A Two-Stage Matching Method for Multi-Component Shapes

被引:0
|
作者
Hassanpour, Reza [1 ]
机构
[1] Cankaya Univ, Ankara, Turkey
关键词
Shape Matching; Articulated Shape Matching; Medical Image Processing; REPRESENTATION; SIMILARITY; RETRIEVAL; MODEL;
D O I
10.4316/AECE.2015.01019
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 shape matching algorithm for multiple component objects has been proposed which aims at matching shapes by a two-stage method. The first stage extracts the similarity features of each component using a generic shape representation model. The first stage of our shape matching method normalizes the components for orientation and scaling, and neglects minor deformations. In the second stage, the extracted similarity features of the components are combined with their relative spatial characteristics for shape matching. Some important application areas for the proposed multi-component shape matching are medical image registration, content based medical image retrieval systems, and matching articulated objects which rely on the a-priori information of the model being searched. In these applications, salient features such as vertebrae or rib cage bones can be easily segmented and used. These features however, show differences from person to person on one hand and similarities at different cross-sectional images of the same examination on the other hand. The proposed method has been tested on articulated objects, and reliable registration of 3-dimensional abdominal computed tomography images.
引用
收藏
页码:143 / 150
页数:8
相关论文
共 50 条
  • [41] TWO-STAGE FORMATION OF A SPATIAL TRANSFORMATION FOR IMAGE MATCHING
    Goshin, Ye. V.
    Kotov, A. P.
    Fursov, V. A.
    COMPUTER OPTICS, 2014, 38 (04) : 886 - 891
  • [42] Two-stage matching-adjusted indirect comparison
    Remiro-Azocar, Antonio
    BMC MEDICAL RESEARCH METHODOLOGY, 2022, 22 (01)
  • [43] A Two-stage, Fitted Values Approach to Activity Matching
    Lum, Kristian
    Chungbaek, Youngyun
    Eubank, Stephen
    Marathe, Madhav
    INTERNATIONAL JOURNAL OF TRANSPORTATION, 2016, 4 (01): : 41 - 56
  • [44] A fast two-stage algorithm for realizing matching pursuit
    Cheung, KP
    Chan, YH
    2001 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, 2001, : 431 - 434
  • [45] Odor recorder for multi-component odor using two-level quantization method
    Yamanaka, T
    Matsumoto, R
    Nakamoto, T
    SENSORS AND ACTUATORS B-CHEMICAL, 2003, 89 (1-2) : 120 - 125
  • [46] A multi-component matrix loop algebra and a unified expression of the multi-component AKNS hierarchy and the multi-component BPT hierarchy
    Zhang, YF
    PHYSICS LETTERS A, 2005, 342 (1-2) : 82 - 89
  • [47] The Multi-component Jaulent-Miodek Hierarchy and Its Multi-component Integrable Coupling System with Two Arbitrary Functions
    Ge Jianya
    Xia Tiecheng
    SMART MATERIALS AND INTELLIGENT SYSTEMS, 2012, 442 : 124 - +
  • [48] A NEW METHOD OF REPRESENTING AND MATCHING TWO DIMENSIONAL SHAPES
    Nagendraswamy, H. S.
    Guru, D. S.
    INTERNATIONAL JOURNAL OF IMAGE AND GRAPHICS, 2007, 7 (02) : 377 - 405
  • [49] The two-stage arithmetic mean method
    Galligani, E
    Ruggiero, V
    APPLIED MATHEMATICS AND COMPUTATION, 1997, 85 (2-3) : 245 - 264
  • [50] A two-stage method of treatment in diabetes
    Micks, RH
    BMJ-BRITISH MEDICAL JOURNAL, 1944, 1944 : 784 - 786