82 lines
2.0 KiB
TeX
82 lines
2.0 KiB
TeX
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\documentclass[11pt,a4paper]{article}
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% Language and encoding settings
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\usepackage[utf8]{inputenc}
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\usepackage[T1]{fontenc}
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\usepackage[english]{babel}
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% Page formatting
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\usepackage[left=1in, right=1in, top=1in, bottom=1in]{geometry}
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\usepackage{setspace}
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\onehalfspacing
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% Header/Footer
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\usepackage{fancyhdr}
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\pagestyle{fancy}
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\fancyhf{} % clear all header and footer fields
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\fancyhead[L]{\textbf{\course}}
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\fancyhead[C]{Assignment \assignmentnumber}
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\fancyhead[R]{\name}
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\fancyfoot[C]{\thepage}
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% Other packages
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\usepackage{enumitem}
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\usepackage{graphicx}
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% Custom commands for easy detail insertion
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\newcommand{\assignmentnumber}{05} % <-- CHANGE Assignment Number
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\newcommand{\name}{Simon Franken} % <-- CHANGE YOUR NAME
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\newcommand{\course}{Multimedia Project WiSe 2526} % <-- CHANGE COURSE NAME
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\newcommand{\duedate}{2025-11-26} % <-- CHANGE DUE DATE
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% Title formatting
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\usepackage{titling}
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\pretitle{
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\vspace*{2cm}
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\begin{center}
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\LARGE\bfseries
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}
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\posttitle{\par\end{center}\vspace{1cm}}
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\begin{document}
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\title{Assignment \assignmentnumber}
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\author{\name}
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\date{\duedate}
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\maketitle
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\begin{center}
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\textbf{Course:} \course
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\end{center}
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\vspace{0.5cm}
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%------------------ START OF ASSIGNMENT -----------------------
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% Write your solutions below
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\section*{Exercise 5.2 Training}
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\begin{figure}[htp]
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\centering
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\includegraphics[width=14cm]{image0.png}
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\end{figure}
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\section*{Exercise 5.3 Negative Mining}
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\begin{figure}[htp]
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\centering
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\includegraphics[width=14cm]{image1.jpg}
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\includegraphics[width=14cm]{image2.png}
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\end{figure}
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The idea of negative mining is, to get a certain balance between positive and negative labels.
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Especially in our case it is important, since there are a lot more negative boxes then positive ones.
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By sampling a random subset of negatives.
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In my case I could observe that the loss was actually higher with negative mining. But the accuracy was better.
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%------------------ END OF ASSIGNMENT -----------------------
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\end{document}
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