SAR Image Segmentation Using Kernel Based Spatial FCM

作者: Xiangrong Zhang , Tan Shan , Shuang Wang , Licheng Jiao

DOI: 10.1007/11559573_7

关键词:

摘要: The presence of speckle in synthetic aperture radar (SAR) images makes the segmentation such difficult. In this paper, a set energy measures channels undecimated wavelet decomposition is used to represent texture information SAR image efficiently. Furthermore, kernel FCM incorporating spatial constraints, which characteristic robustness noise, applied segmentation. A synthesized and Ku-band are experiments successful results show validation method.

参考文章(13)
Z W Da, J L Cheng, Z Li, KERNEL CLUSTERING ALGORITHM Chinese Journal of Computers. ,vol. 25, pp. 587- 590 ,(2002)
L. DU, J. S. LEE, Fuzzy classification of earth terrain covers using complex polarimetric SAR data International Journal of Remote Sensing. ,vol. 17, pp. 809- 826 ,(1996) , 10.1080/01431169608949047
Chun S Lu, Pau C Chung, Chih F Chen, None, Unsupervised texture segmentation via wavelet transform Pattern Recognition. ,vol. 30, pp. 729- 742 ,(1997) , 10.1016/S0031-3203(96)00116-1
S. Fukuda, H. Hirosawa, A wavelet-based texture feature set applied to classification of multifrequency polarimetric SAR images IEEE Transactions on Geoscience and Remote Sensing. ,vol. 37, pp. 2282- 2286 ,(1999) , 10.1109/36.789624
M. Unser, Texture classification and segmentation using wavelet frames IEEE Transactions on Image Processing. ,vol. 4, pp. 1549- 1560 ,(1995) , 10.1109/83.469936
Dao-Qiang Zhang, Song-Can Chen, Zhi-Song Pan, Ke-Ren Tan, Kernel-based fuzzy clustering incorporating spatial constraints for image segmentation international conference on machine learning and cybernetics. ,vol. 4, pp. 2189- 2192 ,(2003) , 10.1109/ICMLC.2003.1259869
A. Laine, J. Fan, Texture classification by wavelet packet signatures IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 15, pp. 1186- 1191 ,(1993) , 10.1109/34.244679
M.N. Ahmed, S.M. Yamany, N. Mohamed, A.A. Farag, T. Moriarty, A modified fuzzy c-means algorithm for bias field estimation and segmentation of MRI data IEEE Transactions on Medical Imaging. ,vol. 21, pp. 193- 199 ,(2002) , 10.1109/42.996338
S.G. Mallat, A theory for multiresolution signal decomposition: the wavelet representation IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 11, pp. 674- 693 ,(1989) , 10.1109/34.192463
D.L. Pham, Robust fuzzy segmentation of magnetic resonance images computer based medical systems. pp. 127- 131 ,(2001) , 10.1109/CBMS.2001.941709