Partitioning sparse matrices with eigenvectors of graphs
SIAM Journal on Matrix Analysis and Applications
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Does organisation by similarity assist image browsing?
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Co-clustering documents and words using bipartite spectral graph partitioning
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Bipartite graph partitioning and data clustering
Proceedings of the tenth international conference on Information and knowledge management
Modern Information Retrieval
Global optimization algorithm for the nonlinearsum of ratios problem
Journal of Optimization Theory and Applications
A Min-max Cut Algorithm for Graph Partitioning and Data Clustering
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Combining Textual and Visual Cues for Content-Based Image Retrieval on the World Wide Web
CBAIVL '98 Proceedings of the IEEE Workshop on Content - Based Access of Image and Video Libraries
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Content-based image retrieval by clustering
MIR '03 Proceedings of the 5th ACM SIGMM international workshop on Multimedia information retrieval
Convex Optimization
Image and Feature Co-Clustering
ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 4 - Volume 04
Hierarchical clustering of WWW image search results using visual, textual and link information
Proceedings of the 12th annual ACM international conference on Multimedia
Grouping WWW Image Search Results by Novel Inhomogeneous Clustering Method
MMM '05 Proceedings of the 11th International Multimedia Modelling Conference
A critical review of multi-objective optimization in data mining: a position paper
ACM SIGKDD Explorations Newsletter
IEEE Transactions on Knowledge and Data Engineering
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Narrowing the semantic gap - improved text-based web document retrieval using visual features
IEEE Transactions on Multimedia
IGroup: web image search results clustering
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Clustering web images with multi-modal features
Proceedings of the 15th international conference on Multimedia
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Proceedings of the 17th international conference on World Wide Web
Finding image exemplars using fast sparse affinity propagation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Word2Image: towards visual interpreting of words
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Recognizing and Filtering Web Images Based on People's Existence
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Webpage segmentation for extracting images and their surrounding contextual information
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Image co-clustering with multi-modality features and user feedbacks
MM '09 Proceedings of the 17th ACM international conference on Multimedia
A Multi-class Kernel Alignment Method for Image Collection Summarization
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
An interactive approach for filtering out junk images from keyword-based google search results
IEEE Transactions on Circuits and Systems for Video Technology
Classification of violent web images using context based analysis
Proceedings of the 2010 ACM Symposium on Applied Computing
A novel approach for filtering junk images from google search results
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Context-based clustering of image search results
KI'09 Proceedings of the 32nd annual German conference on Advances in artificial intelligence
Dual-ranking for web image retrieval
Proceedings of the ACM International Conference on Image and Video Retrieval
Visual-semantic graphs: using queries to reduce the semantic gap in web image retrieval
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
The third eye: mining the visual cognition across multi-language communities
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
Correlated multi-label refinement for semantic noise removal
ICIC'10 Proceedings of the Advanced intelligent computing theories and applications, and 6th international conference on Intelligent computing
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Integrating bilingual searches for junk image filtering
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Multi-modal constraint propagation for heterogeneous image clustering
MM '11 Proceedings of the 19th ACM international conference on Multimedia
On clustering heterogeneous social media objects with outlier links
Proceedings of the fifth ACM international conference on Web search and data mining
Web image clustering with reduced keywords and weighted bipartite spectral graph partitioning
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Incremental visual objects clustering with the growing vocabulary tree
Multimedia Tools and Applications
Semantic image clustering using object relation network
CVM'12 Proceedings of the First international conference on Computational Visual Media
A kernel-based framework for image collection exploration
Journal of Visual Languages and Computing
Robust clustering for social annotated images
Proceedings of the Fifth International Conference on Internet Multimedia Computing and Service
Hybrid image summarization by hypergraph partition
Neurocomputing
Cross-modal social image clustering and tag cleansing
Journal of Visual Communication and Image Representation
A bag-of-semantics model for image clustering
The Visual Computer: International Journal of Computer Graphics
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Image clustering, an important technology for image processing, has been actively researched for a long period of time. Especially in recent years, with the explosive growth of the Web, image clustering has even been a critical technology to help users digest the large amount of online visual information. However, as far as we know, many previous works on image clustering only used either low-level visual features or surrounding texts, but rarely exploited these two kinds of information in the same framework. To tackle this problem, we proposed a novel method named consistent bipartite graph co-partitioning in this paper, which can cluster Web images based on the consistent fusion of the information contained in both low-level features and surrounding texts. In particular, we formulated it as a constrained multi-objective optimization problem, which can be efficiently solved by semi-definite programming (SDP). Experiments on a real-world Web image collection showed that our proposed method outperformed the methods only based on low-level features or surround texts.