A novel approach to enable semantic and visual image summarization for exploratory image search
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Personalized Image Recommendation
MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Learning and inferencing in user ontology for personalized Semantic Web search
Information Sciences: an International Journal
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Incorporating camera metadata for attended region detection and consumer photo classification
MM '09 Proceedings of the 17th ACM international conference on Multimedia
JustClick: personalized image recommendation via exploratory search from large-scale Flickr images
IEEE Transactions on Circuits and Systems for Video Technology
Using visual context and region semantics for high-level concept detection
IEEE Transactions on Multimedia - Special issue on integration of context and content
Human-computer interaction for large-scale image retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
An interactive approach for filtering out junk images from keyword-based google search results
IEEE Transactions on Circuits and Systems for Video Technology
Hidden-concept driven image decomposition towards semi-supervised multi-label image annotation
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Structured max-margin learning for multi-label image annotation
Proceedings of the ACM International Conference on Image and Video Retrieval
The effect of semantic relatedness measures on multi-label classification evaluation
Proceedings of the ACM International Conference on Image and Video Retrieval
Evolutionary cross-domain discriminative hessian eigenmaps
IEEE Transactions on Image Processing
Human action annotation, modeling and analysis based on implicit user interaction
Multimedia Tools and Applications
A novel learning approach to multiple tasks based on boosting methodology
Pattern Recognition Letters
Leveraging loosely-tagged images and inter-object correlations for tag recommendation
Proceedings of the international conference on Multimedia
Multi-label boosting for image annotation by structural grouping sparsity
Proceedings of the international conference on Multimedia
K-way min-max cut for image clustering and junk images filtering from Google images
Proceedings of the international conference on Multimedia
Multimedia news exploration and retrieval by integrating keywords, relations and visual features
Multimedia Tools and Applications
Towards more precise social image-tag alignment
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Semantic hierarchies for image annotation: A survey
Pattern Recognition
Boosting for transfer learning from multiple data sources
Pattern Recognition Letters
Understanding web images by object relation network
Proceedings of the 21st international conference on World Wide Web
Learning inter-related statistical query translation models for English-Chinese bi-directional CLIR
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Hierarchical image annotation using semantic hierarchies
Proceedings of the 21st ACM international conference on Information and knowledge management
An efficient two-stage framework for image annotation
Pattern Recognition
K-Nearest Neighbors Relevance Annotation Model for Distance Education
International Journal of Distance Education Technologies
Proceedings of the 21st ACM international conference on Multimedia
Image retrieval based on high level concept detection and semantic labelling
Intelligent Decision Technologies
Cross-modal social image clustering and tag cleansing
Journal of Visual Communication and Image Representation
Learning group-based dictionaries for discriminative image representation
Pattern Recognition
Support vector description of clusters for content-based image annotation
Pattern Recognition
Image categorization using a semantic hierarchy model with sparse set of salient regions
Frontiers of Computer Science: Selected Publications from Chinese Universities
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In this paper, we have developed a new scheme for achieving multilevel annotations of large-scale images automatically. To achieve more sufficient representation of various visual properties of the images, both the global visual features and the local visual features are extracted for image content representation. To tackle the problem of huge intraconcept visual diversity, multiple types of kernels are integrated to characterize the diverse visual similarity relationships between the images more precisely, and a multiple kernel learning algorithm is developed for SVM image classifier training. To address the problem of huge interconcept visual similarity, a novel multitask learning algorithm is developed to learn the correlated classifiers for the sibling image concepts under the same parent concept and enhance their discrimination and adaptation power significantly. To tackle the problem of huge intraconcept visual diversity for the image concepts at the higher levels of the concept ontology, a novel hierarchical boosting algorithm is developed to learn their ensemble classifiers hierarchically. In order to assist users on selecting more effective hypotheses for image classifier training, we have developed a novel hyperbolic framework for large-scale image visualization and interactive hypotheses assessment. Our experiments on large-scale image collections have also obtained very positive results.