PDF(1338 KB)
Polarimetric SAR Image Segmentation Algorithmby Spectral Clustering
WEI Si-qi, ZHANG Yu, YE Song
Journal of Changjiang River Scientific Research Institute ›› 2016, Vol. 33 ›› Issue (11) : 28-31.
PDF(1338 KB)
PDF(1338 KB)
Polarimetric SAR Image Segmentation Algorithmby Spectral Clustering
Image segmentation by spectral clustering is a clustering method based on points. It is characterized by the use of similarity measure matrixes. We usually need to calculate the similarity matrixes between every two cells, which consumes huge computation task and a lot of time when processing large images. To solve this problem, we propose an improved method. First, we use mean shift algorithm for polarimetric SAR image, and then select center pixel to construct similarity measure matrix. At last, we use the normalized segmentation rule for image segmentation. Computation experiment proves that the algorithm could improve the efficiency with high accuracy and satisfactory result, hence is of practical significance.
spectral clustering / mean shift / Polarimentric SAR / image segmentation / edge detection
[1] BENZ U, POTTIER E. Object Based Analysis of Polarimetric SAR Data in Alpha-Entropy-Anisotropy Decomposition Using Fuzzy Classification by eCognition∥Proceedings of the IEEE 2011 International Geoscience and Remote Sensing Symposium. Australia, 2011:1426-1428. DOI: 10.1109/IGARSS.2001.976867.
[2]吴永辉,计科峰,李 禹,等.基于Wishart分布和MRF的多视全极化SAR图像分割.电子学报,2012,35(12):2302-2306.
[3]邹同元,杨 文,代登信,等.一种新的极化SAR图像非监督分类算法研究.武汉大学学报(信息科学版),2009,34(8):910-913.
[4]张 杰.极化SAR影像的分割.青岛:山东科技大学,2012.
[5]张艳梅.融合极化和纹理特征的SAR影像面向对象分类.青岛:山东科技大学,2012.
[6]VAHID A, ANTHONY P, GABRIELE M, et al. A Textural Contextual Model for Unsupervised Segmentation of Multi-polarization Synthetic Aperture Radar Images. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(4):2442-2453.
[7]李乡儒,吴福朝,胡占义.均值漂移算法的收敛性[J].软件学报,2012,16(3):366-375.
[8]SHI J, MALIK J. Normalized Cuts and Image Segmentation. IEEE Transactions on PAMI, 2011, 22(8): 887-903.
[9]LIU B, HU H, WANG Huan-yu, et al. Superpixel-based Classification with an Adaptive Number of Classes for Polarimetric SAR Images. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(2): 907-924.
[10]WEBB A R.统计模式识别(第二版).王萍等译.北京:电子工业出版社,2004.
/
| 〈 |
|
〉 |