]> BibSonomy publications for /author/Wang/2003 http://www.bibsonomy.org/burst/author/Wang/2003 BibSonomy BuRST Feed for /author/Wang/2003 2008-07-27T03:03:32+02:00 Bootstrapping SVM active learning by incorporating unlabelled images for image retrieval http://www.bibsonomy.org/bibtex/249793b7f5d767cc9b5df7b557b3d6781/seandalai seandalai 2007-02-17T01:58:15+01:00 2003 active image semi-supervised svm
Bootstrapping SVM active learning by incorporating unlabelled images for image retrieval
Lei Wang and Kap Luk Chan and Zhihua Zhang IEEE Computer Society Conference on Computer Vision and Pattern Recognition (2003)
to 2003 active image semi-supervised svm by seandalai on 2007-02-17 01:58:15 ]]> IEEE Computer Society Conference on Computer Vision and Pattern RecognitionBootstrapping SVM active learning by incorporating unlabelled images for image retrieval20032003 active image semi-supervised svm 2007-02-17 01:58:15.0The performance of image retrieval with SVM active learning is known to be poor when started with few labeled images only. In this paper, the problem is solved by incorporating the unlabelled images into the bootstrapping of the learning process. In this work, the initial SVM classifier is trained with the few labeled images and the unlabelled images randomly selected from the image database. Both theoretical analysis and experimental results show that by incorporating unlabelled images in the bootstrapping, the efficiency of SVM active learning can be improved, and thus improves the overall retrieval performance.