Support vector machines in remote sensing: A review

作者: Giorgos Mountrakis , Jungho Im , Caesar Ogole

DOI: 10.1016/J.ISPRSJPRS.2010.11.001

关键词:

摘要: A wide range of methods for analysis of airborne- and satellite-derived imagery continues to be proposed and assessed. In this paper, we review remote sensing implementations of …

参考文章(148)
S. van der Linden, P. Hostert, The influence of urban structures on impervious surface maps from airborne hyperspectral data. Remote Sensing of Environment. ,vol. 113, pp. 2298- 2305 ,(2009) , 10.1016/J.RSE.2009.06.004
T. Kavzoglu, I. Colkesen, A kernel functions analysis for support vector machines for land cover classification International Journal of Applied Earth Observation and Geoinformation. ,vol. 11, pp. 352- 359 ,(2009) , 10.1016/J.JAG.2009.06.002
C. Huang, L. S. Davis, J. R. G. Townshend, An assessment of support vector machines for land cover classification International Journal of Remote Sensing. ,vol. 23, pp. 725- 749 ,(2002) , 10.1080/01431160110040323
Hugo Carrão, Paulo Gonçalves, Mário Caetano, Contribution of multispectral and multitemporal information from MODIS images to land cover classification Remote Sensing of Environment. ,vol. 112, pp. 986- 997 ,(2008) , 10.1016/J.RSE.2007.07.002
Iphigenia Keramitsoglou, Haralambos Sarimveis, Chris T. Kiranoudis, Charalambos Kontoes, Nicolaos Sifakis, Eleni Fitoka, The performance of pixel window algorithms in the classification of habitats using VHSR imagery Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 60, pp. 225- 238 ,(2006) , 10.1016/J.ISPRSJPRS.2006.01.002
Y. Hong, Y.‐M. Chiang, Y. Liu, K.‐L. Hsu, S. Sorooshian, Satellite-based precipitation estimation using watershed segmentation and growing hierarchical self-organizing map International Journal of Remote Sensing. ,vol. 27, pp. 5165- 5184 ,(2006) , 10.1080/01431160600763428
Anil Kumar, S K Ghosh, V K Dadhwal, Full fuzzy land cover mapping using remote sensing data based on fuzzy c-means and density estimation Canadian Journal of Remote Sensing. ,vol. 33, pp. 81- 87 ,(2007) , 10.5589/M07-011
ARS Marçal, JS Borges, JA Gomes, JF Pinto Da Costa, None, Land cover update by supervised classification of segmented ASTER images International Journal of Remote Sensing. ,vol. 26, pp. 1347- 1362 ,(2005) , 10.1080/01431160412331291233
Giles M. Foody, Ajay Mathur, Carolina Sanchez-Hernandez, Doreen S Boyd, Training set size requirements for the classification of a specific class Remote Sensing of Environment. ,vol. 104, pp. 1- 14 ,(2006) , 10.1016/J.RSE.2006.03.004
Rui Zhang, Jianwen Ma, Feature selection for hyperspectral data based on recursive support vector machines International Journal of Remote Sensing. ,vol. 30, pp. 3669- 3677 ,(2009) , 10.1080/01431160802609718