Segmentation and Restoration of Images on Surfaces by Parametric Active Contours with Topology Changes

被引:0
|
作者
Heike Benninghoff
Harald Garcke
机构
[1] Deutsches Zentrum für Luft- und Raumfahrt (DLR),Fakultät für Mathematik
[2] Universität Regensburg,undefined
关键词
Image segmentation; Images on surfaces; Evolving curves on surfaces; Active contours; Parametric method; Mumford–Shah; Chan–Vese; Topology changes; Triple junctions; Image restoration; Finite element approximation;
D O I
暂无
中图分类号
学科分类号
摘要
In this article, a new method for segmentation and restoration of images on two-dimensional surfaces is given. Active contour models for image segmentation are extended to images on surfaces. The evolving curves on the surfaces are mathematically described using a parametric approach. For image restoration, a diffusion equation with Neumann boundary conditions is solved in a postprocessing step in the individual regions. Numerical schemes are presented which allow to efficiently compute segmentations and denoised versions of images on surfaces. Also topology changes of the evolving curves are detected and performed using a fast sub-routine. Finally, several experiments are presented where the developed methods are applied on different artificial and real images defined on different surfaces.
引用
收藏
页码:105 / 124
页数:19
相关论文
共 50 条
  • [41] 3D Left Ventricular Segmentation Using Double Active Contours and Double Active Surfaces
    Phumeechanya, Sopon
    Pluempitiwiriyawej, Charnchai
    Sotthivirat, Saowapak
    2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8, 2008, : 214 - +
  • [42] Segmentation by adaptive geodesic active contours
    Westin, CF
    Lorigo, LM
    Faugeras, O
    Grimson, WEL
    Dawson, S
    Norbash, A
    Kikinis, R
    MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2000, 2000, 1935 : 266 - 275
  • [43] Active contours for fast texture segmentation
    Xie, X. Z.
    Wu, J. T.
    ELECTRONICS LETTERS, 2012, 48 (13) : 762 - 764
  • [44] Cardiac segmentation with discriminant active contours
    Vilariño, F
    Radeva, P
    ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2003, 100 : 211 - 217
  • [45] Image Segmentation With Cage Active Contours
    Garrido, Lluis
    Guerrieri, Marite
    Igual, Laura
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2015, 24 (12) : 5557 - 5566
  • [46] A New Active Contours Image Segmentation Model Driven by Generalized Mean with Outlier Restoration Achievements
    Ali, Haider
    Shujjahuddin, Amna
    Rada, Lavdie
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2020, 34 (11)
  • [47] Active contours for selective object segmentation
    Molnar, Jozsef
    Szucs, Adam Istvan
    Molnar, Csaba
    Horvath, Peter
    2016 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2016), 2016,
  • [48] Integrated active contours for texture segmentation
    Sagiv, Chen
    Sochen, Nir A.
    Zeevi, Yehoshua Y.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (06) : 1633 - 1646
  • [49] SEGMENTATION OF FLUORESCENCE MICROSCOPY IMAGES USING THREE DIMENSIONAL ACTIVE CONTOURS WITH INHOMOGENEITY CORRECTION
    Lee, Soonam
    Salama, Paul
    Dunn, Kenneth W.
    Delp, Edward J.
    2017 IEEE 14TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI 2017), 2017, : 709 - 713
  • [50] Leukocyte segmentation in blood smear images using region-based active contours
    Eom, Seongeun
    Kim, Seungjun
    Shin, Vladimir
    Ahn, Byungha
    ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PROCEEDINGS, 2006, 4179 : 867 - 876