%============================================================
% DTU B.TECH MAJOR PROJECT-II — LATEX TEMPLATE
% Delhi Technological University
% Department: [YOUR DEPARTMENT]
% As per DTU guidelines:
% - F.No. 105(563)DTU/Acad-UG/2017-18 (Report Preparation)
% - F.No. DTU/IRD/002/2019/1455 (Grading Policy)
% - DTU/Exam/2019/O/9 (Submission Requirements)
%
% HOW TO COMPILE:
% Run pdflatex twice:
% pdflatex main.tex
% pdflatex main.tex
%
% On Overleaf: Set compiler to pdfLaTeX and click Compile.
%
% GRADING REMINDER (DTU IRD/002/2019/1455):
% O/A+ → Paper in SCI/SSCI/Scopus JOURNAL
% A+/A → Paper in Scopus-indexed CONFERENCE
% B+... → Viva performance only
%============================================================
\documentclass[12pt,a4paper,oneside]{report}
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% PACKAGES
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%------------------------------------------------------------
% ===================== EDIT HERE =========================
% YOUR PROJECT DETAILS — change these and everything updates
%------------------------------------------------------------
\newcommand{\ProjectTitle}{YOUR PROJECT TITLE HERE}
\newcommand{\ProjectTitleShort}{Short Title} % for header
\newcommand{\DegreeProgram}{MATHEMATICS AND COMPUTING}
\newcommand{\Department}{DEPARTMENT OF APPLIED MATHEMATICS}
\newcommand{\DeptShort}{Department of Applied Mathematics}
% Students (add/remove as needed, max 3 for B.Tech)
\newcommand{\StudentOne}{STUDENT ONE}
\newcommand{\RollOne}{2K2X/XX/XXX}
\newcommand{\StudentTwo}{STUDENT TWO}
\newcommand{\RollTwo}{2K2X/XX/XXX}
\newcommand{\StudentThree}{STUDENT THREE}
\newcommand{\RollThree}{2K2X/XX/XXX}
% Supervisor
\newcommand{\SupervisorName}{Dr./Mr./Ms. SUPERVISOR NAME}
\newcommand{\SupervisorDesig}{Assistant Professor}
\newcommand{\SupervisorDept}{\DeptShort}
% Paper details (for declaration)
\newcommand{\PaperTitle}{Your Paper Title}
\newcommand{\ConferenceName}{Conference Name (Scopus-indexed)}
\newcommand{\ConferenceDates}{Month DD-DD, 20XX}
\newcommand{\ConferenceVenue}{Venue, City, State, INDIA}
\newcommand{\PaperID}{XXX}
\newcommand{\PaperStatus}{Accepted} % Accepted / Published
\newcommand{\SubmissionYear}{2026}
% ===================== END EDIT ==========================
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% COLOURS
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\definecolor{tablehead}{RGB}{0, 32, 91}
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% LINE SPACING — 1.5 (DTU §7.1)
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\onehalfspacing
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% CAPTION STYLE (DTU §8.3: table caption above, fig below)
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\captionsetup[table]{position=above, labelfont=bf, font=small}
\captionsetup[figure]{position=below, labelfont=bf, font=small}
%------------------------------------------------------------
% HEADER/FOOTER
%------------------------------------------------------------
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\fancyhead[L]{\small\textit{\DeptShort, DTU}}
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% HYPERREF
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colorlinks=true,
linkcolor=dtunavy,
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urlcolor=dtunavy,
pdftitle={\ProjectTitle},
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% CODE LISTINGS
%------------------------------------------------------------
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basicstyle=\ttfamily\footnotesize,
keywordstyle=\color{dtunavy}\bfseries,
commentstyle=\color{gray},
breaklines=true,
frame=single,
numbers=left,
numberstyle=\tiny\color{gray},
}
%============================================================
\begin{document}
%============================================================
\pagenumbering{roman}
\pagestyle{empty}
%============================================================
% INNER TITLE PAGE (White)
