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Bui Thi Mai PHUONG
ard_poster
Commits
8109fa3a
Commit
8109fa3a
authored
Oct 02, 2018
by
Amelie Royer
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minor cosmetic improvements
parent
4f375e16
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+7
-5
fine-tuning/seelction_criterion.pdf
fine-tuning/seelction_criterion.pdf
+0
-0
fine-tuning/selection_criterion_pacs.png
fine-tuning/selection_criterion_pacs.png
+0
-0
finetuning.tex
finetuning.tex
+7
-5
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fine-tuning/seelction_criterion.pdf
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fine-tuning/selection_criterion_pacs.png
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finetuning.tex
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8109fa3a
...
...
@@ -6,8 +6,8 @@
\item
How to most efficiently fine-tune
$
M
$
for new task
$
T': X'
\rightarrow
Y
$
where
$
\mathcal
{
P
}
(
X
)
\neq
\mathcal
{
P
}
(
X'
)
$
\item
\textbf
{
Baseline:
}
Fine-tuning
\begin{itemize}
\item
slow for large models
\item
overfitting
(small
$
X'
$
, many parameters)
\item
slow
/intensive
for large models
\item
might overfit
(small
$
X'
$
, many parameters)
\end{itemize}
\end{itemize}
\end{minipage}
...
...
@@ -16,11 +16,13 @@
\begin{center}
\newcommand
{
\pacsheight
}{
2.5cm
}
\textbf
{
Example (PACS~
\blue
{
[1]
}
dataset and variants)
}
\vspace
{
0.25cm
}
\begin{minipage}
[c]
{
0.16
\textwidth
}
\centering
\includegraphics
[height=\pacsheight]
{
pacs
_
1.png
}
\centering
\scriptsize
\blue
{
Photo (base)
}
\end{minipage}
~
~
~
\end{minipage}
~
\hspace
{
5pt
}
\vrule\hspace
{
5pt
}
~
\begin{minipage}
[c]
{
0.14
\textwidth
}
\centering
\includegraphics
[height=\pacsheight]
{
pacs
_
2.png
}
...
...
@@ -58,7 +60,7 @@
\end{itemize}
\end{minipage}
\begin{minipage}
[c]
{
0.5
\textwidth
}
\raisebox
{
-0.5
\height
}{
\includegraphics
[width=0.
44
\textwidth]
{
fine-tuning/seelction
_
criterion.pdf
}}
\raisebox
{
-0.5
\height
}{
\includegraphics
[width=0.
58
\textwidth]
{
fine-tuning/seelction
_
criterion.pdf
}}
`~~
\raisebox
{
-0.5
\height
}{
\includegraphics
[width=0.
45
\textwidth]
{
fine-tuning/selection
_
criterion
_
pacs.png
}}
\raisebox
{
-0.5
\height
}{
\includegraphics
[width=0.
33
\textwidth]
{
fine-tuning/selection
_
criterion
_
pacs.png
}}
\end{minipage}
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