Geodesic
Click-Boosted Graph Ranking for Image Retrieval
Computer Science and Information Systems, Tome 14 (2017) no. 3.

Voir la notice de l'article provenant de la source Computer Science and Information Systems website

Graph ranking is one popular and successful technique for image retrieval, but its effectiveness is often limited by the well-known semantic gap. To bridge this gap, one of the current trends is to leverage the click-through data associated with images to facilitate the graph-based image ranking. However, the sparse and noisy properties of the image click-through data make the exploration of such resource challenging. Towards this end, this paper propose a novel click-boosted graph ranking framework for image retrieval, which consists of two coupled components. Concretely, the first one is a click predictor based on matrix factorization with visual regularization, in order to alleviate the sparseness of the click-through data. The second component is a soft-label graph ranker that conducts the image ranking by using the enriched click-through data noise-tolerantly. Extensive experiments for the tasks of click predicting and image ranking validate the effectiveness of the proposed methods in comparison to several existing approaches.
Keywords: Image Retrieval, Click-Through Data, Graph Ranking, Matrix Factorization 
@article{CSIS_2017_14_3_a6,
     author = {Jun Wu and Yu He and Xiaohong Qin and Na Zhao and Yingpeng Sang},
     title = {Click-Boosted {Graph} {Ranking} for {Image} {Retrieval}},
     journal = {Computer Science and Information Systems},
     publisher = {mathdoc},
     volume = {14},
     number = {3},
     year = {2017},
     url = {http://geodesic.mathdoc.fr/item/CSIS_2017_14_3_a6/}
}
TY  - JOUR
AU  - Jun Wu
AU  - Yu He
AU  - Xiaohong Qin
AU  - Na Zhao
AU  - Yingpeng Sang
TI  - Click-Boosted Graph Ranking for Image Retrieval
JO  - Computer Science and Information Systems
PY  - 2017
VL  - 14
IS  - 3
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/CSIS_2017_14_3_a6/
ID  - CSIS_2017_14_3_a6
ER  - 
%0 Journal Article
%A Jun Wu
%A Yu He
%A Xiaohong Qin
%A Na Zhao
%A Yingpeng Sang
%T Click-Boosted Graph Ranking for Image Retrieval
%J Computer Science and Information Systems
%D 2017
%V 14
%N 3
%I mathdoc
%U http://geodesic.mathdoc.fr/item/CSIS_2017_14_3_a6/
%F CSIS_2017_14_3_a6
Jun Wu; Yu He; Xiaohong Qin; Na Zhao; Yingpeng Sang. Click-Boosted Graph Ranking for Image Retrieval. Computer Science and Information Systems, Tome 14 (2017) no. 3. http://geodesic.mathdoc.fr/item/CSIS_2017_14_3_a6/