Bipartite graph reinforcement model for web image annotation

Authors:
Xiaoguang Rui;Mingjing Li;Zhiwei Li;Wei-Ying Ma;Nenghai Yu
Affiliations:
University of Science and Technology of China, Hefei, China;Microsoft Research Asia, Beijing, China;Microsoft Research Asia, Beijing, China;Microsoft Research Asia, Beijing, China;University of Science and Technology of China, Hefei, China
Venue:
Proceedings of the 15th international conference on Multimedia
Year:
2007

Citing 17
Cited 33

Authoritative sources in a hyperlinked environment

Journal of the ACM (JACM)
Content-Based Image Retrieval at the End of the Early Years

IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Recognition as Machine Translation: Learning a Lexicon for a Fixed Image Vocabulary

ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Automatic image annotation and retrieval using cross-media relevance models

Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Modeling annotated data

Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Automatic Linguistic Indexing of Pictures by a Statistical Modeling Approach

IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning to cluster web search results

Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Efficient propagation for face annotation in family albums

Proceedings of the 12th annual ACM international conference on Multimedia
Iteratively clustering web images based on link and attribute reinforcements

Proceedings of the 13th annual ACM international conference on Multimedia
Image annotations by combining multiple evidence & wordNet

Proceedings of the 13th annual ACM international conference on Multimedia
Graph based multi-modality learning

Proceedings of the 13th annual ACM international conference on Multimedia
AnnoSearch: Image Auto-Annotation by Search

CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 2
Scalable search-based image annotation of personal images

MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
Image annotation refinement using random walk with restarts

MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Real-time computerized annotation of pictures

MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Multiple Bernoulli relevance models for image and video annotation

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
CBSA: content-based soft annotation for multimodal image retrieval using Bayes point machines

IEEE Transactions on Circuits and Systems for Video Technology

Annotating personal albums via web mining

MM '08 Proceedings of the 16th ACM international conference on Multimedia
Cross-media manifold learning for image retrieval & annotation

MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Classification and Automatic Annotation Extension of Images Using Bayesian Network

SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
Adaptive Model for Integrating Different Types of Associated Texts for Automated Annotation of Web Images

MMM '09 Proceedings of the 15th International Multimedia Modeling Conference on Advances in Multimedia Modeling
Learning to tag

Proceedings of the 18th international conference on World wide web
Automatic Web Image Annotation via Web-Scale Image Semantic Space Learning

APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Canonical contextual distance for large-scale image annotation and retrieval

LS-MMRM '09 Proceedings of the First ACM workshop on Large-scale multimedia retrieval and mining
What is a complete set of keywords for image description & annotation on the web

MM '09 Proceedings of the 17th ACM international conference on Multimedia
Effective annotation and search for video blogs with integration of context and content analysis

IEEE Transactions on Multimedia - Special issue on integration of context and content
Web image retrieval via learning semantics of query image

ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
On cross-language image annotations

ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Modeling, classifying and annotating weakly annotated images using Bayesian network

Journal of Visual Communication and Image Representation
Image tag refinement towards low-rank, content-tag prior and error sparsity

Proceedings of the international conference on Multimedia
Explicit and implicit concept-based video retrieval with bipartite graph propagation model

Proceedings of the international conference on Multimedia
Representative views re-ranking for 3D model retrieval with multi-bipartite graph reinforcement model

Proceedings of the international conference on Multimedia
One person labels one million images

Proceedings of the international conference on Multimedia
Mining multi-tag association for image tagging

World Wide Web
Region-based annotation of digital photographs

CCIW'11 Proceedings of the Third international conference on Computational color imaging
Effective term weighting in ALT text prediction for web image retrieval

APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
Image annotation based on recommendation model

Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Web video retagging

Multimedia Tools and Applications
Bipartite Graph Based Entity Ranking for Related Entity Finding

WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Retrieval-based face annotation by weak label regularized local coordinate coding

MM '11 Proceedings of the 19th ACM international conference on Multimedia
Tag suggestion and localization for web videos by bipartite graph matching

WSM '11 Proceedings of the 3rd ACM SIGMM international workshop on Social media
k-Partite graph reinforcement and its application in multimedia information retrieval

Information Sciences: an International Journal
Web image annotation using an effective term weighting

CICLing'12 Proceedings of the 13th international conference on Computational Linguistics and Intelligent Text Processing - Volume Part II
A unified learning framework for auto face annotation by mining web facial images

Proceedings of the 21st ACM international conference on Information and knowledge management
Semantic context learning with large-scale weakly-labeled image set

Proceedings of the 21st ACM international conference on Information and knowledge management
Bidirectional-isomorphic manifold learning at image semantic understanding & representation

Multimedia Tools and Applications
Learning to name faces: a multimodal learning scheme for search-based face annotation

Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Real web community based automatic image annotation

Computers and Electrical Engineering
Combining prestige and relevance ranking for personalized recommendation

Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Object class detection: A survey

ACM Computing Surveys (CSUR)

Quantified Score

Hi-index	0.00

Visualization

Abstract

Automatic image annotation is an effective way for managing and retrieving abundant images on the internet. In this paper, a bipartite graph reinforcement model (BGRM) is proposed for web image annotation. Given a web image, a set of candidate annotations is extracted from its surrounding text and other textual information in the hosting web page. As this set is often incomplete, it is extended to include more potentially relevant annotations by searching and mining a large-scale image database. All candidates are modeled as a bipartite graph. Then a reinforcement algorithm is performed on the bipartite graph to re-rank the candidates. Only those with the highest ranking scores are reserved as the final annotations. Experimental results on real web images demonstrate the effectiveness of the proposed model.