Neural Computation
Data mining: concepts and techniques
Data mining: concepts and techniques
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Image Indexing Using Color Correlograms
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
STOC '04 Proceedings of the thirty-sixth annual ACM symposium on Theory of computing
Manifold-ranking based image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Learning an image manifold for retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Content-based music structure analysis with applications to music semantics understanding
Proceedings of the 12th annual ACM international conference on Multimedia
Efficient content-based retrieval of motion capture data
ACM SIGGRAPH 2005 Papers
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Early versus late fusion in semantic video analysis
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based multimedia information retrieval: State of the art and challenges
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Content-based retrieval of 3D models
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Cross-modal correlation learning for clustering on image-audio dataset
Proceedings of the 15th international conference on Multimedia
Label Propagation through Linear Neighborhoods
IEEE Transactions on Knowledge and Data Engineering
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Heterogeneous multimedia data semantics mining using content and location context
MM '08 Proceedings of the 16th ACM international conference on Multimedia
ClassView: hierarchical video shot classification, indexing, and accessing
IEEE Transactions on Multimedia
Mining Semantic Correlation of Heterogeneous Multimedia Data for Cross-Media Retrieval
IEEE Transactions on Multimedia
IEEE Transactions on Multimedia
Effective Image Retrieval Based on Hidden Concept Discovery in Image Database
IEEE Transactions on Image Processing
Cross-media retrieval using query dependent search methods
Pattern Recognition
Flexible manifold embedding: a framework for semi-supervised and unsupervised dimension reduction
IEEE Transactions on Image Processing
Image clustering using local discriminant models and global integration
IEEE Transactions on Image Processing - Special section on distributed camera networks: sensing, processing, communication, and implementation
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Summarizing tourist destinations by mining user-generated travelogues and photos
Computer Vision and Image Understanding
Mining multi-tag association for image tagging
World Wide Web
Locally regressive G-optimal design for image retrieval
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Multimodal search and retrieval using manifold learning and query formulation
Proceedings of the 16th International Conference on 3D Web Technology
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
Locally discriminative topic modeling
Pattern Recognition
News contextualization with geographic and visual information
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
Learning heterogeneous data for hierarchical web video classification
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Effective heterogeneous similarity measure with nearest neighbors for cross-media retrieval
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Optimizing multimedia retrieval using multimodal fusion and relevance feedback techniques
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
A unified context model for web image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
I-SEARCH: a unified framework for multimodal search and retrieval
The Future Internet
A regularization framework in polar coordinates for transductive learning in networked data
Information Sciences: an International Journal
Local image tagging via graph regularized joint group sparsity
Pattern Recognition
K-local hyperplane distance nearest neighbor classifier oriented local discriminant analysis
Information Sciences: an International Journal
Effective transfer tagging from image to video
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
A semantic model for cross-modal and multi-modal retrieval
Proceedings of the 3rd ACM conference on International conference on multimedia retrieval
Inter-media hashing for large-scale retrieval from heterogeneous data sources
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
ACM Transactions on Interactive Intelligent Systems (TiiS)
Parallel field alignment for cross media retrieval
Proceedings of the 21st ACM international conference on Multimedia
Linear cross-modal hashing for efficient multimedia search
Proceedings of the 21st ACM international conference on Multimedia
GLocal structural feature selection with sparsity for multimedia data understanding
Proceedings of the 21st ACM international conference on Multimedia
Cross-media topic mining on wikipedia
Proceedings of the 21st ACM international conference on Multimedia
A unified framework for multimodal retrieval
Pattern Recognition
Automatic name-face alignment to enable cross-media news retrieval
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Cross domain recommendation based on multi-type media fusion
Neurocomputing
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Rich multimedia content including images, audio and text are frequently used to describe the same semantics in E-Learning and Ebusiness web pages, instructive slides, multimedia cyclopedias, and so on. In this paper, we present a framework for cross-media retrieval, where the query example and the retrieved result(s) can be of different media types. We first construct Multimedia Correlation Space (MMCS) by exploring the semantic correlation of different multimedia modalities, during which multimedia content and co-occurrence information is utilized. We propose a novel ranking algorithm, namely ranking with Local Regression and Global Alignment (LRGA), which learns a robust Laplacian matrix for data ranking. In LRGA, for each data point, a local linear regression model is used to predict the ranking values of its neighboring points. We propose a unified objective function to globally align the local models from all the data points so that an optimal ranking value can be assigned to each data point. LRGA is insensitive to parameters, making it particularly suitable for data ranking. A relevance feedback algorithm is proposed to improve the retrieval performance. Comprehensive experiments have demonstrated the effectiveness of our methods.