Combining labeled and unlabeled data with co-training
COLT' 98 Proceedings of the eleventh annual conference on Computational learning theory
Document clustering using word clusters via the information bottleneck method
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Understanding and Using Context
Personal and Ubiquitous Computing
Learning Approaches for Detecting and Tracking News Events
IEEE Intelligent Systems
Transductive Inference for Text Classification using Support Vector Machines
ICML '99 Proceedings of the Sixteenth International Conference on Machine Learning
Extrapolation methods for accelerating PageRank computations
WWW '03 Proceedings of the 12th international conference on World Wide Web
Successful approaches in the TREC video retrieval evaluations
Proceedings of the 12th annual ACM international conference on Multimedia
Detecting image near-duplicate by stochastic attributed relational graph matching with learning
Proceedings of the 12th annual ACM international conference on Multimedia
GCap: Graph-based Automatic Image Captioning
CVPRW '04 Proceedings of the 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW'04) Volume 9 - Volume 09
Learning the semantics of multimedia queries and concepts from a small number of examples
Proceedings of the 13th annual ACM international conference on Multimedia
Imagerank: spectral techniques for structural analysis of image database
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Video search reranking via information bottleneck principle
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
The Search: How Google and Its Rivals Rewrote the Rules of Business and Transformed Our Culture
The Search: How Google and Its Rivals Rewrote the Rules of Business and Transformed Our Culture
Multimedia search with pseudo-relevance feedback
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
A comparison of score, rank and probability-based fusion methods for video shot retrieval
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Web video topic discovery and tracking via bipartite graph reinforcement model
Proceedings of the 17th international conference on World Wide Web
Bayesian video search reranking
MM '08 Proceedings of the 16th ACM international conference on Multimedia
ContextSeer: context search and recommendation at query time for shared consumer photos
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Modeling video hyperlinks with hypergraph for web video reranking
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Optimizing video search reranking via minimum incremental information loss
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Proceedings of the 18th international conference on World wide web
CrowdReranking: exploring multiple search engines for visual search reranking
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
From text question-answering to multimedia QA on web-scale media resources
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Visual ContextRank for web image re-ranking
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
Descriptive visual words and visual phrases for image applications
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Scalable detection of partial near-duplicate videos by visual-temporal consistency
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Lightweight web image reranking
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Query aware visual similarity propagation for image search reranking
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Canonical image selection and efficient image graph construction for large-scale flickr photos
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Real-time near-duplicate elimination for web video search with content and context
IEEE Transactions on Multimedia - Special issue on integration of context and content
Refining image retrieval using one-class classification
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Knowledge discovery over community-sharing media: from signal to intelligence
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
IEEE Transactions on Circuits and Systems for Video Technology
Visual block link analysis for image re-ranking
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Personalized online video recommendation by neighborhood score propagation based global ranking
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Multimodal ranking for image search on community databases
Proceedings of the international conference on Multimedia information retrieval
SNDocRank: a social network-based video search ranking framework
Proceedings of the international conference on Multimedia information retrieval
Active reranking for web image search
IEEE Transactions on Image Processing
Co-reranking by mutual reinforcement for image search
Proceedings of the ACM International Conference on Image and Video Retrieval
Latent visual context analysis for image re-ranking
Proceedings of the ACM International Conference on Image and Video Retrieval
A hybrid unsupervised image re-ranking approach with latent topic contents
Proceedings of the ACM International Conference on Image and Video Retrieval
Hierarchical feedback algorithm based on visual community discovery for interactive video retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Mining near-duplicate graph for cluster-based reranking of web video search results
ACM Transactions on Information Systems (TOIS)
Supervised reranking for web image search
Proceedings of the international conference on Multimedia
Automatic image annotation by using relevant keywords extracted from auxiliary text documents
Proceedings of the international workshop on Very-large-scale multimedia corpus, mining and retrieval
Towards more precise social image-tag alignment
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
Visual search reranking via adaptive particle swarm optimization
Pattern Recognition
Fusing heterogeneous modalities for video and image re-ranking
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Diversity ranking for video retrieval from a broadcaster archive
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Latent visual context learning for web image applications
Pattern Recognition
VisionGo: Towards video retrieval with joint exploration of human and computer
Information Sciences: an International Journal
Multimedia answering: enriching text QA with media information
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Optimizing multimodal reranking for web image search
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Multimedia Tools and Applications
Towards hierarchical context: unfolding visual community potential for interactive video retrieval
Multimedia Tools and Applications
Beyond search: Event-driven summarization for web videos
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Learning from search engine and human supervision for web image search
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Robust visual reranking via sparsity and ranking constraints
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Leveraging community metadata for multimodal image ranking
Multimedia Tools and Applications
Visual reranking with local learning consistency
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Oracle in Image Search: A Content-Based Approach to Performance Prediction
ACM Transactions on Information Systems (TOIS)
Interactive cartoon reusing by transfer learning
Signal Processing
Sparse transfer learning for interactive video search reranking
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Joint-rerank: a novel method for image search reranking
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Keyword-propagation-based information enriching and noise removal for web news videos
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
NAACL HLT '12 Proceedings of the 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
A bag-of-objects retrieval model for web image search
Proceedings of the 20th ACM international conference on Multimedia
Harvesting visual concepts for image search with complex queries
Proceedings of the 20th ACM international conference on Multimedia
Proceedings of the 20th ACM international conference on Multimedia
Time-sensitive web image ranking and retrieval via dynamic multi-task regression
Proceedings of the sixth ACM international conference on Web search and data mining
Leveraging exemplar and saliency model for image search reranking
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Personalized celebrity video search based on cross-space mining
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Click-boosting random walk for image search reranking
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Anchor concept graph distance for web image re-ranking
Proceedings of the 21st ACM international conference on Multimedia
A heterogenous automatic feedback semi-supervised method for image reranking
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
Learning to Recommend Descriptive Tags for Questions in Social Forums
ACM Transactions on Information Systems (TOIS)
Social-oriented visual image search
Computer Vision and Image Understanding
Hi-index | 0.00 |
Multimedia search over distributed sources often result in recurrent images or videos which are manifested beyond the textual modality. To exploit such contextual patterns and keep the simplicity of the keyword-based search, we propose novel reranking methods to leverage the recurrent patterns to improve the initial text search results. The approach, context reranking, is formulated as a random walk problem along the context graph, where video stories are nodes and the edges between them are weighted by multimodal contextual similarities. The random walk is biased with the preference towards stories with higher initial text search scores - a principled way to consider both initial text search results and their implicit contextual relationships. When evaluated on TRECVID 2005 video benchmark, the proposed approach can improve retrieval on the average up to 32% relative to the baseline text search method in terms of story-level Mean Average Precision. In the people-related queries, which usually have recurrent coverage across news sources, we can have up to 40% relative improvement. Most of all, the proposed method does not require any additional input from users (e.g., example images), or complex search models for special queries (e.g., named person search).