1 changed files with 121 additions and 0 deletions
@ -0,0 +1,121 @@
|
||||
\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} |
Loading…
Reference in new issue