Elements of information theory
Elements of information theory
Unsupervised document classification using sequential information maximization
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Cluster-based retrieval using language models
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Successful approaches in the TREC video retrieval evaluations
Proceedings of the 12th annual ACM international conference on Multimedia
Learning the semantics of multimedia queries and concepts from a small number of examples
Proceedings of the 13th annual ACM international conference on Multimedia
Automatic discovery of query-class-dependent models for multimodal search
Proceedings of the 13th annual ACM international conference on Multimedia
Multimedia search with pseudo-relevance feedback
CIVR'03 Proceedings of the 2nd international conference on Image and video retrieval
Visual cue cluster construction via information bottleneck principle and kernel density estimation
CIVR'05 Proceedings of the 4th international conference on Image and Video Retrieval
Online video recommendation based on multimodal fusion and relevance feedback
Proceedings of the 6th ACM international conference on Image and video retrieval
A reranking approach for context-based concept fusion in video indexing and retrieval
Proceedings of the 6th ACM international conference on Image and video retrieval
Video search in concept subspace: a text-like paradigm
Proceedings of the 6th ACM international conference on Image and video retrieval
Personalized retrieval of sports video
Proceedings of the international workshop on Workshop on multimedia information retrieval
Video search re-ranking via multi-graph propagation
Proceedings of the 15th international conference on Multimedia
Practical elimination of near-duplicates from web video search
Proceedings of the 15th international conference on Multimedia
Proceedings of the 15th international conference on Multimedia
Video search reranking through random walk over document-level context graph
Proceedings of the 15th international conference on Multimedia
Semantic concept-based query expansion and re-ranking for multimedia retrieval
Proceedings of the 15th international conference on Multimedia
Bayesian video search reranking
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Object fingerprints for content analysis with applications to street landmark localization
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
Learning tag relevance by neighbor voting for social image retrieval
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Optimizing video search reranking via minimum incremental information loss
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Query representation by structured concept threads with application to interactive video retrieval
Journal of Visual Communication and Image Representation
Personalized retrieval of sports video based on multi-modal analysis and user preference acquisition
Multimedia Tools and Applications
CrowdReranking: exploring multiple search engines for visual search reranking
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Understanding near-duplicate videos: a user-centric approach
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
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
A degree-of-edit ranking for consumer generated video retrieval
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
IEEE Transactions on Circuits and Systems for Video Technology
Learning social tag relevance by neighbor voting
IEEE Transactions on Multimedia
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
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
Visual query suggestion: Towards capturing user intent in internet image search
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Looking at near-duplicate videos from a human-centric perspective
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Visual concept-based selection of query expansions for spoken content retrieval
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Mining near-duplicate graph for cluster-based reranking of web video search results
ACM Transactions on Information Systems (TOIS)
Visual quality assessment for web videos
Journal of Visual Communication and Image Representation
Supervised reranking for web image search
Proceedings of the international conference on Multimedia
Unsupervised object category discovery via information bottleneck method
Proceedings of the international conference on Multimedia
Connecting with the collective: self-contained reranking for collaborative recommendation
Proceedings of the 1st ACM international workshop on Connected 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
A novel metrics based on information bottleneck principle for face retrieval
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Visual search reranking via adaptive particle swarm optimization
Pattern Recognition
Latent visual context learning for web image applications
Pattern Recognition
MQSS: multimodal query suggestion and searching for video search
Multimedia Tools and Applications
VisionGo: Towards video retrieval with joint exploration of human and computer
Information Sciences: an International Journal
Robust visual reranking via sparsity and ranking constraints
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Beyond shot retrieval: searching for broadcast news items using language models of concepts
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Visual reranking with local learning consistency
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Social image search with diverse relevance ranking
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Interactive cartoon reusing by transfer learning
Signal Processing
Leveraging user comments for aesthetic aware image search reranking
Proceedings of the 21st international conference on World Wide Web
Sparse transfer learning for interactive video search reranking
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Re-ranking by multi-modal relevance feedback for content-based social image retrieval
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Joint-rerank: a novel method for image search reranking
Proceedings of the 2nd ACM International Conference on Multimedia Retrieval
Cross community news event summary generation based on collaborative ranking
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
Attribute-assisted reranking for web image retrieval
Proceedings of the 20th ACM international conference on Multimedia
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
Search-based relevance association with auxiliary contextual cues
Proceedings of the 21st ACM international conference on Multimedia
Multimedia search reranking: A literature survey
ACM Computing Surveys (CSUR)
The uncertain representation ranking framework for concept-based video retrieval
Information Retrieval
Social-oriented visual image search
Computer Vision and Image Understanding
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We propose a novel and generic video/image reranking algorithm, IB reranking, which reorders results from text-only searches by discovering the salient visual patterns of relevant and irrelevant shots from the approximate relevance provided by text results. The IB reranking method, based on a rigorous Information Bottleneck (IB) principle, finds the optimal clustering of images that preserves the maximal mutual information between the search relevance and the high-dimensional low-level visual features of the images in the text search results. Evaluating the approach on the TRECVID 2003-2005 data sets shows significant improvement upon the text search baseline, with relative increases in average performance of up to 23%. The method requires no image search examples from the user, but is competitive with other state-of-the-art example-based approaches. The method is also highly generic and performs comparably with sophisticated models which are highly tuned for specific classes of queries, such as named-persons. Our experimental analysis has also confirmed the proposed reranking method works well when there exist sufficient recurrent visual patterns in the search results, as often the case in multi-source news videos.