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
  • [21] Level-Set Segmentation with Contour based Object Representation
    Weiler, Daniel
    Roehrbein, Florian
    Eggert, Julian
    IJCNN: 2009 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1- 6, 2009, : 3229 - +
  • [22] A level-set based approach to image registration
    Vemuri, BC
    Ye, J
    Chen, Y
    Leonard, CM
    IEEE WORKSHOP ON MATHEMATICAL METHODS IN BIOMEDICAL IMAGE ANALYSIS, PROCEEDINGS, 2000, : 86 - 93
  • [23] Filtering level-set model based on saliency and gradient information for sonar image segmentation
    Huipu Xu
    Ziqi Zhu
    Ying Yu
    International Journal of Machine Learning and Cybernetics, 2024, 15 : 1677 - 1692
  • [24] Region-based image segmentation using texture statistics and level-set methods
    Karoui, I.
    Fablet, R.
    Boucher, J-M
    Augustin, J-M
    2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 1941 - 1944
  • [25] Automatic segmentation in image stacks based on multi-constraint level-set evolution
    Dai, Ning
    Liu, Hao
    Tang, Yuehong
    Zhao, Jianning
    Cheng, Xiaosheng
    BIO-MEDICAL MATERIALS AND ENGINEERING, 2015, 26 : S1501 - S1514
  • [26] Image registration via level-set motion: Applications to atlas-based segmentation
    Vemuri, BC
    Ye, J
    Chen, Y
    Leonard, CM
    MEDICAL IMAGE ANALYSIS, 2003, 7 (01) : 1 - 20
  • [27] Filtering level-set model based on saliency and gradient information for sonar image segmentation
    Xu, Huipu
    Zhu, Ziqi
    Yu, Ying
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 15 (05) : 1677 - 1692
  • [28] ON THE LEVEL-SET FORMULATION OF GEOMETRICAL MODELS
    NAKAYAMA, K
    HOPPE, J
    WADATI, M
    JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 1995, 64 (02) : 403 - 407
  • [29] Multinomial Level-Set Framework for Multi-region Image Segmentation
    Raviv, Tammy Riklin
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, SSVM 2017, 2017, 10302 : 386 - 395
  • [30] Speed Parameters in the Level-Set Segmentation
    Cinque, Luigi
    Cossu, Rossella
    COMPUTER ANALYSIS OF IMAGES AND PATTERNS, CAIP 2015, PT II, 2015, 9257 : 541 - 553