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A hierarchical manifold subgraph ranking system for content-based image retrieval

Ran Chang, Xiaojun Qi
2013 2013 IEEE International Conference on Multimedia and Expo (ICME)  
We present a novel hierarchical manifold subgraph ranking system for content-based image retrieval (CBIR).  ...  The proposed CBIR system is capable of searching a large scale imagery database via its hierarchical structure.  ...  CONCLUSIONS AND FUTURE WORK We propose a novel hierarchical manifold subgraph ranking system for image retrieval.  ... 
doi:10.1109/icme.2013.6607466 dblp:conf/icmcs/ChangQ13 fatcat:uts2tcgo2fht7lqeptle4hw3pa

A Scalable Graph-Based Semi-Supervised Ranking System for Content-Based Image Retrieval

Xiaojun Qi, Ran Chang
2013 International Journal of Multimedia Data Engineering and Management  
The authors propose a scalable graph-based semi-supervised ranking system for image retrieval.  ...  Active learning is applied to build a dynamic feedback log to extract semantic features of images. Two-layer manifold graphs are then built in both low-level visual and high-level semantic spaces.  ...  Retrieval results on (a) 2000-Flickr database; (b) (c) 8000-image database; (d) 12000-image database; and (e) 22000-image database. 89.57%, 82.69%, and 53.11% for 2000-image, 6000-image, 8000  ... 
doi:10.4018/ijmdem.2013100102 fatcat:c4b76naaejhyhcwxghskmk7lte

Attribute-augmented semantic hierarchy

Hanwang Zhang, Zheng-Jun Zha, Yang Yang, Shuicheng Yan, Yue Gao, Tat-Seng Chua
2013 Proceedings of the 21st ACM international conference on Multimedia - MM '13  
A hierarchical semantic similarity function is learnt to characterize the semantic similarities among images for retrieval.  ...  This paper presents a novel Attribute-augmented Semantic Hierarchy (A 2 SH) and demonstrates its effectiveness in bridging both the semantic and intention gaps in Contentbased Image Retrieval (CBIR).  ...  We next use A 2 SH to process the database images and obtain their hierarchical semantic representations.  ... 
doi:10.1145/2502081.2502093 dblp:conf/mm/ZhangZYYGC13 fatcat:vo4w3q2uj5gcvoxgmpmz3kooiq

Semantic-meaningful content-based image retrieval in wavelet domain

Yongqing Sun, Shinji Ozawa
2003 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval - MIR '03  
In this paper, we propose a semantic-meaningful approach for region-based image retrieval in image database.  ...  The experiment results demonstrate that our image retrieval system improves retrieval accuracy, robustness significantly in general-purpose image library.  ...  For each semantic category, we do 10 queries in the database and then take the average precision of 10 queries as retrieval precisionRetrieval precision for six semantic image categories(%): the number  ... 
doi:10.1145/973264.973285 dblp:conf/mir/SunO03 fatcat:xfh3dtuzdrduhhf33irui2mybu

Building a user-centered semantic hierarchy in image databases

Manjeet Rege, Ming Dong, Farshad Fotouhi
2006 Multimedia Systems  
We present an image retrieval system based on a city-landscape image database comprising of 3,009 images. We also compare our approach with other typical methods to organize an image database.  ...  By treating each feedback as a weak classifier and combining them together, we are able to capture the categories in the users' mind and build a user-centered semantic hierarchy in the database to support  ...  Our system provides a simple and robust solution for semantic classification in the database.  ... 
doi:10.1007/s00530-006-0049-6 fatcat:t2px7dxcy5gitbarwyjdeq4fhu

Attribute-Augmented Semantic Hierarchy

Hanwang Zhang, Zheng-Jun Zha, Yang Yang, Shuicheng Yan, Yue Gao, Tat-Seng Chua
2014 ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)  
An hierarchical semantic similarity function is learned to characterize the semantic similarities among images for retrieval.  ...  Attributeaugmented semantic hierarchy: Towards a unified framework for content-based image retrieval. ACM Trans.  ...  INTRODUCTION Content-based image retrieval (CBIR), a technique for retrieving images from a large database of digital images based on visual content, has been studied extensively since the early 1990s  ... 
doi:10.1145/2637291 fatcat:nfk54afzgbchrpu5okanxg2sfa

Facilitating Multimedia Database Exploration through Visual Interfaces and Perpetual Query Reformulations

Wen-Syan Li, K. Selçuk Candan, Kyoji Hirata, Yoshinori Hara
1997 Very Large Data Bases Conference  
In this paper we present a hybrid multimedia database system, which employs a hierarchical database statistics structure for both query optimization and reformulation analysis without adding additional  ...  We view querying multimedia database as a combination of IR, image matching, and traditional database query processing and it should be conducted in a way of perpetual query reformulation for honing target  ...  Acknowledgments We would like to express our sincere appreciation to Peter Scheuermann and Chris Clifton for their invaluable comments and suggestions on this work.  ... 
dblp:conf/vldb/LiCHH97 fatcat:syy5rv5uyrco5krmw36loirjqm

Addressing CBIR efficiency, effectiveness, and retrieval subjectivity simultaneously