%============================================================
\cleardoublepage
\pagestyle{empty}
\color{black}
\begin{center}
\vspace*{4mm}
{\Large\bfseries \MakeUppercase{\ProjectTitle}}
\vspace{12mm}
{\large A PROJECT REPORT}\\[6pt]
{\normalsize SUBMITTED IN PARTIAL FULFILLMENT OF THE REQUIREMENTS\\
FOR THE AWARD OF THE DEGREE OF}\\[8pt]
{\Large\bfseries BACHELOR OF TECHNOLOGY}\\[4pt]
IN\\[6pt]
{\Large\bfseries \DegreeProgram}
\vspace{12mm}
{\normalsize Submitted by:}\\[8pt]
{\large\bfseries \StudentOne\ (\RollOne)}\\[6pt]
{\large\bfseries \StudentTwo\ (\RollTwo)}\\[6pt]
{\large\bfseries \StudentThree\ (\RollThree)}
\vspace{8mm}
{\normalsize Under the Supervision of}\\[8pt]
{\large\bfseries \SupervisorName}\\[4pt]
\vspace{14mm}
\includegraphics[width=4cm]{images/dtu.jpg}
\vspace{10mm}
{\bfseries \Department}\\[4pt]
{\bfseries DELHI TECHNOLOGICAL UNIVERSITY}\\[4pt]
{\normalsize (Formerly Delhi College of Engineering)}\\[2pt]
{\normalsize Bawana Road, Delhi--110042}\\[8pt]
{\bfseries MAY, \SubmissionYear}
\end{center}
%============================================================
% CANDIDATE'S DECLARATION (Annexure-I format)
% DTU/Exam/2019/O/9 — required document
%============================================================
\cleardoublepage
\pagestyle{fancy}
\setcounter{page}{1}
\begin{center}
{\large\bfseries DELHI TECHNOLOGICAL UNIVERSITY}\\
{\normalsize (Formerly Delhi College of Engineering)}\\
{\normalsize Bawana Road, Delhi--110042}
\vspace{8mm}
{\Large\bfseries\underline{CANDIDATE'S DECLARATION}}
\end{center}
\vspace{6mm}
\noindent
% INSTRUCTION: Change "We" to "I" if single student
We, \textbf{\StudentOne, \StudentTwo, \StudentThree},
Roll No(s). \textbf{\RollOne, \RollTwo, \RollThree},
students of \textbf{B.Tech.} (\DegreeProgram), hereby declare that
the project report entitled:
\vspace{4mm}
\begin{center}
\textit{``\ProjectTitle''}
\end{center}
\vspace{4mm}
\noindent
submitted by us to the \textbf{\DeptShort}, Delhi Technological
University, Delhi in partial fulfillment of the requirement for the
award of the degree of \textbf{Bachelor of Technology}, is original
and not copied from any source without proper citation. This work has
not previously formed the basis for the award of any Degree, Diploma,
Associateship, Fellowship or other similar title or recognition.
\vspace{4mm}
\noindent The work has been published/accepted in:
\vspace{3mm}
\noindent\textbf{Title of the Paper:} \PaperTitle\\
\textbf{Author names:} \StudentOne, \StudentTwo, \StudentThree, \SupervisorName\\
\textbf{Name of Conference/Journal:} \ConferenceName\\
\textbf{Conference Dates with Venue:} \ConferenceDates\ (\ConferenceVenue)\\
\textbf{Have you registered for the conference:} Yes\\
\textbf{Status of paper:} \PaperStatus\\
\textbf{Paper ID:} \PaperID
\vspace{10mm}
\noindent Place: Delhi \hfill \textbf{Student(s) Signature}
\noindent Date: \underline{\hspace{4cm}}
\hfill \StudentOne\ /\ \StudentTwo\ /\ \StudentThree
%============================================================
% SUPERVISOR CERTIFICATE
%============================================================
\cleardoublepage
\begin{center}
{\bfseries \Department}\\
{\bfseries DELHI TECHNOLOGICAL UNIVERSITY}\\
{\normalsize (Formerly Delhi College of Engineering)}\\
{\normalsize Bawana Road, Delhi--110042}
\vspace{8mm}
{\Large\bfseries\underline{CERTIFICATE}}
\end{center}
\vspace{8mm}
\noindent I hereby certify that the Project Report entitled
\vspace{3mm}
\begin{center}
\textit{``\ProjectTitle''}
\end{center}
\vspace{3mm}
\noindent
submitted by \textbf{\StudentOne, \StudentTwo, \StudentThree},
Roll No(s). \textbf{\RollOne, \RollTwo, \RollThree} to the
\textbf{\DeptShort}, Delhi Technological University, Delhi in partial
fulfillment of the requirement for the award of the degree of
\textbf{Bachelor of Technology in \DegreeProgram}, is a record of the
project work carried out by the students under my supervision. To the
best of my knowledge this work has not been submitted in part or in
full for any Degree or Diploma to this University or elsewhere.
