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Added short presentation about thesis

Signed-off-by: Jim Martens <github@2martens.de>
master
Jim Martens 3 years ago
parent
commit
a9f79818fe
  1. 121
      presentation.tex

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presentation.tex

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\documentclass{beamer}
\usepackage[T1]{fontenc}
\usepackage[utf8]{inputenc}
\usepackage[english]{babel}
%\usepackage{paralist}
%\useoutertheme{infolines}
\usepackage{graphicx}
\usepackage{hyperref}
\usepackage{listings}
\usepackage{color}
\usepackage{textcomp}
\usepackage{csquotes}
\usetheme{Warsaw}
\usecolortheme{crane}
\pagenumbering{arabic}
\def\thesection{\arabic{section})}
\def\thesubsection{\alph{subsection})}
\def\thesubsubsection{(\roman{subsubsection})}
\setbeamertemplate{navigation symbols}{}
\graphicspath{ {src/} {/home/jim/Pictures/} }
\definecolor{mygreen}{rgb}{0,0.6,0}
\definecolor{mygray}{rgb}{0.5,0.5,0.5}
\definecolor{mymauve}{rgb}{0.58,0,0.82}
\MakeOuterQuote{"}
\usepackage[
backend=biber,
bibstyle=ieee,
citestyle=ieee,
backref=true,
minnames=1,
maxnames=2,
]{biblatex}
\addbibresource{ma.bib}
%\definecolor{craneorange}{RGB}{61,61,61}
%\definecolor{craneblue}{RGB}{255,255,255}
\lstset{ %
backgroundcolor=\color{white}, % choose the background color; you must add \usepackage{color} or \usepackage{xcolor}
basicstyle=\footnotesize, % the size of the fonts that are used for the code
breakatwhitespace=false, % sets if automatic breaks should only happen at whitespace
breaklines=true, % sets automatic line breaking
captionpos=b, % sets the caption-position to bottom
commentstyle=\color{mygray}, % comment style
deletekeywords={}, % if you want to delete keywords from the given language
escapeinside={\%*}{*)}, % if you want to add LaTeX within your code
extendedchars=true, % lets you use non-ASCII characters; for 8-bits encodings only, does not work with UTF-8
keepspaces=true, % keeps spaces in text, useful for keeping indentation of code (possibly needs columns=flexible)
keywordstyle=\color{blue}, % keyword style
language=PHP, % the language of the code
morekeywords={class, function, return, protected, public, private, const, static, new, extends, namespace, null}, % if you want to add more keywords to the set
numbers=left, % where to put the line-numbers; possible values are (none, left, right)
numbersep=5pt, % how far the line-numbers are from the code
numberstyle=\tiny\color{mygray}, % the style that is used for the line-numbers
rulecolor=\color{black}, % if not set, the frame-color may be changed on line-breaks within not-black text (e.g. comments (green here))
showspaces=false, % show spaces everywhere adding particular underscores; it overrides 'showstringspaces'
showstringspaces=false, % underline spaces within strings only
showtabs=false, % show tabs within strings adding particular underscores
stepnumber=2, % the step between two line-numbers. If it's 1, each line will be numbered
stringstyle=\color{mygreen}, % string literal style
tabsize=2, % sets default tabsize to 2 spaces
title=\lstname % show the filename of files included with \lstinputlisting; also try caption instead of title
}
\hypersetup{
pdfauthor=Jim Martens,
pdfstartview=Fit
}
\expandafter\def\expandafter\insertshorttitle\expandafter{%
\raggedleft \insertframenumber\,/\,\inserttotalframenumber\;}
\begin{document}
\author{Jim Martens}
\title{Object Detection with Novelty Detection}
\date{\today}
\begin{frame}
\titlepage
\end{frame}
\begin{frame}{Task}
\begin{itemize}
\item neural network trained with one group of classes
\item classification for unknown classes is always wrong
\item how to identify such cases in large set of data?
\end{itemize}
\end{frame}
\begin{frame}{Approaches}
\begin{itemize}
\item auto encoder (Pidhorskyi et al\cite{Pidhorskyi2018}): high error indicates images with unknown classes
\item measure entropy of classification (Miller et al\cite{Miller2018}): exclude high entropy cases
\end{itemize}
\end{frame}
\begin{frame}{Own work and problems}
\begin{itemize}
\item compare performance of auto encoder approach with Miller's approach
\item auto encoder: learns general identity function, therefore error meaningless
\item vanilla SSD: learning issues
\item Bayesian SSD: did not try yet
\end{itemize}
\end{frame}
\begin{frame}{Evaluation}
\begin{itemize}
\item precision, recall, f1 scores, mean average precision
\item open set error
\end{itemize}
\end{frame}
\begin{frame}{References}
\printbibliography
\end{frame}
\end{document}
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