hybrid Tree (AH-Tree), is proposed to organize large image data sets efficiently and to support popular image access mechanisms like Content-Based Image  ...  AH-Tree combines Space-Based and Distance-Based indexing techniques to form a hybrid structure which is efficient in terms of computational overhead and fairly accurate in producing query results close  ...  Acknowledgment For Shu-Ching Chen, this research was supported in part by NSF EIA-0220562 and HRD-0317692. We would like to thank Dr.  ... 
doi:10.1109/ism.2006.21 dblp:conf/ism/ChatterjeeC06 fatcat:dna6ncuakvfffpndwbw5o4obie

Hierarchical affinity hybrid tree: A multidimensional index structure to organize videos and support content-based retrievals

Kasturi Chatterjee, Shu-Ching Chen
2008 2008 IEEE International Conference on Information Reuse and Integration  
In this paper, we investigate the design of the second component, i.e., a multimedia index, and propose a novel tree-based multidimensional hierarchical index structure called Hierarchical Affinity Hybrid-Tree  ...  Data management techniques for traditional text-based data are inadequate to handle multimedia data efficiently due to their atypical characteristics.  ...  Hierarchical Affinity Hybrid Tree Hierarchical Affinity Hybrid-Tree is an elaborate extension of the basic framework of Affinity Hybrid-Tree [14] [15] which is an index structure developed to manage  ... 
doi:10.1109/iri.2008.4583070 dblp:conf/iri/ChatterjeeC08 fatcat:anaxc636yrccja7ehti5ypx4my

AH+-Tree: An Efficient Multimedia Indexing Structure for Similarity Queries

Fausto C. Fleites, Shu-Ching Chen, Kasturi Chatterjee
2011 2011 IEEE International Symposium on Multimedia  
This paper presents the AH + -tree, a balanced, tree-based index structure that efficiently supports Content-Based Image Retrieval (CBIR) through similarity queries.  ...  The AH + -tree provides the same functionality as the Affinity-Hybrid Tree (AH-Tree) but utilizes the high-level semantics in a novel way to eliminate the I/O overhead incurred by the AH-Tree due to the  ...  ACKNOWLEDGMENT This research was supported in part by NSF OISE-0730065 and HRD-0833093.  ... 
doi:10.1109/ism.2011.20 dblp:conf/ism/FleitesCC11 fatcat:nnctum32yzhm5pnmn4dmqyyeiu

Improved CBIR through Combined Indexing Technique

Sihem Mostefai, Sunitha Jeyasekhar
2012 Journal of clean energy technologies  
In this paper we discuss the current state-of-the-art of various indexing technique as seen from content-based image retrieval point of view and proposed a novel approach named Hierarchical Hash Grid Indexing  ...  Multimedia databases get larger and larger in our days.  ...  Affinity Hybrid Tree (AH-Tree): Indexing Technique for CBIR Systems This approach combines both Space Based and Distance Based indexing technique to form a hybrid structure which is efficient in term of  ... 
doi:10.7763/ijcte.2012.v4.454 fatcat:3qbrikyodbfafbioetowztzs3y

Dynamic behavior of balanced NV-trees

Arnar Ólafsson, Björn Þór Jónsson, Laurent Amsaleg, Herwig Lejsek
2010 Multimedia Systems  
In this thesis we focus on the dynamic behavior of the NV-tree, which is a disk-based approximate index for very large collections.  ...  In recent years, some approximate high-dimensional indexing techniques have shown promising results by trading off quality guarantees for improved query performance.  ...  Ásmundsson for the discussions of the properties of NV-trees as well as access to their implementation.  ... 
doi:10.1007/s00530-010-0199-4 fatcat:3gp5gxw6lbgezagwm3izos5fgq

A Distributed Multimedia Data Management over the Grid [chapter]

Kasturi Chatterjee, S. Masoud Sadjadi, Shu-Ching Chen
2010 Smart Innovation, Systems and Technologies  
The main components of the proposed system comprises of a distributed multidimensional index structure, a distributed query manager handling content-based information retrievals and a load balancing technology  ...  Second, it provides the foundation to develop content-based information retrievals as a possible Grid service.  ...  Dongri Luo for his help in enabling the Index structure to be executed in the Linux environment successfully.  ... 
doi:10.1007/978-3-642-13355-8_3 fatcat:ipxqcwprknhjzagxtwu2i6ai74

Multipath multi-stream distributed reliable video delivery in Wireless Sensor Networks

Saad B. Qaisar, Hayder Radha
2009 2009 43rd Annual Conference on Information Sciences and Systems  
Proceedings. 22nd International  Authors: Kasturi Chatterjee ; Shu-Ching Chen  Title: Affinity Hybrid Tree: An Indexing Technique for Content-Based Image Retrieval in Multimedia Databases  Conference  ...   Title: An implementation of MPEG Query Format over relational-based multimedia database.  ... 
doi:10.1109/ciss.2009.5054718 dblp:conf/ciss/QaisarR09 fatcat:5xqtheqonbe3pmowibj5v6wan4

NV-Tree: An Efficient Disk-Based Index for Approximate Search in Very Large High-Dimensional Collections

