Some issues in the indexing of images
Journal of the American Society for Information Science
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Negotiating the Semantic Gap: From Feature Maps to Semantic Landscapes
SOFSEM '01 Proceedings of the 28th Conference on Current Trends in Theory and Practice of Informatics Piestany: Theory and Practice of Informatics
Automatic image annotation and retrieval using cross-media relevance models
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Using Linear Algebra for Intelligent Information Retrieval
Using Linear Algebra for Intelligent Information Retrieval
The Journal of Machine Learning Research
Video Google: A Text Retrieval Approach to Object Matching in Videos
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
On image auto-annotation with latent space models
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Multiple Bernoulli relevance models for image and video annotation
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Surveying the reality of semantic image retrieval
VISUAL'05 Proceedings of the 8th international conference on Visual Information and Information Systems
A linear-algebraic technique with an application in semantic image retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
The evolution of visual information retrieval
Journal of Information Science
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Faceted exploration of image search results
Proceedings of the 19th international conference on World wide web
Modelling image semantic descriptions from web 2.0 documents using a hybrid approach
Proceedings of the 11th International Conference on Information Integration and Web-based Applications & Services
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
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This paper introduces a faceted model of image semantics which attempts to express the richness of semantic content interpretable within an image. Using a large image data-set from a museum collection the paper shows how the facet representation can be applied. The second half of the paper describes our semantic retrieval system, and demonstrates its use with the museum image collection. A retrieval evaluation is performed using the system to investigate how the retrieval performance varies with respect to each of the facet categories. A number of factors related to the image dataset that affect the quality of retrieval are also discussed.