VisualSEEk: a fully automated content-based image query system
MULTIMEDIA '96 Proceedings of the fourth ACM international conference on Multimedia
NeTra: a toolbox for navigating large image databases
Multimedia Systems - Special issue on video content based retrieval
Support vector machine active learning for image retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Comparing discriminating transformations and SVM for learning during multimedia retrieval
MULTIMEDIA '01 Proceedings of the ninth ACM international conference on Multimedia
Theory of keyblock-based image retrieval
ACM Transactions on Information Systems (TOIS)
Learning-based linguistic indexing of pictures with 2--d MHMMs
Proceedings of the tenth ACM international conference on Multimedia
MindReader: Querying Databases Through Multiple Examples
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
A data-driven reflectance model
ACM SIGGRAPH 2003 Papers
Learning a Locality Preserving Subspace for Visual Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Locality preserving indexing for document representation
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines
IEEE Transactions on Circuits and Systems for Video Technology
Learning a semantic space from user's relevance feedback for image retrieval
IEEE Transactions on Circuits and Systems for Video Technology
Incremental semi-supervised subspace learning for image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Content-aware search of multimedia data in ad hoc networks
MSWiM '05 Proceedings of the 8th ACM international symposium on Modeling, analysis and simulation of wireless and mobile systems
Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Coevolutionary feature synthesized EM algorithm for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based image retrieval: approaches and trends of the new age
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval
A Unified Log-Based Relevance Feedback Scheme for Image Retrieval
IEEE Transactions on Knowledge and Data Engineering
An adaptive graph model for automatic image annotation
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Unsupervised learning from a corpus for shape-based 3D model retrieval
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Learning image manifolds by semantic subspace projection
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Real-time computerized annotation of pictures
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
An empirical investigation of user term feedback in text-based targeted image search
ACM Transactions on Information Systems (TOIS)
Kernel-based distance metric learning for content-based image retrieval
Image and Vision Computing
Manifold Learning Based Cross-media Retrieval: A Solution to Media Object Complementary Nature
Journal of VLSI Signal Processing Systems
Hybrid coevolutionary algorithms vs. SVM algorithms
Proceedings of the 9th annual conference on Genetic and evolutionary computation
Regularized regression on image manifold for retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Learning semantic categories for 3D model retrieval
Proceedings of the international workshop on Workshop on multimedia information retrieval
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Feature synthesized EM algorithm for image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A discriminant analysis for undersampled data
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
Learning a Mahalanobis distance metric for data clustering and classification
Pattern Recognition
Comparison of Dimension Reduction Methods for Database-Adaptive 3D Model Retrieval
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Annotating personal albums via web mining
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Pattern Recognition
Image retrieval using nonlinear manifold embedding
Neurocomputing
Semi-automatic dynamic auxiliary-tag-aided image annotation
Pattern Recognition
Ranking with local regression and global alignment for cross media retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Fast active tabu search and its application to image retrieval
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Learning Query-Dependent Distance Metrics for Interactive Image Retrieval
ICVS '09 Proceedings of the 7th International Conference on Computer Vision Systems: Computer Vision Systems
Metric Learning for Regression Problems and Human Age Estimation
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Music recommendation based on acoustic features and user access patterns
IEEE Transactions on Audio, Speech, and Language Processing
Image retrieval based on multi-texton histogram
Pattern Recognition
Motion retrieval based on an efficient index method for large-scale mocap database
ICDHM'07 Proceedings of the 1st international conference on Digital human modeling
Cross-media retrieval using query dependent search methods
Pattern Recognition
Relevance feature mapping for content-based image retrieval
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Semi-supervised distance metric learning for collaborative image retrieval and clustering
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Automatic configuration of spectral dimensionality reduction methods
Pattern Recognition Letters
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Similarity beyond distance measurement
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Neighborhood preserving regression for image retrieval
Neurocomputing
A novel method for image retrieval using relevance feedback and unsupervised clustering
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Bridging the gap between visual and auditory feature spaces for cross-media retrieval
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Boosting cross-media retrieval by learning with positive and negative examples
MMM'07 Proceedings of the 13th International conference on Multimedia Modeling - Volume Part II
Relevance feature mapping for content-based multimedia information retrieval
Pattern Recognition
Capturing contextual relationship for effective media search
Multimedia Tools and Applications
Measuring multi-modality similarities via subspace learning for cross-media retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Region-based semantic similarity propagation for image retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Learning image manifold using web data
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
Understanding multimedia document semantics for cross-media retrieval
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Effective heterogeneous similarity measure with nearest neighbors for cross-media retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Learning a ground object manifold for interpreting high-resolution sensor image
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Cross-Media semantics mining based on sparse canonical correlation analysis and relevance feedback
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Image classification with manifold learning for out-of-sample data
Signal Processing
High order pLSA for indexing tagged images
Signal Processing
Parallel field alignment for cross media retrieval
Proceedings of the 21st ACM international conference on Multimedia
Shape classification by manifold learning in multiple observation spaces
Information Sciences: an International Journal
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We consider the problem of learning a mapping function from low-level feature space to high-level semantic space. Under the assumption that the data lie on a submanifold embedded in a high dimensional Euclidean space, we propose a relevance feedback scheme which is naturally conducted only on the image manifold in question rather than the total ambient space. While images are typically represented by feature vectors in Rn, the natural distance is often different from the distance induced by the ambient space Rn. The geodesic distances on manifold are used to measure the similarities between images. However, when the number of data points is small, it is hard to discover the intrinsic manifold structure. Based on user interactions in a relevance feedback driven query-by-example system, the intrinsic similarities between images can be accurately estimated. We then develop an algorithmic framework to approximate the optimal mapping function by a Radial Basis Function (RBF) neural network. The semantics of a new image can be inferred by the RBF neural network. Experimental results show that our approach is effective in improving the performance of content-based image retrieval systems.