Ruofei Zhang, Zhongfei (Mark) Zhang
2003 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval - MIR '03  
This work is about Content Based Image Retrieval (CBIR), focusing on developing a Fast And Semantics-Tailored (FAST) image retrieval methodology.  ...  a region based approach to improving the retrieval effectiveness and robustness (2) development of a new hierarchical indexing structure and the corresponding Hierarchical, Elimination-based A* Retrieval  ...  A region-based retrieval system segments images into regions, and retrieves images based on the similarities derived from the regions.  ... 
doi:10.1145/973264.973276 dblp:conf/mir/ZhangZ03 fatcat:cuyozfrayrhutgquhlfe5ecfuy

FAST: Toward more effective and efficient image retrieval

Ruofei Zhang, Zhongfei Mark Zhang
2005 Multimedia Systems  
This paper focuses on developing a Fast And Semantics-Tailored (FAST) image retrieval methodology.  ...  a region-based approach to improving the retrieval effectiveness and robustness; (2) development of a new hierarchical indexing structure and the corresponding hierarchical, elimination-based A* retrieval  ...  A region-based retrieval system segments images into regions and retrieves images based on the similarities derived from the regions.  ... 
doi:10.1007/s00530-005-0180-9 fatcat:s2nznybbebawbaial7ootkwdne

Image Information Mining System Evaluation Using Information-Theoretic Measures

Herbert Daschiel, Mihai Datcu
2005 EURASIP Journal on Advances in Signal Processing  
for successful content-based image retrieval and image information mining.  ...  Image data information systems require both database and visual capabilities, but there is a gap between these systems.  ...  Image retrieval systems require both database and machine vision capabilities, but a gap exists between these systems.  ... 
doi:10.1155/asp.2005.2153 fatcat:lrtuvxsh2zgddi3nzpyy3wnzdy

Finding Image Semantics from a Hierarchical Image Database Based on Adaptively Combined Visual Features [chapter]

Pritee Khanna, Shreelekha Pandey, Haruo Yokota
2013 Lecture Notes in Computer Science  
A novel 'Branch Selection Algorithm' is developed for a highly categorized and dense image database, which drastically reduces the search space.  ...  This work analyzes and utilizes the strength of a semantically categorized image database to assign semantics to query images.  ...  The authors acknowledge the support provided by JSPS to carry out this work under JSPS Invitation Fellowship for Research in Japan (Long-Term).  ... 
doi:10.1007/978-3-642-40285-2_11 fatcat:x53ahyut35agfn3vdl6w3dpcf4

Retrieval by Color Features in Image Databases

Irena Valova, Boris Rachev
2004 Symposium on Advances in Databases and Information Systems  
On the basis of this algorithm we have developed a prototype system for content base image organization and retrieval.  ...  What is presented in this paper is our work in the area of image organization and retrieval in Image Databases using global color features and spatial color distribution of images.  ...  As a global factor we suggest and use the representation of the database as an ordered hierarchical tree.  ... 
dblp:conf/adbis/ValovaR04 fatcat:27krvyg3dvambbs6lzmfhh7aca

Hierarchical semantic indexing for large scale image retrieval

Jia Deng, Alexander C. Berg, Li Fei-Fei
2011 CVPR 2011  
When semantic labels and a hierarchy relating them are available during training, significant improvements over the state of the art in similar image retrieval are attained.  ...  Exploiting hierarchical relationships is most important for larger scale problems, where scalability becomes crucial.  ...  F-F is partially supported by an NSF CAREER grant (IIS-0845230), the DARPA CSSG grant, and a Google research award.  ... 
doi:10.1109/cvpr.2011.5995516 dblp:conf/cvpr/DengBL11 fatcat:muycjsyngfawrgei2al7vy3ydm

An effective use of adaptive combination of visual features to retrieve image semantics from a hierarchical image database

Shreelekha Pandey, Pritee Khanna, Haruo Yokota
2015 Journal of Visual Communication and Image Representation  
This work utilizes the strength of such database and proposes a system for automatic semantics assignment to images using an adaptive combination of multiple visual features.  ...  Semantics based categorization of images gives a semantically categorized hierarchical image database.  ...  Acknowledgements This work is done during the JSPS Invitation Fellowship for Research in Japan (Long-Term) from May 2011 to Jan 2012. The authors acknowledge the support provided by JSPS Fellowship.  ... 
doi:10.1016/j.jvcir.2015.03.010 fatcat:nepdonyigbbxld57pat4sv3ukq

Towards Effective Relevance Feedback Methods in Content-Based Image Retrieval Systems

Sunitha Mostefai
2014 International Journal of Innovation Management and Technology  
In this paper we discuss the current state-of-the-art in Relevance Feedback as seen from content-based image retrieval point of view and recommend a novel approach for the future.  ...  CBIR system has become a very active research topic during the last few years.  ...  Indexing Indexing is used to retrieve similar image from and image database for a given query image and it is used to accelerate the query performance in the search process and plays a main role in supporting  ... 
doi:10.7763/ijimt.2014.v5.482 fatcat:peldufn2tndhlcwjakvw6l2jlu
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