Vector quantization and signal compression
Vector quantization and signal compression
COLT '92 Proceedings of the fifth annual workshop on Computational learning theory
An algorithm for approximate closest-point queries
SCG '94 Proceedings of the tenth annual symposium on Computational geometry
Journal of the ACM (JACM)
An introduction to computational learning theory
An introduction to computational learning theory
Multimedia Systems - Special issue on content-based retrieval
Copy detection mechanisms for digital documents
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Machine Learning
VisualSEEk: a fully automated content-based image query system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
Communications of the ACM
Two algorithms for nearest-neighbor search in high dimensions
STOC '97 Proceedings of the twenty-ninth annual ACM symposium on Theory of computing
Selective Sampling Using the Query by Committee Algorithm
Machine Learning
Approximate nearest neighbors: towards removing the curse of dimensionality
STOC '98 Proceedings of the thirtieth annual ACM symposium on Theory of computing
Efficient search for approximate nearest neighbor in high dimensional spaces
STOC '98 Proceedings of the thirtieth annual ACM symposium on Theory of computing
Inductive learning algorithms and representations for text categorization
Proceedings of the seventh international conference on Information and knowledge management
Boosting in the limit: maximizing the margin of learned ensembles
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
WALRUS: a similarity retrieval algorithm for image databases
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
An optimal algorithm for approximate nearest neighbor searching
SODA '94 Proceedings of the fifth annual ACM-SIAM symposium on Discrete algorithms
IRM: integrated region matching for image retrieval
MULTIMEDIA '00 Proceedings of the eighth ACM international conference on Multimedia
PBIR - perception-based image retrieval
SIGMOD '01 Proceedings of the 2001 ACM SIGMOD international conference on Management of data
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
SVM binary classifier ensembles for image classification
Proceedings of the tenth international conference on Information and knowledge management
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
AMORE: A World Wide Web image retrieval engine
World Wide Web
Improved Pairwise Coupling Classification with Correcting Classifiers
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Safeguarding and Charging for Information on the Internet
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Boosting the margin: A new explanation for the effectiveness of voting methods
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
Indexing Images in High-Dimensional and Dynamic-Weighted Feature Spaces
Proceedings of the IFIP TC2/WG2.6 Sixth Working Conference on Visual Database Systems: Visual and Multimedia Information Management
Employing EM and Pool-Based Active Learning for Text Classification
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Target Testing and the PicHunter Bayesian Multimedia Retrieval System
ADL '96 Proceedings of the 3rd International Forum on Research and Technology Advances in Digital Libraries
Hidden Annotation in Content Based Image Retrieval
CAIVL '97 Proceedings of the 1997 Workshop on Content-Based Access of Image and Video Libraries (CBAIVL '97)
Toward Perception-Based Image Retrieval
CBAIVL '00 Proceedings of the IEEE Workshop on Content-based Access of Image and Video Libraries (CBAIVL'00)
STOC '84 Proceedings of the sixteenth annual ACM symposium on Theory of computing
PicHunter: Bayesian Relevance Feedback for Image Retrieval
ICPR '96 Proceedings of the International Conference on Pattern Recognition (ICPR '96) Volume III-Volume 7276 - Volume 7276
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
IEEE Transactions on Image Processing
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We present a perception-based paradigm for image retrieval. The central component of this paradigm is a query-concept learner, which can learn users' subjective query concepts through an intelligent sampling process. We show that the learner can collect user feedback and use it to perform collaborative image annotation in addition to learning subjective query concepts. On the one hand, the improved annotation can help provide better initial keyword-search results to seed perception-based image retrieval. On the other hand, the more effective image-research results can further refine annotation quality. The users of the system collaboratively help improve search quality through the query-concept learner. Our empirical results show that an image retrieval system powered by this perception-based paradigm performs significantly better than traditional systems in search accuracy, in multimodal integration, and in capability for personalization.