AAAI Version

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Tobias Christian Nauen
2026-02-24 12:22:44 +01:00
parent 5c08f9d31a
commit ff34712155
378 changed files with 19844 additions and 4780 deletions

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\documentclass[runningheads]{llncs}
% ---------------------------------------------------------------
% Include basic ECCV package
% TODO REVIEW: Insert your submission number below by replacing '*****'
% TODO FINAL: Comment out the following line for the camera-ready version
\usepackage[review,year=2026,ID=1741]{eccv}
% % TODO FINAL: Un-comment the following line for the camera-ready version
% \usepackage{eccv}
% OPTIONAL: Un-comment the following line for a version which is easier to read
% on small portrait-orientation screens (e.g., mobile phones, or beside other windows)
%\usepackage[mobile]{eccv}
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% Other packages
% Commonly used abbreviations (\eg, \ie, \etc, \cf, \etal, etc.)
\usepackage{eccvabbrv}
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\usepackage{graphicx}
\usepackage{booktabs}
% The "axessiblity" package can be found at: https://ctan.org/pkg/axessibility?lang=en
\usepackage[accsupp]{axessibility} % Improves PDF readability for those with disabilities.
% ---------------------------------------------------------------
% Hyperref package
% It is strongly recommended to use hyperref, especially for the review version.
% Please disable hyperref *only* if you encounter grave issues.
% hyperref with option pagebackref eases the reviewers' job, but should be disabled for the final version.
\documentclass[letterpaper]{article} % DO NOT CHANGE THIS
\usepackage[submission]{aaai2026} % DO NOT CHANGE THIS
\usepackage{times} % DO NOT CHANGE THIS
\usepackage{helvet} % DO NOT CHANGE THIS
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%
% If you comment hyperref and then uncomment it, you should delete
% main.aux before re-running LaTeX.
% (Or just hit 'q' on the first LaTeX run, let it finish, and you
% should be clear).
% These are recommended to typeset algorithms but not required. See the subsubsection on algorithms. Remove them if you don't have algorithms in your paper.
\usepackage{algorithm}
\usepackage{algorithmic}
% TODO FINAL: Comment out the following line for the camera-ready version
%\usepackage[pagebackref,breaklinks,colorlinks,citecolor=eccvblue]{hyperref}
% TODO FINAL: Un-comment the following line for the camera-ready version
\usepackage{hyperref}
\input{packages.tex}
%
% These are are recommended to typeset listings but not required. See the subsubsection on listing. Remove this block if you don't have listings in your paper.
\usepackage{newfloat}
\usepackage{listings}
\DeclareCaptionStyle{ruled}{labelfont=normalfont,labelsep=colon,strut=off} % DO NOT CHANGE THIS
\lstset{%
basicstyle={\footnotesize\ttfamily},% footnotesize acceptable for monospace
numbers=left,numberstyle=\footnotesize,xleftmargin=2em,% show line numbers, remove this entire line if you don't want the numbers.
aboveskip=0pt,belowskip=0pt,%
showstringspaces=false,tabsize=2,breaklines=true}
\floatstyle{ruled}
\newfloat{listing}{tb}{lst}{}
\floatname{listing}{Listing}
% Support for ORCID icon
\usepackage{orcidlink}
\input{packages}
%
% Keep the \pdfinfo as shown here. There's no need
% for you to add the /Title and /Author tags.
\pdfinfo{
/TemplateVersion (2026.1)
}
% DISALLOWED PACKAGES
% \usepackage{authblk} -- This package is specifically forbidden
% \usepackage{balance} -- This package is specifically forbidden
% \usepackage{color (if used in text)
% \usepackage{CJK} -- This package is specifically forbidden
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% \usepackage{navigator} -- This package is specifically forbidden
% (or any other package that embeds links such as navigator or hyperref)
% \indentfirst} -- This package is specifically forbidden
% \layout} -- This package is specifically forbidden
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% \usepackage{ulem} -- This package is specifically forbidden
% \usepackage{wrapfig} -- This package is specifically forbidden
% DISALLOWED COMMANDS
% \nocopyright -- Your paper will not be published if you use this command
% \addtolength -- This command may not be used
% \balance -- This command may not be used
% \baselinestretch -- Your paper will not be published if you use this command
% \clearpage -- No page breaks of any kind may be used for the final version of your paper
% \columnsep -- This command may not be used
% \newpage -- No page breaks of any kind may be used for the final version of your paper
% \pagebreak -- No page breaks of any kind may be used for the final version of your paperr
% \pagestyle -- This command may not be used
% \tiny -- This is not an acceptable font size.