\vspace{12mm}
\noindent Place: Delhi \hfill \textbf{(\SupervisorName)}
\noindent Date: \underline{\hspace{4cm}} \hfill \textbf{SUPERVISOR}\\
\hfill \SupervisorDesig\\
\hfill \SupervisorDept\\
\hfill Delhi Technological University
%============================================================
% ABSTRACT
% DTU §6.3: max 2 pages, double spacing, TNR 12
%============================================================
\cleardoublepage
\chapter*{Abstract}
\addcontentsline{toc}{chapter}{Abstract}
% INSTRUCTION: Write your abstract here (max 2 pages).
% Should cover: problem statement, methodology, key results, conclusion.
% End with keywords.
Write your abstract here. The abstract should be an essay-type narration
not exceeding two pages, outlining the work presented, the methodology
used for tackling it, and a summary of the findings. It should be typed
in double line spacing, font style Times New Roman, Font Size 12.
\vspace{4mm}
\noindent\textbf{Keywords:} keyword1, keyword2, keyword3, keyword4,
keyword5.
%============================================================
% ACKNOWLEDGEMENT
% DTU §6.4: max 1 page, double spacing
%============================================================
\cleardoublepage
\chapter*{Acknowledgement}
\addcontentsline{toc}{chapter}{Acknowledgement}
% INSTRUCTION: Keep to one page. Thank supervisor first,
% then department, then dataset/tool creators, then family.
We express our sincere gratitude to \textbf{\SupervisorName},
\SupervisorDesig, \SupervisorDept, Delhi Technological University,
for their invaluable guidance, constant encouragement, and insightful
suggestions throughout this project.
We are thankful to the Head of \DeptShort, DTU, and all faculty
members for providing the necessary infrastructure and computational
resources.
% Add any specific acknowledgements here
Finally, we express our heartfelt gratitude to our families for their
unwavering moral support throughout the course of this project.
\vspace{8mm}
\noindent\hfill \textbf{\StudentOne}\\
\hfill \textbf{\StudentTwo}\\
\hfill \textbf{\StudentThree}
%============================================================
% TABLE OF CONTENTS
%============================================================
\cleardoublepage
\tableofcontents
\cleardoublepage
\listoffigures
\addcontentsline{toc}{chapter}{List of Figures}
\cleardoublepage
\listoftables
\addcontentsline{toc}{chapter}{List of Tables}
%============================================================
% LIST OF SYMBOLS AND ABBREVIATIONS
% DTU §6.8
%============================================================
\cleardoublepage
\chapter*{List of Symbols, Abbreviations and Nomenclature}
\addcontentsline{toc}{chapter}{List of Symbols, Abbreviations and Nomenclature}
% INSTRUCTION: Add all symbols and abbreviations used in your report.
