An interactive system for mental face retrieval
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
OCRS: an Interactive Object-based Image Clustering and Retrieval System
MDM '05 Proceedings of the 6th international workshop on Multimedia data mining: mining integrated media and complex data
Face Matching in Large Database by Self-Organizing Maps
Neural Processing Letters
An application of one-class support vector machines in content-based image retrieval
Expert Systems with Applications: An International Journal
A content-based image retrieval scheme allowing for robust automatic personalization
Proceedings of the 6th ACM international conference on Image and video retrieval
OCRS: an interactive object-based image clustering and retrieval system
Multimedia Tools and Applications
On the perceptual organization of image databases using cognitive discriminative biplots
EURASIP Journal on Applied Signal Processing
A learning state-space model for image retrieval
EURASIP Journal on Applied Signal Processing
Proceedings of the international workshop on Workshop on multimedia information retrieval
Content-based object movie retrieval and relevance feedbacks
EURASIP Journal on Advances in Signal Processing
Web Page Analysis: Experiments Based on Discussion and Purchase Web Patterns
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Interactive mining and semantic retrieval of videos
Proceedings of the 8th international workshop on Multimedia data mining: (associated with the ACM SIGKDD 2007)
Mixture of KL subspaces for relevance feedback
Multimedia Tools and Applications
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Multimedia Tools and Applications
A relevance feedback CBIR algorithm based on fuzzy sets
Image Communication
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Building a Compact Relevant Sample Coverage for Relevance Feedback in Content-Based Image Retrieval
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Multimedia Tools and Applications
Concept learning by fuzzy k-NN classification and relevance feedback for efficient image retrieval
Expert Systems with Applications: An International Journal
A new relevance feedback technique for iconic image retrieval based on spatial relationships
Journal of Systems and Software
Semantic retrieval of events from indoor surveillance video databases
Pattern Recognition Letters
An efficient and effective image representation for region-based image retrieval
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
An efficient region-based image representation using Legendre color distribution moments
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
A human-centered multiple instance learning framework for semantic video retrieval
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
A Bayesian Approach to Hybrid Image Retrieval
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Region-based image retrieval system with heuristic pre-clustering relevance feedback
Expert Systems with Applications: An International Journal
Feature fusion using locally linear embedding for classification
IEEE Transactions on Neural Networks
Perceptually near pawlak partitions
Transactions on rough sets XII
Object-based image retrieval using the statistical structure of images
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A relevance feedback approach for content based image retrieval using gaussian mixture models
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Region-based image clustering and retrieval using multiple instance learning
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Image retrieval system based on feature extraction and relevance feedback
Proceedings of the CUBE International Information Technology Conference
Mammogram Retrieval: Image Selection Strategy of Relevance Feedback for Locating Similar Lesions
International Journal of Digital Library Systems
An improved distance-based relevance feedback strategy for image retrieval
Image and Vision Computing
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Research has been devoted in the past few years to relevance feedback as an effective solution to improve performance of content-based image retrieval (CBIR). In this paper, we propose a new feedback approach with progressive learning capability combined with a novel method for the feature subspace extraction. The proposed approach is based on a Bayesian classifier and treats positive and negative feedback examples with different strategies. Positive examples are used to estimate a Gaussian distribution that represents the desired images for a given query; while the negative examples are used to modify the ranking of the retrieved candidates. In addition, feature subspace is extracted and updated during the feedback process using a principal component analysis (PCA) technique and based on user's feedback. That is, in addition to reducing the dimensionality of feature spaces, a proper subspace for each type of features is obtained in the feedback process to further improve the retrieval accuracy. Experiments demonstrate that the proposed method increases the retrieval speed, reduces the required memory and improves the retrieval accuracy significantly.