Level-Set Formulation Based on an Infinite Series of Sample Moments for SAR Image Segmentation

被引:5
|
作者
Rocha Neto, Jeova F. S. [1 ]
Braga, Alan M. [2 ]
Marques, Regis C. P. [3 ]
de Medeiros, Fatima N. S. [2 ]
机构
[1] Brown Univ, Sch Engn, Providence, RI 02912 USA
[2] Univ Fed Ceara, Teleinformat Engn Dept, Fortaleza 60455760, Ceara, Brazil
[3] Inst Fed Educ Ciencia & Tecnol Ceara, Fortaleza 60040531, Ceara, Brazil
关键词
Image segmentation; Synthetic aperture radar; Radar polarimetry; Data models; Computational modeling; Surface morphology; Data mining; level-set methods; SAR imagery; MODEL;
D O I
10.1109/LGRS.2019.2933149
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
SAR image segmentation plays a central role in geoscience and remote sensing of the environment. Recently, methodologies that apply traditional segmentation algorithms to maps of statistical information extracted from SAR image rather than to the raw data itself have shown promising results. Nonetheless, the application of more powerful segmentation methods to these maps is constrained by the lack of adequate statistical models for such data. In this letter, we present a level-set-based algorithm that embodies much of the data statistics without assuming any prior model for it. We also evaluated its performance on both real and synthetic SAR images.
引用
收藏
页码:908 / 911
页数:4
相关论文
共 50 条
  • [1] Automatic Segmentation of Polyps in Endoscopic Image Using Level-Set Formulation
    Dutta, Soumayan
    Sasmal, Pradipta
    Bhuyan, M. K.
    Iwahori, Yuji
    2018 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, SIGNAL PROCESSING AND NETWORKING (WISPNET), 2018,
  • [2] Application of SGRBF for Level-Set Based Image Segmentation
    Zhu, Yingxuan
    Shin, Miyoung
    Goel, Amrit L.
    IMAGE PROCESSING: ALGORITHMS AND SYSTEMS VII, 2009, 7245
  • [3] Sonar image segmentation based on GMRF and level-set models
    Ye, Xiu-Fen
    Zhang, Zhe-Hui
    Liu, Peter X.
    Guan, Hong-Ling
    OCEAN ENGINEERING, 2010, 37 (10) : 891 - 901
  • [4] Segmentation for CT image based on improved level-set approach
    Xie, Qiangjun
    Chen, Xufeng
    Ma, Li
    Zhou, Zekui
    CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 3, PROCEEDINGS, 2008, : 725 - +
  • [5] SAR image segmentation based on the advanced level set
    Luo, S. Y.
    Tong, L.
    Chen, Y.
    Jia, M. Q.
    35TH INTERNATIONAL SYMPOSIUM ON REMOTE SENSING OF ENVIRONMENT (ISRSE35), 2014, 17
  • [6] Level-set image processing methods in medical image segmentation
    Maciejewski, Marcin
    Surtel, Wojciech
    Maciejewska, Barbara
    Malecka-Massalska, Teresa
    BIO-ALGORITHMS AND MED-SYSTEMS, 2015, 11 (01) : 47 - 51
  • [7] Fast level-set based image segmentation using coherent propagation
    Wang, Chunliang
    Frimmel, Hans
    Smedby, Orjan
    MEDICAL PHYSICS, 2014, 41 (07)
  • [8] A LEVEL-SET METHOD BASED ON GLOBAL AND LOCAL REGIONS FOR IMAGE SEGMENTATION
    Zhao, Yu Qian
    Wang, Xiao Fang
    Shih, Frank Y.
    Yu, Gang
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2012, 26 (01)
  • [9] Level-Set Image Processing Methods in Medical Image Segmentation
    Maciejewski, Marcin
    Surtel, Wojciech
    Malecka-Massalska, Teresa
    2012 JOINT CONFERENCE NEW TRENDS IN AUDIO & VIDEO AND SIGNAL PROCESSING: ALGORITHMS, ARCHITECTURES, ARRANGEMENTS, & APPLICATIONS (NTAV-SPA 2012), 2012, : 39 - 41
  • [10] Segmentation for MRA image: An improved level-set approach
    Hao, Jiasheng
    Shen, Yi
    Wang, Qiang
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (04) : 1316 - 1321