Added first bit of qualitative analysis

Signed-off-by: Jim Martens <github@2martens.de>
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Jim Martens 2019-09-15 13:50:28 +02:00
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All plotted variants show a similar behaviour that is in line with previously
reported figures, such as the ones in Miller et al.~\cite{Miller2018}
\subsection*{Qualitative Analysis}
% TODO: expand
This subsection focuses not on the big picture but compares vanilla SSD
with Bayesian SSD with respect to specific images that illustrate
similarities and differences between both approaches. For this
comparison, 0.2 confidence threshold is applied. Furthermore, Bayesian
SSD uses non-maximum suppression and dropout with 0.9 keep ratio.
\begin{figure}[ht]
\centering
\includegraphics[width=0.5\textwidth]{COCO_val2014_000000336587}
\caption{Image with stop sign and a truck at the right edge. Origin of the image is the top left corner.}
\label{fig:stop-sign-truck}
\end{figure}
In the ground truth, only a stop sign and a truck are detected in figure \ref{fig:stop-sign-truck}. The truck is neither detected by vanilla nor Bayesian SSD. Instead both detected a pottet plant and a traffic light.
The stop sign is detected by both variants.
\chapter{Discussion and Outlook}
\label{chap:discussion}