English
 
Help Privacy Policy Disclaimer
  Advanced SearchBrowse

Item

ITEM ACTIONSEXPORT
  Support Vector Machines for 3D Shape Processing

Steinke, F., Schölkopf, B., & Blanz, V. (2005). Support Vector Machines for 3D Shape Processing. Computer Graphics Forum, 24(3), 285-294.

Item is

Files

show Files

Locators

show

Creators

show
hide
 Creators:
Steinke, F1, 2, Author              
Schölkopf, B1, 2, Author              
Blanz, V, Author              
Affiliations:
1Department Empirical Inference, Max Planck Institute for Biological Cybernetics, Max Planck Society, ou_1497795              
2Max Planck Institute for Biological Cybernetics, Max Planck Society, Spemannstrasse 38, 72076 Tübingen, DE, ou_1497794              

Content

show
hide
Free keywords: -
 Abstract: We propose statistical learning methods for approximating implicit surfaces and computing dense 3D deformation fields. Our approach is based on Support Vector (SV) Machines, which are state of the art in machine learning. It is straightforward to implement and computationally competitive; its parameters can be automatically set using standard machine learning methods. The surface approximation is based on a modified Support Vector regression. We present applications to 3D head reconstruction, including automatic removal of outliers and hole filling. In a second step, we build on our SV representation to compute dense 3D deformation fields between two objects. The fields are computed using a generalized SVMachine enforcing correspondence between the previously learned implicit SV object representations, as well as correspondences between feature points if such points are available. We apply the method to the morphing of 3D heads and other objects.

Details

show
hide
Language(s):
 Dates: 2005-10
 Publication Status: Published in print
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: 3387
DOI: 10.1111/j.1467-8659.2005.00853.x
 Degree: -

Event

show
hide
Title: 26th Annual Conference of the European Association for Computer Graphics (EUROGRAPHICS 2005)
Place of Event: Dublin, Ireland
Start-/End Date: 2005-08-29 - 2005-09-02

Legal Case

show

Project information

show

Source 1

show
hide
Title: Computer Graphics Forum
  Other : Computer Graphics Forum : journal of the European Association for Computer Graphics
  Abbreviation : Comput. Graph. Forum
Source Genre: Journal
 Creator(s):
Affiliations:
Publ. Info: Oxford : Blackwell-Wiley
Pages: - Volume / Issue: 24 (3) Sequence Number: - Start / End Page: 285 - 294 Identifier: ISSN: 0167-7055
CoNE: https://pure.mpg.de/cone/journals/resource/954925483671