% Use standard symbols and abbreviations throughout.
\begin{longtable}{p{3.5cm} p{10cm}}
\toprule
\textbf{Symbol/Abbrev.} & \textbf{Meaning} \\
\midrule
\endfirsthead
\multicolumn{2}{c}{\textit{(Continued from previous page)}}\\
\toprule
\textbf{Symbol/Abbrev.} & \textbf{Meaning} \\
\midrule
\endhead
\bottomrule
\endfoot
\bottomrule
\endlastfoot
AI & Artificial Intelligence \\
CNN & Convolutional Neural Network \\
DTU & Delhi Technological University \\
GPU & Graphics Processing Unit \\
% Add more rows here
$\sigma(\cdot)$ & Sigmoid activation function \\
\end{longtable}
%============================================================
% MAIN TEXT — Arabic numerals from Chapter 1
%============================================================
\cleardoublepage
\pagenumbering{arabic}
\setcounter{page}{1}
%============================================================
% CHAPTER 1: INTRODUCTION
% DTU §6.9: Introductory chapter
%============================================================
\chapter{Introduction}
\section{General}
% INSTRUCTION: Introduce the broad problem area. Cite statistics
% to establish importance. 1-2 pages.
Write your general introduction here. Establish the importance of
the problem with statistics and real-world context
\cite{author2020title}.
\section{Background}
% INSTRUCTION: Provide technical background needed to understand
% your work. Keep focused on what is directly relevant.
Provide relevant background here.
\section{Motivation}
% INSTRUCTION: Explain WHY this specific problem needs solving.
% What gap exists? What limitation does your work address?
Explain what motivated this specific work and what problem it solves.
\section{Objectives of the Project}
% INSTRUCTION: List specific, measurable objectives.
% Should directly correspond to your contributions.
The specific objectives of this project are:
\begin{enumerate}
\item First objective.
\item Second objective.
\item Third objective.
\item Fourth objective.
\end{enumerate}
\section{Organization of the Dissertation}
% INSTRUCTION: Briefly describe what each chapter covers.
% Keep to one paragraph per chapter.
The remainder of this report is structured as follows:
\begin{itemize}
\item \textbf{Chapter 2} presents a comprehensive literature review.
\item \textbf{Chapter 3} describes the proposed methodology.
\item \textbf{Chapter 4} covers the experimental setup.
\item \textbf{Chapter 5} presents results and analysis.
\item \textbf{Chapter 6} provides discussion and limitations.
\item \textbf{Chapter 7} concludes the report.
\end{itemize}
%============================================================
% CHAPTER 2: LITERATURE REVIEW
%============================================================
\chapter{Literature Review}
\section{Introduction}
% INSTRUCTION: Introduce the scope of your literature review.
% What three/four bodies of work does it cover?
This chapter surveys the existing literature relevant to this project,
covering: (1) [area 1], (2) [area 2], and (3) [area 3].
\section{[First Topic Area]}
\subsection{[Sub-topic 1]}
% INSTRUCTION: Discuss 3-5 related papers per subsection.
% Always cite \cite{} and state the Dice/accuracy/metric achieved.
% End by noting what gap remains.
Discuss related work here \cite{author2021title}. Note key results
and limitations.
\subsection{[Sub-topic 2]}
Discuss more related work here \cite{author2022title}.
% Add a summary table of related work — examiners love this
\begin{table}[H]
\caption{Summary of related work in [your area].}
\label{tab:litreview}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{llccc}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Method}} &
\textcolor{white}{\textbf{Year}} &
\textcolor{white}{\textbf{Dataset}} &
\textcolor{white}{\textbf{Metric 1}} &
\textcolor{white}{\textbf{Metric 2}} \\
\midrule
Method A \cite{author2020title} & 2020 & Dataset X & 0.XXX & 0.XXX \\
Method B \cite{author2021title} & 2021 & Dataset X & 0.XXX & 0.XXX \\
Method C \cite{author2022title} & 2022 & Dataset X & 0.XXX & 0.XXX \\
\midrule
\textbf{Ours} & 20XX & Dataset X & \textbf{0.XXX} & \textbf{0.XXX} \\
\bottomrule
\end{tabular}
\end{table}
\section{[Second Topic Area]}
Discuss second area of related work.
\section{Gap Analysis}
% INSTRUCTION: This is critical — explicitly state what gaps
% your work fills. Number them clearly.
