Example-Based Super-Resolution Land Cover Mapping Using Support Vector Regression

作者: Yihang Zhang , Yun Du , Feng Ling , Shiming Fang , Xiaodong Li

DOI: 10.1109/JSTARS.2014.2305652

关键词: Subpixel renderingLand coverImage resolutionSpatial dependenceComputer scienceSpatial analysisPixelRemote sensingContextual image classificationHyperspectral imaging

摘要: Super-resolution mapping (SRM) is a promising technique to generate a fine resolution land cover map from coarse fractional images by predicting the spatial locations of different land …

参考文章(53)
Liguo Wang, Ye Zhang, Jiao Li, BP Neural Network Based SubPixel Mapping Method Intelligent Computing in Signal Processing and Pattern Recognition. pp. 755- 760 ,(2006) , 10.1007/978-3-540-37258-5_87
Lieven P. C. Verbeke, Robert R. De Wulf, Koen C. Mertens, Sub-pixel mapping with neural networks : real-world spatial configurations learned from artificial shapes The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. ,vol. 34, pp. 117- 121 ,(2003)
Glles M. Foody, The role of soft classification techniques in the refinement of estimates of ground control point location Photogrammetric Engineering and Remote Sensing. ,vol. 68, pp. 897- 903 ,(2002)
R. G. Pontius, Quantification error versus location error in comparison of categorical maps Photogrammetric Engineering and Remote Sensing. ,vol. 66, pp. 1011- 1016 ,(2000)
Alex J. Smola, Bernhard Schölkopf, A tutorial on support vector regression Statistics and Computing. ,vol. 14, pp. 199- 222 ,(2004) , 10.1023/B:STCO.0000035301.49549.88
K. C. Mertens, L. P. C. Verbeke, E. I. Ducheyne, R. R. De Wulf, Using genetic algorithms in sub-pixel mapping International Journal of Remote Sensing. ,vol. 24, pp. 4241- 4247 ,(2003) , 10.1080/01431160310001595073
Yuan-Fong Su, G. M. Foody, A. M. Muad, Ke-Sheng Cheng, Combining Hopfield Neural Network and Contouring Methods to Enhance Super-Resolution Mapping IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ,vol. 5, pp. 1403- 1417 ,(2012) , 10.1109/JSTARS.2012.2191537
Alexandre Boucher, Phaedon C. Kyriakidis, Super-resolution land cover mapping with indicator geostatistics Remote Sensing of Environment. ,vol. 104, pp. 264- 282 ,(2006) , 10.1016/J.RSE.2006.04.020