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