The literature review reveals the following gaps that this project
addresses:
\begin{enumerate}
\item \textbf{Gap 1:} Description of gap 1.
\item \textbf{Gap 2:} Description of gap 2.
\item \textbf{Gap 3:} Description of gap 3.
\end{enumerate}
%============================================================
% CHAPTER 3: METHODOLOGY
%============================================================
\chapter{Methodology}
\section{Architecture/System Overview}
% INSTRUCTION: Start with a high-level description, then
% include a block diagram/architecture figure.
Your system/architecture has X components operating at Y parameters.
The complete pipeline is illustrated in Figure~\ref{fig:architecture}.
\begin{figure}[H]
\centering
% Replace with your actual architecture diagram
\includegraphics[width=\textwidth]{images/architecture.png}
\caption{[Your system/architecture name] pipeline. [Brief description
of what each component does.]}
\label{fig:architecture}
\end{figure}
% Add a table summarising the pipeline stages
\begin{table}[H]
\caption{[System name] processing stages and their purpose.}
\label{tab:pipeline}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabularx}{\textwidth}{lXX}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Stage}} &
\textcolor{white}{\textbf{Component}} &
\textcolor{white}{\textbf{Purpose}} \\
\midrule
1 & Component A & Purpose of A \\
2 & Component B & Purpose of B \\
3 & Component C & Purpose of C \\
\bottomrule
\end{tabularx}
\end{table}
\section{[Component 1]}
% INSTRUCTION: Describe each component in detail.
% Include equations where relevant.
Describe your first component here. The mathematical formulation is:
\begin{equation}
y = f(x; \theta)
\label{eq:component1}
\end{equation}
where $x$ is the input, $\theta$ are the learnable parameters, and
$f(\cdot)$ denotes [describe the function].
\section{[Component 2]}
Describe your second component. Use sub-equations if needed:
\begin{align}
Z &= \text{Operation1}(X_{\text{in}}) \label{eq:step1} \\
H &= \text{Operation2}(Z) \label{eq:step2} \\
X_{\text{out}} &= \text{Normalise}(X_{\text{in}} + H) \label{eq:step3}
\end{align}
\section{Loss Function / Objective}
% INSTRUCTION: Always include your loss function with equation.
% Explain each term and its motivation.
The total objective combines [N] terms:
\begin{equation}
\mathcal{L} = \mathcal{L}_{1} + \alpha\mathcal{L}_{2} +
\beta\mathcal{L}_{3}
\label{eq:loss}
\end{equation}
\begin{table}[H]
\caption{Loss function components and their motivation.}
\label{tab:loss}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabularx}{\textwidth}{lXX}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Term}} &
\textcolor{white}{\textbf{Weight}} &
\textcolor{white}{\textbf{Purpose}} \\
\midrule
$\mathcal{L}_{1}$ & 1.0 & Description of loss term 1 \\
$\mathcal{L}_{2}$ & $\alpha$ & Description of loss term 2 \\
$\mathcal{L}_{3}$ & $\beta$ & Description of loss term 3 \\
\bottomrule
\end{tabularx}
\end{table}
%============================================================
% CHAPTER 4: EXPERIMENTAL SETUP
%============================================================
\chapter{Experimental Setup}
\section{Datasets}
\subsection{[Dataset 1 Name]}
% INSTRUCTION: For each dataset state: source, size,
% what it contains, who created it, and cite it.
[Dataset 1] \cite{dataset2020} contains X samples from [source].
It is used for [purpose].
\subsection{[Dataset 2 Name]}
[Dataset 2] \cite{dataset2021} comprises Y samples from [source].
