Long-term learning of semantic grouping from relevance-feedback
Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval
Learning an image manifold for retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
A novel log-based relevance feedback technique in content-based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Dynamic learning from multiple examples for semantic object segmentation and search
Computer Vision and Image Understanding
User term feedback in interactive text-based image retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Semantic feedback for interactive image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
A Unified Log-Based Relevance Feedback Scheme for Image Retrieval
IEEE Transactions on Knowledge and Data Engineering
Similarity learning via dissimilarity space in CBIR
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Semantic image retrieval based on probabilistic latent semantic analysis
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
Adaptive salient block-based image retrieval in multi-feature space
Image Communication
Mining user hidden semantics from image content for image retrieval
Journal of Visual Communication and Image Representation
Relevance feedback for category search in music retrieval based on semantic concept learning
Multimedia Tools and Applications
Content-based image retrieval with the normalized information distance
Computer Vision and Image Understanding
Learning a Mahalanobis distance metric for data clustering and classification
Pattern Recognition
Exploring multimedia in a keyword space
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Ensemble one-class support vector machines for content-based image retrieval
Expert Systems with Applications: An International Journal
Concept learning by fuzzy k-NN classification and relevance feedback for efficient image retrieval
Expert Systems with Applications: An International Journal
Multimedia Tools and Applications
Interactive Image Retrieval in a Fuzzy Framework
WILF '09 Proceedings of the 8th International Workshop on Fuzzy Logic and Applications
An efficient algorithm for local distance metric learning
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Image retrieval using nonlinear manifold embedding
Neurocomputing
Content based image retrieval using unclean positive examples
IEEE Transactions on Image Processing
Multimodal image retrieval via Bayesian information fusion
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
A fuzzy combined learning approach to content-based image retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Multigraph-based query-independent learning for video search
IEEE Transactions on Circuits and Systems for Video Technology
Hidden annotation for image retrieval with long-term relevance feedback learning
Pattern Recognition
Image retrieval using fuzzy relevance feedback and validation with MPEG-7 content descriptors
PReMI'07 Proceedings of the 2nd international conference on Pattern recognition and machine intelligence
Local histogram based geometric invariant image watermarking
Signal Processing
Implicit visual concept modeling in image / video annotation
Proceedings of the first ACM international workshop on Analysis and retrieval of tracked events and motion in imagery streams
Similarity beyond distance measurement
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Mining networked media collections
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
ModelSeek: an effective 3D model retrieval system
Multimedia Tools and Applications
A novel method for image retrieval using relevance feedback and unsupervised clustering
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
Connected component in feature space to capture high level semantics in CBIR
COMPUTE '11 Proceedings of the Fourth Annual ACM Bangalore Conference
A bayesian network approach to multi-feature based image retrieval
SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
Image retrieval using dimensionality reduction
CIS'04 Proceedings of the First international conference on Computational and Information Science
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
Semi-supervised learning for image retrieval using support vector machines
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
Content-free image retrieval by combinations of keywords and user feedbacks
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Region-based semantic similarity propagation for image retrieval
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Image retrieval using weighted color co-occurrence matrix
BNCOD'05 Proceedings of the 22nd British National conference on Databases: enterprise, Skills and Innovation
DBCAMM: A novel density based clustering algorithm via using the Mahalanobis metric
Applied Soft Computing
Fuzzy SVM ensembles for relevance feedback in image retrieval
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Image retrieval using transaction-based and SVM-based learning in relevance feedback sessions
ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
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
Multimedia Databases and Data Management: A Survey
International Journal of Multimedia Data Engineering & Management
Multimedia information retrieval in a social context
PROMISE'12 Proceedings of the 2012 international conference on Information Retrieval Meets Information Visualization
Topic modelling of clickthrough data in image search
Multimedia Tools and Applications
Multimedia Tools and Applications
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As current methods for content-based retrieval are incapable of capturing the semantics of images, we experiment with using spectral methods to infer a semantic space from user's relevance feedback, so that our system will gradually improve its retrieval performance through accumulated user interactions. In addition to the long-term learning process, we also model the traditional approaches to query refinement using relevance feedback as a short-term learning process. The proposed short- and long-term learning frameworks have been integrated into an image retrieval system. Experimental results on a large collection of images have shown the effectiveness and robustness of our proposed algorithms.