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Gaurav Kukreja
cuda_lab
Commits
7fb48037
Commit
7fb48037
authored
Apr 03, 2014
by
Miklós Homolya
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Mathematics
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1fca9ee5
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segmentation.tex
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FinalPresentation/segmentation.tex
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7fb48037
...
...
@@ -191,9 +191,23 @@ Technical University of Munich \\ % Your institution for the title page
\frametitle
{
Primal-Dual Method
}
\emph
{
Motivation:
}
Gradient descent solver has slow convergence.
\\
~
\\
Primal variable
$
u
$
Primal variable
$
u
\in
\mathcal
{
C
}
$
\begin{equation*}
u :
\Omega
\to
[0; 1]
\end{equation*}
Dual variable
$
\xi
\in
\mathcal
{
K
}
$
\quad
(
$
\xi
\sim
\mathrm
{
grad
}
\,
u
$
)
\begin{equation*}
\xi
:
\Omega
\to
\left\{
(x, y) : x
^
2 + y
^
2
\le
1
\right\}
\end{equation*}
Dual variable
$
\xi
$
(roughly similar to
$
\mathrm
{
grad
}
\,
u
$
):
Algorithm
\begin{align*}
\xi
^{
n+1
}
&
=
\Pi
_{
\mathcal
{
K
}}
(
\xi
^
n -
\sigma
\nabla
\bar
{
u
}^
n)
\\
u
^{
n+1
}
&
=
\Pi
_{
\mathcal
{
C
}}
(u
^
n -
\tau
(
\mathrm
{
div
}
\xi
^{
n+1
}
+ f))
\\
\bar
{
u
}^{
n+1
}
&
= u
^{
n+1
}
+ (u
^{
n+1
}
- u
^
n) = 2 u
^{
n+1
}
- u
^
n
\end{align*}
\end{frame}
\section
{
CUDA Implementation
}
...
...
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