\subsection{Data Split}
\begin{table}[H]
\caption{Dataset split for training, validation, and evaluation.}
\label{tab:datasplit}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{lccccc}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Dataset}} &
\textcolor{white}{\textbf{Total}} &
\textcolor{white}{\textbf{Train}} &
\textcolor{white}{\textbf{Val}} &
\textcolor{white}{\textbf{Test}} &
\textcolor{white}{\textbf{Role}} \\
\midrule
Dataset 1 & 1,000 & 800 & 100 & 100 & Train + Test \\
Dataset 2 & 612 & 489 & 61 & 62 & Train + Test \\
Dataset 3 & 196 & 0 & 0 & 196 & Test only \\
\bottomrule
\end{tabular}
\end{table}
\section{Evaluation Metrics}
\begin{table}[H]
\caption{Evaluation metrics used in this project.}
\label{tab:metrics}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabularx}{\textwidth}{lXX}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Metric}} &
\textcolor{white}{\textbf{Formula}} &
\textcolor{white}{\textbf{Interpretation}} \\
\midrule
Metric 1 ($\uparrow$) & Formula & What it measures \\
Metric 2 ($\uparrow$) & Formula & What it measures \\
Metric 3 ($\downarrow$) & Formula & What it measures \\
\bottomrule
\end{tabularx}
\end{table}
\section{Implementation Details}
\begin{table}[H]
\caption{Full implementation configuration.}
\label{tab:impl}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{ll}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Configuration}} &
\textcolor{white}{\textbf{Value}} \\
\midrule
Hardware & [GPU model, VRAM] \\
Framework & [PyTorch/TensorFlow version] \\
Input resolution & [X $\times$ Y px] \\
Batch size & [N] \\
Optimiser & [Adam/AdamW/SGD] \\
Learning Rate & [value] \\
Weight decay & [value] \\
LR scheduler & [type and parameters] \\
Max epochs & [N] \\
Best checkpoint & Epoch [N] (val [metric] = [value]) \\
Global seed & 42 \\
\bottomrule
\end{tabular}
\end{table}
\section{Data Augmentation}
\begin{table}[H]
\caption{Data augmentation techniques applied during training.}
\label{tab:augmentation}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{ll}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Technique}} &
\textcolor{white}{\textbf{Purpose}} \\
\midrule
Horizontal / Vertical Flip & Symmetry invariance \\
Random Rotation & Orientation variation \\
Colour Jitter & Lighting variation \\
% Add your augmentations
\bottomrule
\end{tabular}
\end{table}
%============================================================
% CHAPTER 5: RESULTS AND ANALYSIS
%============================================================
\chapter{Results and Analysis}
\section{Comparison with State of the Art}
% INSTRUCTION: Always compare against published baselines.
% Bold your best result. Underline second best.
\begin{table}[H]
\caption{Comparison with state of the art. \textbf{Bold}: best.
\underline{Underline}: second best. `---': not evaluated.}
\label{tab:sota}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{llcc}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Method}} &
\textcolor{white}{\textbf{Year}} &
\textcolor{white}{\textbf{Metric 1 $\uparrow$}} &
\textcolor{white}{\textbf{Metric 2 $\downarrow$}} \\
\midrule
Baseline A \cite{author2020title} & 2020 & 0.XXX & XX.XX \\
Baseline B \cite{author2021title} & 2021 & 0.XXX & XX.XX \\
Baseline C \cite{author2022title} & 2022 & 0.XXX & XX.XX \\
\midrule
\textbf{Ours} & 20XX & \textbf{0.XXX} & \textbf{XX.XX} \\
\bottomrule
\end{tabular}
\end{table}
\section{Full Metric Results}
\begin{table}[H]
\caption{Full metrics on all evaluation datasets.}
\label{tab:fullmetrics}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{lccccc}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Dataset}} &
\textcolor{white}{\textbf{Metric 1}} &
\textcolor{white}{\textbf{Metric 2}} &
\textcolor{white}{\textbf{Metric 3}} &
\textcolor{white}{\textbf{Metric 4}} &
\textcolor{white}{\textbf{Metric 5}} \\
\midrule
Dataset 1 & 0.XXX & 0.XXX & XX.XX & 0.XXX & 0.XXX \\
Dataset 2 & 0.XXX & 0.XXX & XX.XX & 0.XXX & 0.XXX \\
\bottomrule
\end{tabular}
\end{table}
\section{Qualitative Results}
% INSTRUCTION: Always include visual examples.
