Towards Automated Filtering of the Medial Axis Using the Scale Axis Transform

被引:0
|
作者
Abiva, Jeannine [1 ]
Larsson, Lisa J. [2 ]
机构
[1] Univ Iowa, Dept Math, 14 MacLean Hall, Iowa City, IA 52242 USA
[2] McGill Univ, Dept Math & Stat, Montreal, PQ H3A 0B9, Canada
关键词
2D;
D O I
10.1007/978-3-319-16348-2_8
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper analyzes the problem of determining the optimal scaling to prune the medial axis of spurious branches with the use of the Scale Axis Transform (SAT) in R-2. This optimal scaling is found by minimizing the Frechet distance between the boundary of the true shape and the boundary of the SAT-filtered version of the shape perturbed by noise. To compute the minimum, the noisy shape is filtered using a variety of scalings s > 1 of the SAT algorithm. The optimal scaling is then related to the level of noise used to perturb the true shape. The minimization problem is repeated for various shapes and different noise levels. In applications such as image recognition and registration, the medial axis is very relevant. However, it is highly susceptible to noise along the boundary. The results presented here offer crucial information to automate the de-noising process, by providing a link between the level of noise and the optimal SAT scaling factor.
引用
收藏
页码:115 / 127
页数:13
相关论文
共 50 条
  • [1] AUTOMATED INTERROGATION AND ADAPTIVE SUBDIVISION OF SHAPE USING MEDIAL AXIS TRANSFORM
    GURSOY, HN
    PATRIKALAKIS, NM
    ADVANCES IN ENGINEERING SOFTWARE AND WORKSTATIONS, 1991, 13 (5-6): : 287 - 302
  • [2] On the stability of medial axis transform
    Choi S.W.
    J. Appl. Math. Comp., 2007, 1-2 (419-433): : 419 - 433
  • [3] A QUADTREE MEDIAL AXIS TRANSFORM
    SAMET, H
    COMMUNICATIONS OF THE ACM, 1983, 26 (09) : 680 - 693
  • [4] Automated identification of flagella from videomicroscopy via the medial axis transform
    Walker, Benjamin J.
    Ishimoto, Kenta
    Wheeler, Richard J.
    SCIENTIFIC REPORTS, 2019, 9 (1)
  • [5] Automated identification of flagella from videomicroscopy via the medial axis transform
    Benjamin J. Walker
    Kenta Ishimoto
    Richard J. Wheeler
    Scientific Reports, 9
  • [6] The Scale Axis Transform
    Giesen, Joachim
    Miklos, Balint
    Pauly, Mark
    Wormser, Camille
    PROCEEDINGS OF THE TWENTY-FIFTH ANNUAL SYMPOSIUM ON COMPUTATIONAL GEOMETRY (SCG'09), 2009, : 106 - 115
  • [7] Automated crystallographic ligand building using the medial axis transform of an electron-density isosurface
    Aishima, J
    Russel, DS
    Guibas, LJ
    Adams, PD
    Brunger, AT
    ACTA CRYSTALLOGRAPHICA SECTION D-STRUCTURAL BIOLOGY, 2005, 61 : 1354 - 1363
  • [8] Mathematical theory of medial axis transform
    Choi, HI
    Choi, SW
    Moon, HP
    PACIFIC JOURNAL OF MATHEMATICS, 1997, 181 (01) : 57 - 88
  • [9] IMAT: The Iterative Medial Axis Transform
    Lee, Yonghyeon
    Baek, Jonghyuk
    Kim, Young Min
    Park, Frank Chongwoo
    COMPUTER GRAPHICS FORUM, 2021, 40 (06) : 162 - 181
  • [10] Untangling the Blum Medial Axis Transform
    Katz, RA
    Pizer, SM
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2003, 55 (2-3) : 139 - 153