Active post-refined multimodality video semantic concept detection with tensor representation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Heterogeneous multimedia data semantics mining using content and location context
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Ranking with local regression and global alignment for cross media retrieval
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Tensor-based transductive learning for multimodality video semantic concept detection
IEEE Transactions on Multimedia
Cross-media retrieval using query dependent search methods
Pattern Recognition
Combining location and feature information for multimedia retrieval
International Journal of Computer Applications in Technology
A new approach for texture classification in CBIR
International Journal of Computer Applications in Technology
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Multiple hypergraph clustering of web images by mining Word2Image correlations
Journal of Computer Science and Technology
Mining multi-tag association for image tagging
World Wide Web
A bayesian framework for learning shared and individual subspaces from multiple data sources
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Transfer tagging from image to video
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Tag-based social image search with visual-text joint hypergraph learning
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Exploiting the entire feature space with sparsity for automatic image annotation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multiple feature hashing for real-time large scale near-duplicate video retrieval
MM '11 Proceedings of the 19th ACM international conference on Multimedia
On video recommendation over social network
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Double fusion for multimedia event detection
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Effective heterogeneous similarity measure with nearest neighbors for cross-media retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
A novel multi-modal integration and propagation model for cross-media information retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Classifier-specific intermediate representation for multimedia tasks
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Self-taught dimensionality reduction on the high-dimensional small-sized data
Pattern Recognition
Knowledge adaptation for ad hoc multimedia event detection with few exemplars
Proceedings of the 20th ACM international conference on Multimedia
Robust cross-media transfer for visual event detection
Proceedings of the 20th ACM international conference on Multimedia
A regularization framework in polar coordinates for transductive learning in networked data
Information Sciences: an International Journal
CVM'12 Proceedings of the First international conference on Computational Visual Media
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
Interactive social group recommendation for Flickr photos
Neurocomputing
The co-attention model for tiny activity analysis
Neurocomputing
A semantic model for cross-modal and multi-modal retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Multimedia encyclopedia construction by mining web knowledge
Signal Processing
Image classification with manifold learning for out-of-sample data
Signal Processing
High order pLSA for indexing tagged images
Signal Processing
Least square regularized spectral hashing for similarity search
Signal Processing
Discriminative codebook learning for Web image search
Signal Processing
Inter-media hashing for large-scale retrieval from heterogeneous data sources
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Parallel field alignment for cross media retrieval
Proceedings of the 21st ACM international conference on Multimedia
Object coding on the semantic graph for scene classification
Proceedings of the 21st ACM international conference on Multimedia
Multi-view hypergraph learning by patch alignment framework
Neurocomputing
Automatic extraction of relevant video shots of specific actions exploiting Web data
Computer Vision and Image Understanding
Social-oriented visual image search
Computer Vision and Image Understanding
Editor's Choice Article: Sparse feature selection based on graph Laplacian for web image annotation
Image and Vision Computing
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In this paper, we consider the problem of multimedia document (MMD) semantics understanding and content-based cross-media retrieval. An MMD is a set of media objects of different modalities but carrying the same semantics and the content-based cross-media retrieval is a new kind of retrieval method by which the query examples and search results can be of different modalities. Two levels of manifolds are learned to explore the relationships among all the data in the level of MMD and in the level of media object respectively. We first construct a Laplacian media object space for media object representation of each modality and an MMD semantic graph to learn the MMD semantic correlations. The characteristics of media objects propagate along the MMD semantic graph and an MMD semantic space is constructed to perform cross-media retrieval. Different methods are proposed to utilize relevance feedback and experiment shows that the proposed approaches are effective.