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Group-based interface for content-based image retrieval
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Ego-similarity measurement for relevance feedback
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BALAS: Empirical Bayesian learning in the relevance feedback for image retrieval
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Qualitative evaluation of automatic assignment of keywords to images
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A framework for linguistic relevance feedback in content-based image retrieval using fuzzy logic
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Constructive learning algorithm-based RBF network for relevance feedback in image retrieval
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SVM-based active feedback in image retrieval using clustering and unlabeled data
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Presents the theory, design principles, implementation and performance results of PicHunter, a prototype content-based image retrieval (CBIR) system. In addition, this document presents the rationale, design and results of psychophysical experiments that were conducted to address some key issues that arose during PicHunter's development. The PicHunter project makes four primary contributions to research on CBIR. First, PicHunter represents a simple instance of a general Bayesian framework which we describe for using relevance feedback to direct a search. With an explicit model of what users would do, given the target image they want, PicHunter uses Bayes's rule to predict the target they want, given their actions. This is done via a probability distribution over possible image targets, rather than by refining a query. Second, an entropy-minimizing display algorithm is described that attempts to maximize the information obtained from a user at each iteration of the search. Third, PicHunter makes use of hidden annotation rather than a possibly inaccurate/inconsistent annotation structure that the user must learn and make queries in. Finally, PicHunter introduces two experimental paradigms to quantitatively evaluate the performance of the system, and psychophysical experiments are presented that support the theoretical claims