The Design and Use of Steerable Filters
IEEE Transactions on Pattern Analysis and Machine Intelligence
International Journal of Computer Vision
Texture Features for Browsing and Retrieval of Image Data
IEEE Transactions on Pattern Analysis and Machine Intelligence
Comparing images using color coherence vectors
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
SIMPLIcity: Semantics-Sensitive Integrated Matching for Picture LIbraries
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
MindReader: Querying Databases Through Multiple Examples
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Discriminant analysis and eigenspace partition tree for face and object recognition from views
FG '96 Proceedings of the 2nd International Conference on Automatic Face and Gesture Recognition (FG '96)
International Journal of Computer Vision - Special Issue on Content-Based Image Retrieval
Multimodal concept-dependent active learning for image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Neighborhood Preserving Embedding
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
IEEE Transactions on Pattern Analysis and Machine Intelligence
Locality preserving projections
Locality preserving projections
Dimensionality Reduction of Multimodal Labeled Data by Local Fisher Discriminant Analysis
The Journal of Machine Learning Research
Negative Samples Analysis in Relevance Feedback
IEEE Transactions on Knowledge and Data Engineering
Least squares linear discriminant analysis
Proceedings of the 24th international conference on Machine learning
Geometric Mean for Subspace Selection
IEEE Transactions on Pattern Analysis and Machine Intelligence
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
IEEE Transactions on Multimedia
IEEE Transactions on Image Processing
Multitraining Support Vector Machine for Image Retrieval
IEEE Transactions on Image Processing
IEEE Transactions on Image Processing
Image Classification Using Correlation Tensor Analysis
IEEE Transactions on Image Processing
Learning similarity measure for natural image retrieval with relevance feedback
IEEE Transactions on Neural Networks
An integrated aurora image retrieval system: AuroraEye
Journal of Visual Communication and Image Representation
Information Sciences: an International Journal
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Random projection tree and multiview embedding for large-scale image retrieval
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Query difficulty guided image retrieval system
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Relevance feedback for real-world human action retrieval
Pattern Recognition Letters
Image classification by multimodal subspace learning
Pattern Recognition Letters
Visual query processing for efficient image retrieval using a SOM-based filter-refinement scheme
Information Sciences: an International Journal
Active SVM-based relevance feedback using multiple classifiers ensemble and features reweighting
Engineering Applications of Artificial Intelligence
Dual-force metric learning for robust distracter-resistant tracker
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
A novel method for image retrieval based on structure elements' descriptor
Journal of Visual Communication and Image Representation
Fisher kernel based relevance feedback for multimodal video retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
MIAPS: A web-based system for remotely accessing and presenting medical images
Computer Methods and Programs in Biomedicine
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With many potential multimedia applications, content-based image retrieval (CBIR) has recently gained more attention for image management and web search. A wide variety of relevance feedback (RF) algorithms have been developed in recent years to improve the performance of CBIR systems. These RF algorithms capture user's preferences and bridge the semantic gap. However, there is still a big room to further the RF performance, because the popular RF algorithms ignore the manifold structure of image low-level visual features. In this paper, we propose the biased discriminative Euclidean embedding (BDEE) which parameterises samples in the original high-dimensional ambient space to discover the intrinsic coordinate of image low-level visual features. BDEE precisely models both the intraclass geometry and interclass discrimination and never meets the undersampled problem. To consider unlabelled samples, a manifold regularization-based item is introduced and combined with BDEE to form the semi-supervised BDEE, or semi-BDEE for short. To justify the effectiveness of the proposed BDEE and semi-BDEE, we compare them against the conventional RF algorithms and show a significant improvement in terms of accuracy and stability based on a subset of the Corel image gallery.