Herwig Lejsek, Friðrik Heiðar Ásmundsson, Björn Þór Jónsson, Laurent Amsaleg
2009 IEEE Transactions on Pattern Analysis and Machine Intelligence  
Therefore, we propose the NV-tree, which is a very efficient disk-based data structure that can give good approximate answers to nearest neighbor queries with a single disk operation, even for very large  ...  Finally, we compare the NV-tree to Locality Sensitive Hashing, a popular method for -distance search. We show that they return results of similar quality, but the NV-tree uses many fewer disk reads.  ...  ACKNOWLEDGMENTS This work was partially supported by Icelandic Research Fund Grant 060036021, by an INRIA Eff 2 Associate Teams grant, and by an EGIDE Jules Verne travel grant.  ... 
doi:10.1109/tpami.2008.130 pmid:19299861 fatcat:7ofvu7ri2jfcjogpziwvldia4u

SVS-JOIN: Efficient Spatial Visual Similarity Join over Multimedia Data [article]

Chengyuan Zhang, Ruipeng Chen, Lei Zhu, Zuping Zhang, Fang Huang, Yunwu Lin
2018 arXiv   pre-print
This trend has put forward higher request on large-scale of geo-multimedia data retrieval. Spatial similarity join is one of the important problem in the area of spatial database.  ...  In this paper, we study a novel search problem named spatial visual similarity join (SVS-JOIN for short), which aims to find similar geo-image pairs in both the aspects of geo-location and visual content  ...  Content-Based Image Retrieval.  ... 
arXiv:1810.00549v1 fatcat:ic6jue5vizflvacrdt6fqiwej4

Image search—from thousands to billions in 20 years

Lei Zhang, Yong Rui
2013 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
Starting with a retrospective review of three stages of image search in the history, the article highlights major breakthroughs around the year 2000 in image search features, indexing methods, and commercial  ...  feedback and crowdsourcing, mobile image search, and creative multimedia interfaces.  ...  with the authors on the large-scale image search and annotation problems.  ... 
doi:10.1145/2490823 fatcat:cor23f3c7nb7fimy4ixp32bdk4

Video Content Modeling [chapter]

Tong Zhang, C.-C. Jay Kuo
2001 Content-Based Audio Classification and Retrieval for Audiovisual Data Parsing  
This paper provides an overview of different video content modeling techniques employed in existing content-based video indexing and retrieval (CBVIR) systems.  ...  Based on the current status of research in CBVIR systems, we identify the growth potential, future directions, and open research issues.  ...  In [44] , a multimedia database system for content-based retrieval is presented. An object-oriented data model and a query language are used.  ... 
doi:10.1007/978-1-4757-3339-6_2 fatcat:2cyk63bmcrgftd2hffsqsqhvai

Analysis and Detection of Content based Video Retrieval

Shivanand S Gornale, Ashvini K Babaleshwar, K Babaleshwar
2019 International Journal of Image Graphics and Signal Processing  
The demand for extraction of high level semantics contents as well as handling of low level contents in video retrieval systems are still in need.  ...  Content Based Video Retrieval (CBVR) System has been investigated over past decade it's rooted in many applications like developments and technologies.  ...  In view of the ever increasing size of video databases, the assumption of an appropriate and complete set of tags might be invalid, and content-based video retrieval techniques become vital.  ... 
doi:10.5815/ijigsp.2019.03.06 fatcat:mzlxdk3omjh2vflv66n4agprwu

Efficient Region of Visual Interests Search for Geo-multimedia Data [article]

Chengyuan Zhang, Yunwu Lin, Lei Zhu, Zuping Zhang, Yan Tang, Fang Huang
2018 arXiv   pre-print
This trend has put forward higher request on massive multimedia data retrieval.  ...  To improve the performance of query, we propose a novel spatial indexing structure called quadtree based inverted visual index which is a combination of quadtree, inverted index and visual words.  ...  Content-based image retrieval (CBIR for short) [16, 20, 54] aims to search for images through analyzing their visual contents, and thus image representation [33, 48] .  ... 
arXiv:1808.09610v1 fatcat:v3jzvp3slfbw3i6nqx4qgvpbqi

Efficient Continuous Top-k Geo-Image Search on Road Network [article]

Chengyuan Zhang, Kesheng Cheng, Lei Zhu, Ruipeng Chen, Zuping Zhang, Fang Huang
2018 arXiv   pre-print
combines G-Tree and visual inverted index technique.  ...  To improve the query efficiency in a large-scale road network, we propose the search algorithm named geo-visual search on road network based on a novel hybrid indexing framework called VIG-Tree, which  ...  Content-Based Image Retrieval Content-based image retrieval (CBIR for short) is important research problem in the area of multimedia system and retrieval [39, 45, 48, 50] .  ... 
arXiv:1808.02793v1 fatcat:avdbb53yrna3ta7fjhhdfwnryu

Invariant-based shape retrieval in pictorial databases [chapter]

Michael Kliot, Ehud Rivlin
1998 Lecture Notes in Computer Science  
We present an approach for shape retrieval from pictorial databases which is based on invariant features of the image.  ...  One of the strongest cues for retrieval of content information from images is shape.  ...  Large databases of images are used in different applications including multimedia systems, medical imaging systems, and documents systems. The most common form of retrieval is based on image content.  ... 
doi:10.1007/bfb0055686 fatcat:gs7av7crtjcnrjie6b6cvbqznm
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