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Bui Thi Mai PHUONG
ard_poster
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dbfc6b9e
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dbfc6b9e
authored
Oct 02, 2018
by
Mary Phuong
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multi-exit block
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dbfc6b9e
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@@ -212,9 +212,26 @@ Object categorization methods are trained to recognize \textbf{1000s of classes}
\end{block}
\begin{block}
{
\Large
Example: Multi-output Distillation
}
\begin{center}
\includegraphics
{
multi-output/architecture.pdf
}
\end{center}
\begin{columns}
\begin{column}
{
0.68
\textwidth
}
\includegraphics
{
multi-output/architecture.pdf
}
\end{column}
\begin{column}
{
0.28
\textwidth
}
\textbf
{
Multi-exit architectures
}
\begin{itemize}
\item
a crude initial prediction that is gradually refined
\item
can be stopped anytime to provide a valid prediction
\end{itemize}
\textbf
{
Standard training
}
\begin{itemize}
\item
sum of exit-wise losses
\end{itemize}
\textbf
{
Proposed training
}
\begin{itemize}
\item
distillation from later (more accurate) to earlier exits
\end{itemize}
\end{column}
\end{columns}
\end{block}
\end{column}
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