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
  • [31] Fast gradient vector flow computation based on augmented Lagrangian method
    Ren, Dongwei
    Zuo, Wangmeng
    Zhao, Xiaofei
    Lin, Zhouchen
    Zhang, David
    PATTERN RECOGNITION LETTERS, 2013, 34 (02) : 219 - 225
  • [32] Fast Augmented Lagrangian Method in the convex regime with convergence guarantees for the iterates
    Radu Ioan Boţ
    Ernö Robert Csetnek
    Dang-Khoa Nguyen
    Mathematical Programming, 2023, 200 : 147 - 197
  • [33] Fast Augmented Lagrangian Method in the convex regime with convergence guarantees for the iterates
    Bot, Radu Ioan
    Csetnek, Erno Robert
    Dang-Khoa Nguyen
    MATHEMATICAL PROGRAMMING, 2023, 200 (01) : 147 - 197
  • [34] Image Segmentation Using Euler's Elastica as the Regularization
    Zhu, Wei
    Tai, Xue-Cheng
    Chan, Tony
    JOURNAL OF SCIENTIFIC COMPUTING, 2013, 57 (02) : 414 - 438
  • [35] A Two-stage Image Segmentation Method Using Euler's Elastica Regularized Mumford-Shah Model
    Duan, Yuping
    Chang, Huibin
    Huang, Weimin
    Zhou, Jiayin
    Zeng, Tieyong
    2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2014, : 118 - 123
  • [36] Euler's elastica and curvature-based inpainting
    Chan, Tony F.
    Kang, Sung Ha
    Shen, Jianhong
    SIAM Journal on Applied Mathematics, 2002, 63 (02) : 564 - 592
  • [37] An augmented Lagrangian filter method
    Sven Leyffer
    Charlie Vanaret
    Mathematical Methods of Operations Research, 2020, 92 : 343 - 376
  • [38] An augmented Lagrangian filter method
    Leyffer, Sven
    Vanaret, Charlie
    MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2020, 92 (02) : 343 - 376
  • [39] Supervised Learning via Euler's Elastica Models
    Lin, Tong
    Xue, Hanlin
    Wang, Ling
    Huang, Bo
    Zha, Hongbin
    JOURNAL OF MACHINE LEARNING RESEARCH, 2015, 16 : 3637 - 3686
  • [40] Euler's elastica and curvature-based inpainting
    Chan, TF
    Kang, SH
    Shen, JH
    SIAM JOURNAL ON APPLIED MATHEMATICS, 2003, 63 (02) : 564 - 592