Hochschulschrift

Discrete scale space formulation and multiscale edge extraction toward higher dimensions

This thesis addresses the problem of a discrete scale-space formulation in the context of multiscale edge extraction extended toward higher dimensions. The first part of the thesis focuses on the discrete scale-space formulation. After analyzing the problem of the commonly used sampled Gaussian for approximating the continuous Gaussian, we propose a supplemented discrete scale-space formulation for 2-D and 3-D signals starting out from Lindeberg's 2-D discrete scale-space formulation. Moreover, we investigate the properties of the derived discrete scale-space kernels and carry out a validation study with respect to smoothing and differentiation performance. In the second part, based on classifying higher dimensional edges according to local curvature, we exemplarily establish 2-D edge models for straight edges as well as for circular edges. Utilizing these models, we develop a theoretical framework for optimal scale selection, where the effects of curvature as related to scale in multiscale edge extraction are analyzed. An experimental validation is carried out.

Location
Deutsche Nationalbibliothek Frankfurt am Main
ISBN
9783898382724
3898382729
Dimensions
21 cm
Extent
XVII, 202 S.
Language
Englisch
Notes
Ill., graph. Darst.
Zugl.: Hamburg, Univ., Diss., 2003

Bibliographic citation
Dissertationen zur künstlichen Intelligenz ; 272

Classification
Informatik
Mathematik
Keyword
Konturfindung
Dreidimensionale Rekonstruktion
Mehrskalenanalyse
Konturfindung
Bildabtastung
Gauß-Filter
Skalenraum

Event
Veröffentlichung
(where)
Berlin
(who)
Aka
(when)
2003
Creator
Lim, Ji-Young

Table of contents
Rights
Bei diesem Objekt liegt nur das Inhaltsverzeichnis digital vor. Der Zugriff darauf ist unbeschränkt möglich.
Last update
11.03.2025, 12:20 PM CET

Data provider

This object is provided by:
Deutsche Nationalbibliothek. If you have any questions about the object, please contact the data provider.

Object type

  • Hochschulschrift

Associated

  • Lim, Ji-Young
  • Aka

Time of origin

  • 2003

Other Objects (12)