SA(2,R) Multi-scale contour registration based on EM Algorithm

被引:1
|
作者
Sakrani, Khaoula [1 ]
Elghoul, Sinda [1 ]
Falleh, Sarra [1 ]
Ghorbel, Faouzi [1 ]
机构
[1] Natl Sch Comp Sci ENSI, CRISTAL Lab, GRIFT Res Grp, Manouba, Tunisia
来源
2021 INTERNATIONAL CONFERENCE ON VISUAL COMMUNICATIONS AND IMAGE PROCESSING (VCIP) | 2021年
关键词
Multi-scale registration; special affine transformation; Expectation Maximisation (EM); ACM Algorithm; Affine arc-length parametrization; CURVATURE SCALE-SPACE; SHAPE SIGNATURE; NONRIGID SHAPES; DESCRIPTOR;
D O I
10.1109/VCIP53242.2021.9675365
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Here we propose a novel affine registration method for planar curves. It is based on a pseudo-inverse algorithm applied to the source and target curves in their multi-scale version. The proposed registration system selects the relevant scales in the optimized L-2 distances. The retrieved smoothing parameters are realized with the Gaussian Expectation-Maximization (EM) algorithm. We resolve the global system, formed by equations corresponding to EM selected scales.
引用
收藏
页数:5
相关论文
共 50 条
  • [2] A Multi-scale Image Registration Algorithm Based on Wavelet Transform
    Sun, Qingfeng
    Zhang, Jixiang
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2018, 423 : 863 - 870
  • [3] Multi-scale registration algorithm for alignment of meshes
    Vadde, S
    Kamarthi, SV
    Gupta, SM
    INTELLIGENT MANUFACTURING, 2004, 5263 : 113 - 119
  • [4] Contour segmentation algorithm of multi-scale GVF snake
    Jin, Li
    Xu Junhong
    Wang, Cong
    Zhou Lulu
    Hong, Yu
    Hong, Liang
    IEEE ICMA 2006: PROCEEDING OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-3, PROCEEDINGS, 2006, : 537 - +
  • [5] Multi-scale contour segmentation
    Mokhtarian, F
    SCALE-SPACE THEORY IN COMPUTER VISION, 1997, 1252 : 296 - 307
  • [6] Multi-scale EM-ICP: A fast and robust approach for surface registration
    Granger, S
    Pennec, X
    COMPUTER VISION - ECCV 2002, PT IV, 2002, 2353 : 418 - 432
  • [7] Point cloud registration algorithm based on neighborhood features of multi-scale normal vectors
    Department of Automation, Harbin Engineering University, Harbin, China
    Guangdianzi Jiguang, 4 (780-787):
  • [8] A Robust Medical Image Registration Algorithm Based on The SAM of Multi-Scale Harris Corners
    Ding, Ying
    Fan, Jing-tao
    Yang, Hua-min
    PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS, VOLS 1-4, 2009, : 1550 - +
  • [9] 3D Flow Entropy Contour Fitting Segmentation Algorithm Based on Multi-Scale Transform Contour Constraint
    Wu, Hongtao
    Liu, Liyuan
    Lan, Jinhui
    SYMMETRY-BASEL, 2019, 11 (07):
  • [10] Multi-scale representation model for contour based on fourier series
    Liu, Pengcheng
    Ai, Tinghua
    Bi, Xu
    Wuhan Daxue Xuebao (Xinxi Kexue Ban)/Geomatics and Information Science of Wuhan University, 2013, 38 (02): : 221 - 224