An incremental learning framework combining sample confidence and discrimination with an application to automatic image annotation

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2009, Pages 1441-1444

  Byun, Byungki ^a   Lee, Chin Hui ^a  

^a GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Confidence measure; Data selection; Image annotation; Incremental learning; Spectral clustering

Indexed keywords

CLASSIFIERS; DATA REDUCTION; IMAGING SYSTEMS;

AUTOMATIC IMAGE ANNOTATION; CLASSIFIER LEARNING; CONFIDENCE MEASURE; IMAGE ANNOTATION; IMAGE SETS; INCREMENTAL LEARNING; LABELED TRAINING DATA; SPECTRAL CLUSTERING; TRAINING DATA; UNLABELED DATA; UNLABELED SAMPLES;

IMAGE ANALYSIS;

EID: 77951957024     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2009.5414560     Document Type: Conference Paper

References (11)

1. X. Zhu, "Semi-supervised learning literature survey," Tech. Rep. 1530, Computer Sciences, U. of Wisconsin-Madison, 2005.
2. A. Blum and S. Chawla, "Learning from labeled and unlabeled data using graph mincuts," in ICML, 2001.
3. V. Sindhwani, P. Niyogi, and M. Belkin, "A co-regularization approach to semi-supervised learning with multiple views," in ICML, 2005.
4. R. Zhang and A.I. Rudnicky, "A new data selection principle for semi-supervised incremental learning," in ICPR, 2006.
5. X. Li, L. Wang, and E. Sung, "Multi-label svm active learning for image classification," in ICIP, 2004.
6. H. Jiang, "Confident measure for speech recognition: A survey," in Speech communication, 2005.
7. V. Vapnik, The Nature of Statistical Learning Theory, Springer-Verlag, 1995.
8. M. Belkin, P. Niyogi, V. Sindhwani, and P. Bartlett, "Manifold regularization: A geometric framework for learning from examples," in Journal of Machine Learning Research, 2004.
9. D. Zhou, O. Bousquet, T. N. Lal, J. Weston, and B. S. Olkopf, "Learning with local and global consistency," in NIPS. 2004, MIT Press.
10. S. Gao, D.-H. Wang, and C.-H. Lee, "Automatic image annotation through multi-topic text categorization," in ICASSP, 2006.
11. J.-R. Bellegarda, "Exploiting latent semantic information in statistical language modeling," in Proc. of the IEEE, 2000.