% \vspace{- -- No negative value may be used in proximity of a caption, figure, table, section, subsection, subsubsection, or reference
% \vskip{- -- No negative value may be used to alter spacing above or below a caption, figure, table, section, subsection, subsubsection, or reference
\setcounter{secnumdepth}{2} %May be changed to 1 or 2 if section numbers are desired.
% The file aaai2026.sty is the style file for AAAI Press
% proceedings, working notes, and technical reports.
%
% Title
\newcommand{\name}{\textit{ForNet}\xspace}
\newcommand{\schemename}{\textit{ForAug}\xspace}
% Names: RecombiNet, RecombNet, ReMix, ReMixNet, FoReMix/ForeMix
%%%%%%%%% TITLE - PLEASE UPDATE
\title{\schemename: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation}
%%%%%%%%% AUTHORS - PLEASE UPDATE
\author {
Tobias Christian Nauen\textsuperscript{\rm 1, \rm 2},
Brian Moser\textsuperscript{\rm 2},
Federico Raue\textsuperscript{\rm 2},
Stanislav Frolov\textsuperscript{\rm 2},
Andreas Dengel\textsuperscript{\rm 1, \rm 2}
}
\affiliations {
\textsuperscript{\rm 1}RPTU Kaiserslautern-Landau, Kaiserslautern, Germany \\
\textsuperscript{\rm 2}German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany \\
{\tt\small first\_second.last@dfki.de / first.last@dfki.de}
}
\begin{document}
% ---------------------------------------------------------------
% \title{\schemename: Recombining Foregrounds and Backgrounds to Improve Vision Transformer Training with Bias Mitigation}
\title{\schemename: Mitigating Biases in Image Classification via Controlled Image Compositions}
% TODO REVIEW: If the paper title is too long for the running head, you can set
% an abbreviated paper title here. If not, comment out.
\titlerunning{\schemename}
% TODO FINAL: Replace with your author list.
% Include the authors' OCRID for the camera-ready version, if at all possible.
\author{
Tobias Christian Nauen\inst{1,2}\orcidlink{0000-1111-2222-3333} \and
Brian Moser\inst{2}\orcidlink{1111-2222-3333-4444} \and
Federico Raue\inst{2}\orcidlink{2222--3333-4444-5555} \and \\
Stanislav Frolov\inst{2} \and
Andreas Dengel\inst{1,2}
}
% TODO FINAL: Replace with an abbreviated list of authors.
\authorrunning{T.~C.~Nauen et al.}
% First names are abbreviated in the running head.
% If there are more than two authors, 'et al.' is used.
% TODO FINAL: Replace with your institution list.
\institute{RPTU University Kaiserslautern-Landau, Kaiserslautern, Germany \and
German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany\\
\email{first\_second.last@dfki.de} / \email{first.last@dfki.de}
}
\maketitle
\input{sec/abstract}
\input{sec/intro}
\input{sec/related_work}
\input{sec/method}
\input{sec/experiments}
% \input{sec/future_work}
\input{sec/conclusion}
\input{sec/acks}
\input{sec/abstract.tex}
\input{sec/intro.tex}
% \input{sec/intro_old.tex}
\input{sec/related_work.tex}
\input{sec/method.tex}
\input{sec/experiments.tex}
\input{sec/conclusion.tex}
\input{sec/acks.tex}
\bibliographystyle{splncs04}
\bibliography{../JabRef/main_bib}
% \newpage
% \onecolumn
% \appendix
% \input{sec/appendix.tex}
% \input{sec/appendix}
\newpage
\input{sec/reproducability.tex}
\end{document}