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Author, Editor

Author(s):

Gall, Jürgen
Rosenhahn, Bodo
Seidel, Hans-Peter

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Editor(s):

Klette, Reinhard
Metaxas, Dimitris
Rosenhahn, Bodo

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Not MPII Editor(s):

Klette, Reinhard
Metaxas, Dimitris

BibTeX cite key*:

Gall2007b

Title, Booktitle

Title*:

An Introduction to Interacting Simulated Annealing

Booktitle*:

Human Motion - Understanding, Modeling, Capture and Animation

Chapter:


Series:


Language:

English

Publisher

Name*:

Springer

URL:


Address*:

Heidelberg

Publication Type:


Vol, No, pp., Year

Volume:


Number:


Edition:


Pages*:

319-345

Month:


VG Wort Pages:

29

ISBN:

978-1-4020-6692-4

Year*:

2008

Abstract, Links, ©

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LaTeX Abstract:

Human motion capturing can be regarded as an optimization problem where one searches for the pose that minimizes a previously defined error function based on some image features. Most approaches for solving this problem use iterative methods like gradient descent approaches. They work quite well as long as they do not get distracted by local optima.
We introduce a novel approach for global optimization that is suitable for the tasks as they occur during human motion capturing. We call the method interacting simulated annealing since it is based on an interacting particle system that converges to the global optimum similar to simulated annealing.
We provide a detailed mathematical discussion that includes convergence results and annealing properties. Moreover, we give two examples that demonstrate possible applications of the algorithm, namely a global optimization problem and a multi-view human motion capturing task including segmentation, prediction, and prior knowledge. A quantative error analysis also indicates the performance and the robustness of the interacting simulated annealing algorithm.

URL Abstract:


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Access Level:

Public

Correlation

MPG Unit:

Max-Planck-Institut für Informatik



MPG Subunit:

Computer Graphics Group

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MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat, VG Wort
BibTeX Entry:
@INBOOK{Gall2007b,
AUTHOR = {Gall, J{\"u}rgen and Rosenhahn, Bodo and Seidel, Hans-Peter},
EDITOR = {Klette, Reinhard and Metaxas, Dimitris and Rosenhahn, Bodo},
TITLE = {An Introduction to Interacting Simulated Annealing},
BOOKTITLE = {Human Motion - Understanding, Modeling, Capture and Animation},
PUBLISHER = {Springer},
YEAR = {2008},
PAGES = {319--345},
ADDRESS = {Heidelberg},
ISBN = {978-1-4020-6692-4},
}


Entry last modified by Anja Becker, 04/07/2008
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Editor(s)
Jürgen Gall
Created
03/01/2007 01:53:42 PM
Revisions
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Editor(s)
Anja Becker
Jürgen Gall
Jürgen Gall
Jürgen Gall
Jürgen Gall
Edit Dates
07.04.2008 10:28:39
12/11/2007 05:57:19 PM
04/27/2007 03:12:16 PM
03/06/2007 10:31:57 AM
03/01/2007 01:56:17 PM
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