Combining Semi-Supervised and active learning for hyperspectral image classification

作者: Mingzhi Li , Rui Wang , Ke Tang

DOI: 10.1109/CIDM.2013.6597222

关键词:

摘要: … for hyperspectral image classification. In this paper, we propose a semi-active learning method that imports semi-supervised learning into active learning for hyperspectral image …

参考文章(27)
Kamal Nigam, Andrew McCallum, A comparison of event models for naive bayes text classification national conference on artificial intelligence. pp. 41- 48 ,(1998)
Luca Didaci, Fabio Roli, Using Co-training and Self-training in Semi-supervised Multiple Classifier Systems Lecture Notes in Computer Science. ,vol. 4109, pp. 522- 530 ,(2006) , 10.1007/11815921_57
Ion Muslea, Craig A. Knoblock, Steven Minton, Active + Semi-supervised Learning = Robust Multi-View Learning international conference on machine learning. pp. 435- 442 ,(2002)
Lorenzo Bruzzo, Claudio Persello, Recent trends in classification of remote sensing data: active and semisupervised machine learning paradigms international geoscience and remote sensing symposium. pp. 3720- 3723 ,(2010) , 10.1109/IGARSS.2010.5651236
Xujun Ye, Kenshi Sakai, Leroy Ortega Garciano, Shin-Ichi Asada, Akira Sasao, Estimation of citrus yield from airborne hyperspectral images using a neural network model Ecological Modelling. ,vol. 198, pp. 426- 432 ,(2006) , 10.1016/J.ECOLMODEL.2006.06.001
Avrim Blum, Tom Mitchell, None, Combining labeled and unlabeled data with co-training conference on learning theory. pp. 92- 100 ,(1998) , 10.1145/279943.279962
Sam T Roweis, Lawrence K Saul, Nonlinear Dimensionality Reduction by Locally Linear Embedding Science. ,vol. 290, pp. 2323- 2326 ,(2000) , 10.1126/SCIENCE.290.5500.2323
G. Riccardi, D. Hakkani-Tur, Active learning: theory and applications to automatic speech recognition IEEE Transactions on Speech and Audio Processing. ,vol. 13, pp. 504- 511 ,(2005) , 10.1109/TSA.2005.848882
Wei Di, Melba M. Crawford, Active Learning via Multi-View and Local Proximity Co-Regularization for Hyperspectral Image Classification IEEE Journal of Selected Topics in Signal Processing. ,vol. 5, pp. 618- 628 ,(2011) , 10.1109/JSTSP.2011.2123077