Commit a7e83b82 authored by Amelie Royer's avatar Amelie Royer

problem formulation

parent 29defe1f
\begin{minipage}[c]{0.55\textwidth} \vspace{0.45cm}
\textbf{Setting:} \begin{minipage}[c]{0.46\textwidth}
\textbf{Problem Formulation:}
\begin{itemize} \begin{itemize}
\item classes appear sequentially (or in batches) % $c_1,c_2,\dots,c_T$ \item Pretrained model $M$ for task $T: X \rightarrow Y$
\item each class $y$ has training images $X^y=\{x^y_1,\dots,x^y_{n_y}\}$ \item How to most efficiently fine-tune $M$ for new task $T': X' \rightarrow Y$ where $\mathcal{P}(X) \neq \mathcal{P}(X')$
\end{itemize} \item \textbf{Baseline:} Fine-tuning
\begin{itemize}
\item slow for large models
\item overfitting (small $X'$, many parameters)
\end{itemize}
\end{itemize}
\end{minipage} \end{minipage}
~ %
\begin{minipage}[c]{0.4\textwidth} \begin{minipage}[c]{0.49\textwidth}
\begin{center} \begin{center}
\newcommand{\pacsheight}{2.5cm} \newcommand{\pacsheight}{2.5cm}
\textbf{Example (PACS~\blue{[1]} dataset and variants)} \textbf{Example (PACS~\blue{[1]} dataset and variants)}
\begin{minipage}[c]{0.14\textwidth} \begin{minipage}[c]{0.16\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_1.png} \centering \includegraphics[height=\pacsheight]{pacs_1.png}
\centering \scriptsize Photo \centering \scriptsize \blue{Photo (base)}
\end{minipage}~ \end{minipage}~~~
\begin{minipage}[c]{0.14\textwidth} \begin{minipage}[c]{0.14\textwidth}
\centering \includegraphics[height=\pacsheight]{pacs_2.png} \centering \includegraphics[height=\pacsheight]{pacs_2.png}
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment