Bridging the semanitic gap in image retrieval
Distributed multimedia databases
Emergent semantics and the multimedia semantic web
ACM SIGMOD Record
On image auto-annotation with latent space models
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Improving CBIR Systems by Integrating Semantic Features
CRV '04 Proceedings of the 1st Canadian Conference on Computer and Robot Vision
Automatic image annotation and retrieval using subspace clustering algorithm
Proceedings of the 2nd ACM international workshop on Multimedia databases
Web image clustering by consistent utilization of visual features and surrounding texts
Proceedings of the 13th annual ACM international conference on Multimedia
Semantic image classification with hierarchical feature subset selection
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Automatic image annotation and retrieval using weighted feature selection
Multimedia Tools and Applications
Learning quantifiable associations via principal sparse non-negative matrix factorization
Intelligent Data Analysis
Expert Systems with Applications: An International Journal
An attention-driven model for grouping similar images with image retrieval applications
EURASIP Journal on Applied Signal Processing
Clustering web images with multi-modal features
Proceedings of the 15th international conference on Multimedia
Latent semantic fusion model for image retrieval and annotation
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Augmenting the power of LSI in text retrieval: Singular value rescaling
Data & Knowledge Engineering
International Journal of Computational Science and Engineering
Bipartite isoperimetric graph partitioning for data co-clustering
Data Mining and Knowledge Discovery
Diffusion maps-based image clustering
Proceedings of the 2006 international workshop on Research issues in digital libraries
Proceedings of the 17th international conference on World Wide Web
Semantic representation of multimedia content: Knowledge representation and semantic indexing
Multimedia Tools and Applications
Parallel processing algorithms for content-based retrieval from a multimedia database
TELE-INFO'08 Proceedings of the 7th WSEAS International Conference on Telecommunications and Informatics
Information Fusion in Multimedia Information Retrieval
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Navidgator - Similarity Based Browsing for Image and Video Databases
KI '08 Proceedings of the 31st annual German conference on Advances in Artificial Intelligence
Can feature information interaction help for information fusion in multimedia problems?
Multimedia Tools and Applications
A Collaborative Filtering Approach to Personalized Interactive Entertainment using MPEG-21
Proceedings of the 2007 conference on Emerging Artificial Intelligence Applications in Computer Engineering: Real Word AI Systems with Applications in eHealth, HCI, Information Retrieval and Pervasive Technologies
Multilayer SOM with tree-structured data for efficient document retrieval and plagiarism detection
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
Image use within the work task model: Images as information and illustration
Journal of the American Society for Information Science and Technology
Towards developing a unified multimodal image retrieval framework
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Journal on Image and Video Processing - Special issue on image and video processing for cultural heritage
Multimedia in cultural heritage collections: a model and applications
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Semantic feature extraction for brain CT image clustering using nonnegative matrix factorization
ICMB'08 Proceedings of the 1st international conference on Medical biometrics
Emergent semantics from users' browsing paths
ISI'03 Proceedings of the 1st NSF/NIJ conference on Intelligence and security informatics
Image tag refinement towards low-rank, content-tag prior and error sparsity
Proceedings of the international conference on Multimedia
Explicit and implicit concept-based video retrieval with bipartite graph propagation model
Proceedings of the international conference on Multimedia
A new text detection algorithm for content-oriented line drawing image retrieval
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Minimizing uncertainty in semantic identification when computing resources are limited
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
News contextualization with geographic and visual information
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Cross-modal interaction and integration with relevance feedback for medical image retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Intellisearch: intelligent search for images and text on the web
ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part I
A semantic fusion approach between medical images and reports using UMLS
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Using linguistic models for image retrieval
ISVC'05 Proceedings of the First international conference on Advances in Visual Computing
Some experiments of face annotation based on latent semantic indexing in FIARS
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Unifying keywords and visual features within one-step search for web image retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
DNIS'05 Proceedings of the 4th international conference on Databases in Networked Information Systems
Improving image annotations using wordnet
MIS'05 Proceedings of the 11th international conference on Advances in Multimedia Information Systems
A unified context model for web image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Detecting individual role using features extracted from speaker diarization results
Multimedia Tools and Applications
Enhancing news organization for convenient retrieval and browsing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Cross-modal social image clustering and tag cleansing
Journal of Visual Communication and Image Representation
A multimodal content-based approach for web pages analysis
International Journal of Knowledge Engineering and Data Mining
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We present the results of our work that seek to negotiate the gap between low-level features and high-level concepts in the domain of web document retrieval. This work concerns a technique, called the latent semantic indexing (LSI), which has been used for textual information retrieval for many years. In this environment, LSI determines clusters of co-occurring keywords so that a query which uses a particular keyword can then retrieve documents perhaps not containing this keyword, but containing other keywords from the same cluster. In this paper, we examine the use of this technique for content-based web document retrieval, using both keywords and image features to represent the documents. Two different approaches to image feature representation, namely, color histograms and color anglograms, are adopted and evaluated. Experimental results show that LSI, together with both textual and visual features, is able to extract the underlying semantic structure of web documents, thus helping to improve the retrieval performance significantly, even when querying is done using only keywords.