Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Optimal aggregation algorithms for middleware
PODS '01 Proceedings of the twentieth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
ACM Computing Surveys (CSUR)
ACM Computing Surveys (CSUR)
Efficient k-NN search on vertically decomposed data
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
When Is ''Nearest Neighbor'' Meaningful?
ICDT '99 Proceedings of the 7th International Conference on Database Theory
Proceedings of the 17th International Conference on Data Engineering
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Towards heterogeneous multimedia information systems: the Garlic approach
RIDE '95 Proceedings of the 5th International Workshop on Research Issues in Data Engineering-Distributed Object Management (RIDE-DOM'95)
Towards Meaningful High-Dimensional Nearest Neighbor Search by Human-Computer Interaction
ICDE '02 Proceedings of the 18th International Conference on Data Engineering
Bitmap indexing method for complex similarity queries with relevance feedback
MMDB '03 Proceedings of the 1st ACM international workshop on Multimedia databases
iDistance: An adaptive B+-tree based indexing method for nearest neighbor search
ACM Transactions on Database Systems (TODS)
High-Dimensional Similarity Searches Using A Metric Pseudo-Grid
ICDEW '05 Proceedings of the 21st International Conference on Data Engineering Workshops
Redundant bit vectors for quickly searching high-dimensional regions
Proceedings of the First international conference on Deterministic and Statistical Methods in Machine Learning
Semantic metric for image library exploration
IEEE Transactions on Multimedia
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
Flexible content extraction and querying for videos
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
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Multimedia retrieval brings new challenges, mainly derived from the mismatch between the level of the user interaction—high-level concepts, and that of the automatically processed descriptors—low-level features. The effective use of the low-level descriptors is therefore mandatory. Many data structures have been proposed for managing the representation of multidimensional descriptors, each geared toward efficiency in some set of basic operations. The paper introduces a highly parametrizable structure called the BitMatrix, along with its search algorithms. The BitMatrix is compared with existing methods, all implemented in a common framework . The tests have been performed on two datasets, with parameters covering significant ranges of values. The BitMatrix has proved to be a robust and flexible structure that can compete with other methods for multidimensional descriptor indexing.