Extracting land use/cover of mountainous area from remote sensing images using artificial neural network and decision tree classifications: A case study of Meizhou, China

Proceedings - 2010 International Symposium on Intelligence Information Processing and Trusted Computing, IPTC 2010

Volumn , Issue , 2010, Pages 133-136

  Xiong, Yong Zhu ^a,b,c   Wang, Run ^b   Li, Zhi ^d  

^a JIAYING UNIVERSITY   (China)

^b INSTITUTE OF GEOLOGY AND GEOPHYSICS   (China)

^c RESEARCH CENTER FOR ECO ENVIRONMENTAL SCIENCES   (China)

^d GUANGXI TEACHERS EDUCATION UNIVERSITY   (China)

Author keywords

Artificial neural network; Decision tree; Land use cover (LUC); Mountainous area; Remote sensing

Indexed keywords

ARTIFICIAL NEURAL NETWORK; DATA SETS; DECISION TREE CLASSIFICATION; KAPPA COEFFICIENT; LAND USE PLANNING; LAND USE/COVER; MINIMUM DISTANCE; MOUNTAINOUS AREA; REMOTE SENSING IMAGE CLASSIFICATION; REMOTE SENSING IMAGES; REMOTELY SENSED DATA; STATISTICAL CLASSIFIER; TOPOGRAPHIC DATA;

CLASSIFICATION (OF INFORMATION); CLASSIFIERS; DATA PROCESSING; DECISION TREES; IMAGE RECONSTRUCTION; LAND USE; REMOTE SENSING;

NEURAL NETWORKS;

EID: 78651072758     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IPTC.2010.127     Document Type: Conference Paper

References (12)

1. S. B. Serpico, L. Bruzzone and F. Roli, "An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images," Pattern Recognition Letters, vol. 17(13), Nov. 1996, pp. 1331-1341, doi:10.1016/S0167-8655(96)00090-6.
2. I. Kanellopoulos and G. G. Wilkinson, "Strategies and best practice for neural network image classification," International Journal of Remote Sensing, vol. 18(4), March 1997, pp. 711-725, doi:10.1080/014311697218719.
3. X. Dai and S. Khorram, "Remotely sensed change detection based on artificial neural networks," Photogrammetric engineering and remote sensing, vol. 65(10), October 1999, pp. 1187-1194 ,
4. L. B. A. D. Prieto, "A technique for the selection of kernel function parameters in RBF neural networks for classification of remote sensing images," IEEE Trans. Geosci. Remote Sensing, vol. 37(2), March 1999, pp. 1179-1184.
5. L. Xiu and X. Liu, "Current status and future direction of the study on artificial neural network classification processing in remote sensing," Remote Sensing Technology and Application, vol. 18(5), Oct. 2003, pp. 339-345, (in Chinese with English abstract).
6. C. Luo, Z. Liu and C. Wang, and Z. Liu, "Optimized BP neural network classifier based on genetic algorithm for land cover classification using remotely-sensed data," Transactions of the CSAE, vol. 22(12), Dec. 2006, pp. 133-137, (in Chinese with English abstract).
7. Y. Zhang, X. Feng and R. Yuan, "Applicationof Back-Propagation Neural Network Supported by GIS in the Classification of Remote Sensing Image," Journal of Nanjing University (Natural Sciences), vol. 39(6), Nov. 2003, pp. 806-813, (in Chinese with English abstract).
8. M. A. Friedl and C. E. Brodley, "Decision Tree Classification of Land Cover from Remotely Sensed Data," Remote Sensing of Environment, vol. 61(3), Sept. 1997, pp. 399-409, doi:10.1016/S0034-4257(97)00049-7.
9. R. R. Jensen, P. J. Hardin and G. Yu, "Artificial Neural Networks and Remote Sensing," Geography Compass, vol. 3(2), Feb. 2009, pp. 630-646, doi:10.1111/j.1749-8198.2008.00215.x.
10. J. A. Benediktsson, P. H. Swain and O. K. Ersoy, "Neural network approaches versus statistical methods in classification of multi-source remote sensing data," IEEE Trans. Geosci. Remote Sens. , vol. 28(4), July 1990, pp. 540-551, doi:10.1109/TGRS.1990.572944.
11. J. A. Benediktsson and J. R. Sveinsson, "Feature extraction for multisource data classification with artificial neural networks," International Journal of Remote Sensing, vol. 18(4), March 1997, pp. 727-740, doi:10.1080/014311697218728.
12. J. Zhang, Y. Zhou and R. Li, Z. Zhou, L. Zhang, Q. Shi, and X. Pan, "Accuracy assessments and uncertainty analysis of spatially explicit modeling for land use/cover change and urbanization: A case in Beijing metropolitan area," SCIENCE CHINA Earth Sciences, vol. 53(2), Feb. 2010, pp. 173-180, doi:10.1007/s11430-009-0199-4.