A Fast Augmented Lagrangian Method for Euler's Elastica Model

被引:0
|
作者
Duan, Yuping [1 ]
Wang, Yu [2 ]
Tai, Xue-Cheng [1 ,3 ]
Hahn, Jooyoung [4 ]
机构
[1] Nanyang Technol Univ, Sch Phys & Math Sci, Div Math Sci, Singapore, Singapore
[2] Technion, Dept Comp Sci, IL-32000 Haifa, Israel
[3] Univ Bergen, Dept Mat, N-5007 Bergen, Norway
[4] Graz Univ, Inst Math & Sci Comp, A-8010 Graz, Austria
关键词
JOINT INTERPOLATION; VECTOR-FIELDS; GRAY LEVELS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a fast algorithm for Euler's elastica functional is proposed, in which the Euler's elastica functional is reformulated as a constrained minimization problem. Combining the augmented Lagrangian method and operator splitting techniques, the resulting saddle-point problem is solved by a serial of sub-problems. To tackle the nonlinear constraints arising in the model, a novel fixed-point-based approach is proposed so that all the sub-problems either are linear problems or have closed form solutions. Numerical examples are provided to demonstrate the performance of the proposed method.
引用
收藏
页码:144 / +
页数:3
相关论文
共 50 条
  • [1] Fast Linearized Augmented Lagrangian Method for Euler's Elastica Model
    Zhang, Jun
    Chen, Rongliang
    Deng, Chengzhi
    Wang, Shengqian
    NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS, 2017, 10 (01) : 98 - 115
  • [2] A Fast Augmented Lagrangian Method for Euler's Elastica Models
    Duan, Yuping
    Wang, Yu
    Hahn, Jooyoung
    NUMERICAL MATHEMATICS-THEORY METHODS AND APPLICATIONS, 2013, 6 (01): : 47 - 71
  • [3] A Fast Algorithm for Euler's Elastica Model Using Augmented Lagrangian Method
    Tai, Xue-Cheng
    Hahn, Jooyoung
    Chung, Ginmo Jason
    SIAM JOURNAL ON IMAGING SCIENCES, 2011, 4 (01): : 313 - 344
  • [4] A Restricted Linearised Augmented Lagrangian Method for Euler's Elastica Model
    Zhang, Yinghui
    Deng, Xiaojuan
    Zhao, Xing
    Li, Hongwei
    EAST ASIAN JOURNAL ON APPLIED MATHEMATICS, 2021, 11 (02) : 276 - 300
  • [5] AUGMENTED LAGRANGIAN METHOD FOR AN EULER'S ELASTICA BASED SEGMENTATION MODEL THAT PROMOTES CONVEX CONTOURS
    Bae, Egil
    Tai, Xue-Cheng
    Zhu, Wei
    INVERSE PROBLEMS AND IMAGING, 2017, 11 (01) : 1 - 23
  • [6] A Penalty Relaxation Method for Image Processing Using Euler's Elastica Model
    He, Fang
    Wang, Xiao
    Chen, Xiaojun
    SIAM JOURNAL ON IMAGING SCIENCES, 2021, 14 (01): : 389 - 417
  • [7] A Fast Linearised Augmented Lagrangian Method for a Mean Curvature Based Model
    Zhang, Jun
    Deng, Chengzhi
    Shi, Yuying
    Wang, Shengqian
    Zhu, Yonggui
    EAST ASIAN JOURNAL ON APPLIED MATHEMATICS, 2018, 8 (03) : 463 - 476
  • [8] A FAST MINIMIZATION ALGORITHM FOR THE EULER ELASTICA MODEL BASED ON A BILINEAR DECOMPOSITION
    Liu, Zhifang
    Sun, Baochen
    Tai, Xue-cheng
    Wang, Qi
    Chang, Huibin
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2024, 46 (01): : A290 - A312
  • [9] EULER'S ELASTICA AND BEYOND
    Matsutani, Shigeki
    JOURNAL OF GEOMETRY AND SYMMETRY IN PHYSICS, 2010, 17 : 45 - 86
  • [10] A method for giant aneurysm segmentation using Euler's elastica
    Chen, Yu
    Courbebaisse, Guy
    Yu, Jianjiang
    Lu, Dongxiang
    Ge, Fei
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2020, 62