forked from lukas/Seminar_in_AI
add plots
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@@ -99,6 +99,12 @@
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\end{itemize}
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\end{frame}
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\begin{frame}
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\centering
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\includegraphics[scale=0.8]{rsc/overplotting}
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\footnotesize\text{Source: https://statisticsglobe.com/avoid-overplotting-r}
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\end{frame}
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\begin{frame}{Limitations of Traditional Approaches}
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\begin{itemize}
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\item Transparency-based methods
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@@ -216,28 +222,31 @@
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\end{itemize}
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\end{enumerate}
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\end{frame}
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%----------------------------------------------------------------------------------------
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% SECTION 5: IMPLEMENTATION
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%----------------------------------------------------------------------------------------
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\section{GPU Implementation}
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\begin{frame}
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\centering
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\begin{figure}
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\centering
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\begin{minipage}{0.4\textwidth}
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\centering
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\includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_1}
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\begin{frame}{Efficient GPU Computation}
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\begin{itemize}
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\item All major steps implemented on GPU:
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\begin{itemize}
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\item Density accumulation
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\item Gaussian smoothing
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\item Integral image computation
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\end{itemize}
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\item Fast multi-pass reduction for InIms
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\item Complexity:
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\[
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O(n + m)
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\]
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where $m = 2^k \times 2^k$ is texture resolution
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\item Achieves interactive rates for millions of samples
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\end{itemize}
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\vspace{4pt}
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\footnotesize MNIST Dataset (UMAP)
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\end{minipage}
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\begin{minipage}{0.15\textwidth}
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\centering
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$\Longrightarrow$
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\end{minipage}
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\begin{minipage}{0.4\textwidth}
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\centering
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\includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_2}
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\vspace{4pt}
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\footnotesize Visual encoding of the density-equalizing transform
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\end{minipage}
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\label{fig:figure}
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\end{figure}
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\end{frame}
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%----------------------------------------------------------------------------------------
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@@ -275,6 +284,60 @@
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\end{itemize}
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\end{frame}
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\begin{frame}{Three Proposed Encodings II}
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\centering
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\begin{figure}
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\centering
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\begin{minipage}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_2}
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\vspace{4pt}
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\footnotesize Deformed grid lines
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\end{minipage}
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\begin{minipage}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_3}
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\vspace{4pt}
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\footnotesize Background density texture
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\end{minipage}
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\begin{minipage}{0.3\textwidth}
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\centering
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\includegraphics[width=\textwidth]{rsc/2408.06513v1_page_7_4}
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\vspace{4pt}
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\footnotesize Contour lines
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\end{minipage}
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\label{fig:figure2}
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\end{figure}
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\end{frame}
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%----------------------------------------------------------------------------------------
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% SECTION 5: IMPLEMENTATION
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%----------------------------------------------------------------------------------------
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\section{GPU Implementation}
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\begin{frame}{Efficient GPU Computation}
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\begin{itemize}
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\item All major steps implemented on GPU:
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\begin{itemize}
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\item Density accumulation
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\item Gaussian smoothing
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\item Integral image computation
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\end{itemize}
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\item Fast multi-pass reduction for InIms
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\item Complexity:
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\[
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O(n + m)
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\]
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where $m = 2^k \times 2^k$ is texture resolution
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\item Achieves interactive rates for millions of samples
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\end{itemize}
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\end{frame}
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%----------------------------------------------------------------------------------------
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% SECTION 7: RESULTS
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%----------------------------------------------------------------------------------------
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@@ -294,6 +357,27 @@
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\includegraphics[scale=0.4]{rsc/results}
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\end{frame}
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% --- THE END
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\begin{frame}[focus]
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Thanks for your Attention!
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\end{frame}
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%----------------------------------------------------------------------------------------
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% CLOSING/SUPPLEMENTARY SLIDES
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%----------------------------------------------------------------------------------------
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\appendix
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\begin{frame}{Sources}
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\nocite{*} % Display all references regardless of if they were cited
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\bibliography{sources}
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\bibliographystyle{plain}
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\end{frame}
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\section{Backup}\label{sec:backup}
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\begin{frame}{User Study}
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\begin{itemize}
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\item 25 participants, 3 tasks:
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@@ -315,24 +399,4 @@
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\end{itemize}
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\end{itemize}
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\end{frame}
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% --- THE END
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\begin{frame}[focus]
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Thanks for your Attention!
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\end{frame}
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%----------------------------------------------------------------------------------------
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% CLOSING/SUPPLEMENTARY SLIDES
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%----------------------------------------------------------------------------------------
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\appendix
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\begin{frame}{Sources}
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\nocite{*} % Display all references regardless of if they were cited
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\bibliography{sources}
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\bibliographystyle{plain}
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\end{frame}
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\end{document}
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