% Show both success cases and failure cases for honesty.
Figure~\ref{fig:qualitative} shows representative predictions on
[dataset name].
\begin{figure}[H]
\centering
\includegraphics[width=0.95\textwidth]{images/qualitative_results.png}
\caption{[Description of what is shown in each row/column.
Note which rows are success cases and which are failure cases.]}
\label{fig:qualitative}
\end{figure}
Key observations:
\begin{itemize}
\item [Observation about success cases]
\item [Observation about failure cases — always include this]
\end{itemize}
\section{Training Dynamics}
% INSTRUCTION: Report training convergence.
% State final training loss, validation loss, and best checkpoint.
Training converged at epoch [N] via early stopping. Training loss
fell from [X] to [Y] ([Z]\% reduction). The validation--training
loss gap held at [range], confirming no meaningful overfitting.
%============================================================
% CHAPTER 6: DISCUSSION
%============================================================
\chapter{Discussion}
\section{Interpretation of Results}
% INSTRUCTION: Don't just repeat numbers — explain WHY
% your method works better.
[Your method] achieves [result] because [reason]. The key insight is
[core technical insight that explains the improvement].
\section{Ablation Study}
% INSTRUCTION: Ablation is critical for conference papers
% and impresses examiners. Isolate each component's contribution.
Table~\ref{tab:ablation} presents the ablation study where each
component is added one at a time under identical training conditions.
\begin{table}[H]
\caption{Ablation study. All rows: identical training protocol.}
\label{tab:ablation}
\centering
\renewcommand{\arraystretch}{1.3}
\begin{tabular}{lccc}
\toprule
\rowcolor{tablehead}
\textcolor{white}{\textbf{Configuration}} &
\textcolor{white}{\textbf{Metric 1 $\uparrow$}} &
\textcolor{white}{\textbf{Metric 2 $\uparrow$}} &
\textcolor{white}{\textbf{Metric 3 $\downarrow$}} \\
\midrule
R1: Baseline & 0.XXX & 0.XXX & XX.XX \\
R2: + Component A & 0.XXX & 0.XXX & XX.XX \\
R3: + Component B & 0.XXX & 0.XXX & XX.XX \\
R4: + Component C (Full) & \textbf{0.XXX} & \textbf{0.XXX} & \textbf{XX.XX} \\
\bottomrule
\end{tabular}
\end{table}
\section{Limitations}
% INSTRUCTION: Always include limitations — it shows maturity.
% Examiners respect honest self-evaluation.
\begin{enumerate}
\item \textbf{Limitation 1:} Description and why it exists.
\item \textbf{Limitation 2:} Description and why it exists.
\item \textbf{Limitation 3:} Description and why it exists.
\end{enumerate}
\section{Future Directions}
\begin{enumerate}
\item Future direction 1.
\item Future direction 2.
\item Future direction 3.
\end{enumerate}
%============================================================
% CHAPTER 7: CONCLUSION
%============================================================
\chapter{Conclusion}
% INSTRUCTION: Summarise the 3 main contributions clearly.
% End with the broader impact of your work.
This project presented [your method], a [brief description].
The three principal contributions of this work are:
\begin{enumerate}
\item \textbf{Contribution 1:} Description.
\item \textbf{Contribution 2:} Description with key result.
\item \textbf{Contribution 3:} Description.
\end{enumerate}
These findings [broader impact statement].
%============================================================
% REFERENCES (IEEE style — DTU §6.11)
% One reference per number. Alphabetical order.
%============================================================
\cleardoublepage
\addcontentsline{toc}{chapter}{References}
\begin{thebibliography}{99}
% JOURNAL ARTICLE FORMAT:
% Author(s), "Title," Journal Name, vol. X, no. Y, pp. Z--ZZ, Year.
\bibitem{author2020title}
A.\ Author and B.\ Author, ``Title of the paper,''
\textit{Journal Name}, vol.~X, no.~Y, pp.~Z--ZZ, 2020.
