Commit eb69516f authored by Mary Phuong's avatar Mary Phuong

Merge branch 'master' of git.ist.ac.at:buithimai.phuong/ard_poster

parents dbfc6b9e a7e83b82
\begin{minipage}[c]{0.65\textwidth}
\textbf{Setting:}
\begin{itemize}
\item classes appear sequentially (or in batches) % $c_1,c_2,\dots,c_T$
\item each class $y$ has training images $X^y=\{x^y_1,\dots,x^y_{n_y}\}$
\end{itemize}
\vspace{0.45cm}
\begin{minipage}[c]{0.46\textwidth}
\textbf{Problem Formulation:}
\begin{itemize}
\item Pretrained model $M$ for task $T: X \rightarrow Y$
\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)
\end{itemize}
\end{itemize}
\end{minipage}
~
\begin{minipage}[c]{0.65\textwidth}
\textbf{Example (ImageNet and Variants)}
%
\begin{minipage}[c]{0.49\textwidth}
\begin{center}
\newcommand{\pacsheight}{2.5cm}
\textbf{Example (PACS~\blue{[1]} dataset and variants)}
\begin{minipage}[c]{0.16\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_1.png}
\centering \scriptsize \blue{Photo (base)}
\end{minipage}~~~
\begin{minipage}[c]{0.14\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_2.png}
\centering \scriptsize Noisy
\end{minipage}~
\begin{minipage}[c]{0.14\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_3.png}
\centering \scriptsize Blurry
\end{minipage}~
\begin{minipage}[c]{0.14\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_4.png}
\centering \scriptsize Painting
\end{minipage}~
\begin{minipage}[c]{0.14\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_5.png}
\centering \scriptsize Cartoon
\end{minipage}~
\begin{minipage}[c]{0.14\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_6.png}
\centering \scriptsize Sketch
\end{minipage}
\end{center}
\end{minipage}
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