Making large-scale support vector machine learning practical
Advances in kernel methods
Using clustering and visualization for refining the results of a WWW image search engine
Proceedings of the 1998 workshop on New paradigms in information visualization and manipulation
Unsupervised Segmentation of Color-Texture Regions in Images and Video
IEEE Transactions on Pattern Analysis and Machine Intelligence
Contrast-based image attention analysis by using fuzzy growing
MULTIMEDIA '03 Proceedings of the eleventh ACM international conference on Multimedia
Learning to cluster web search results
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
IGroup: web image search results clustering
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
IGroup: presenting web image search results in semantic clusters
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
Image retrieval ++--web image retrieval with an enhanced multi-modality ontology
Multimedia Tools and Applications
Diversifying landmark image search results by learning interested views from community photos
Proceedings of the 19th international conference on World wide web
Context-based clustering of image search results
KI'09 Proceedings of the 32nd annual German conference on Advances in artificial intelligence
The third eye: mining the visual cognition across multi-language communities
Proceedings of the international conference on Multimedia
A review on automatic image annotation techniques
Pattern Recognition
Using ephemeral clustering and query logs to organize web image search results on mobile devices
IMMPD '11 Proceedings of the 2011 international ACM workshop on Interactive multimedia on mobile and portable devices
Clustering-based navigation of image search results on mobile devices
AIRS'04 Proceedings of the 2004 international conference on Asian Information Retrieval Technology
Multimedia Tools and Applications
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Hybrid entity clustering using crowds and data
The VLDB Journal — The International Journal on Very Large Data Bases
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In this paper, we propose a Web image search result organizing method to facilitate user browsing. We formalize this problem as a salient image region pattern extraction problem. Given the images returned by Web search engine, we first segment the images into homogeneous regions and quantize the environmental regions into image codewords. The salient codeword "phrases" are then extracted and ranked based on a regression model learned from human labeled training data. According to the salient "phrases", images are assigned to different clusters, with the one nearest to the centroid as the entry for the corresponding cluster. Satisfying experimental results show the effectiveness of our proposed method.