Introduction to the Special Section on Digital Libraries: Representation and Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
A society of models for video and image libraries
IBM Systems Journal
Combining supervised learning with color correlograms for content-based image retrieval
MULTIMEDIA '97 Proceedings of the fifth ACM international conference on Multimedia
Perpetual consistency improves image retrieval performance
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Ensemble-index: a new approach to indexing large databases
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Color patterns for pictorial content description
Proceedings of the 2002 ACM symposium on Applied computing
Tools for Browsing a TV Situation Comedy Based on Content Specific Attributes
Multimedia Tools and Applications
Unsupervised Feature Selection Applied to Content-Based Retrieval of Lung Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
eID: a system for exploration of image databases
Information Processing and Management: an International Journal
Adaptive tree similarity learning for image retrieval
Multimedia Systems
Towards Data-Adaptive and User-Adaptive Image Retrieval by Peer Indexing
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Semantic Modeling of Natural Scenes for Content-Based Image Retrieval
International Journal of Computer Vision
An adaptive focus-of-attention model for video surveillance and monitoring
Machine Vision and Applications
A survey of browsing models for content based image retrieval
Multimedia Tools and Applications
Relevance feedback for content-based image retrieval: what can three mouse clicks achieve?
ECIR'03 Proceedings of the 25th European conference on IR research
Compressed domain image retrieval using JPEG2000 and gaussian mixture models
VISUAL'05 Proceedings of the 8th international conference on Visual Information and Information Systems
MIRO'95 Proceedings of the Final conference on Multimedia Information Retrieval
Content-based texture image retrieval using fuzzy class membership
Pattern Recognition Letters
Automatic shape expansion with verification to improve 3D retrieval, classification and matching
3DOR '13 Proceedings of the Sixth Eurographics Workshop on 3D Object Retrieval
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Digital library access is driven by features, but the relevance of a feature for a query is not always obvious. This paper describes an approach for integrating a large number of context-dependent features into a semi-automated tool. Instead of requiring universal similarity measures or manual selection of relevant features, the approach provides a learning algorithm for selecting and combining groupings of the data, where groupings can be induced by highly specialized features. The selection process is guided by positive and negative examples from the user. The inherent combinatorics of using multiple features is reduced by a multistage grouping generation, weighting, and collection process. The stages closest to the user are trained fastest and slowly propagate their adaptations back to earlier stages. The weighting stage adapts the collection stage's search space across uses, so that, in later interactions, good groupings are found given few examples from the user.