% CONFERENCE PAPER FORMAT:
% Author(s), "Title," in Proc. CONFERENCE, pp. Z--ZZ, Year.
\bibitem{author2021title}
A.\ Author, B.\ Author, and C.\ Author, ``Title of the paper,''
in \textit{Proc.\ CONFERENCE NAME}, pp.~Z--ZZ, 2021.
\bibitem{author2022title}
A.\ Author and B.\ Author, ``Title of the paper,''
in \textit{Proc.\ CONFERENCE NAME}, pp.~Z--ZZ, 2022.
% DATASET FORMAT:
\bibitem{dataset2020}
A.\ Author et al., ``Dataset paper title,''
in \textit{Proc.\ CONFERENCE}, pp.~Z--ZZ, 2020.
\bibitem{dataset2021}
A.\ Author et al., ``Dataset paper title,''
\textit{Journal Name}, vol.~X, no.~Y, pp.~Z--ZZ, 2021.
% Add all your references here following IEEE format
\end{thebibliography}
%============================================================
% APPENDICES
%============================================================
\appendix
%------------------------------------------------------------
% APPENDIX A: LIST OF PUBLICATIONS
% Required — DTU §6.10
%------------------------------------------------------------
\chapter{List of Publications}
\addcontentsline{toc}{chapter}{Appendix A: List of Publications}
\begin{enumerate}
\item \textbf{\StudentOne, \StudentTwo, \StudentThree,
\SupervisorName}, ``\PaperTitle,''
\textit{\PaperStatus\ at \ConferenceName},
Paper ID: \PaperID, \ConferenceDates.
\end{enumerate}
%------------------------------------------------------------
% APPENDIX B: RESEARCH PAPER ACCEPTANCE PROOF
% Required by DTU/Exam/2019/O/9 (Point 4)
%------------------------------------------------------------
\chapter{Research Paper Acceptance Proof}
\addcontentsline{toc}{chapter}{Appendix B: Research Paper Acceptance Proof}
% Replace with your actual acceptance screenshot
\includegraphics[width=\textwidth]{images/acceptance_proof.png}
\vspace{4mm}
\noindent\textbf{Source:} \url{https://your-conference-website.com}
%------------------------------------------------------------
% APPENDIX C: CONFERENCE REGISTRATION PROOF
% Required by DTU/Exam/2019/O/9 (Point 5)
%------------------------------------------------------------
\chapter{Conference Registration Proof}
\addcontentsline{toc}{chapter}{Appendix C: Conference Registration Proof}
% Replace with your actual registration screenshot
\includegraphics[width=\textwidth]{images/registration_proof.png}
\vspace{4mm}
\noindent\textbf{Source:} \url{https://cmt3.research.microsoft.com}
%------------------------------------------------------------
% APPENDIX D: SCOPUS INDEXING PROOF
% Required by DTU/Exam/2019/O/9 (Point 6)
% Must come from: Conference Website OR Science Direct
%------------------------------------------------------------
\chapter{Scopus Indexing Proof}
\addcontentsline{toc}{chapter}{Appendix D: Scopus Indexing Proof}
% Replace with your actual Scopus indexing screenshot
\includegraphics[width=\textwidth]{images/scopus_proof.png}
\vspace{4mm}
\noindent\textbf{Source:} \url{https://your-conference-website.com/cfp}
%------------------------------------------------------------
% APPENDIX E: PLAGIARISM REPORT
% Required by DTU/Exam/2019/O/9 (Point 3)
% Similarity index must be <= 20%
% Use: Exclude Bibliography + Exclude Quotes + Exclude Small Matches
%------------------------------------------------------------
\chapter{Plagiarism Report}
\addcontentsline{toc}{chapter}{Appendix E: Plagiarism Report}
% Add your plagiarism report pages here
\includegraphics[width=\textwidth]{images/plagiarism_report.png}
% If report has multiple pages use \newpage between them:
\newpage
\includegraphics[width=\textwidth]{images/plagiarism_report2.png}
\vspace{4mm}
\noindent\textbf{Source:} \url{https://turnitin.com}
\end{document}
