Add report

28 files changed, 748 insertions, 0 deletions

diff --git a/report/.gitignore b/report/.gitignore
new file mode 100644
index 0000000..5236e1e
--- /dev/null
+++ b/report/.gitignore
@@ -0,0 +1,2 @@
+*~
+
diff --git a/report/.travis.yml b/report/.travis.yml
new file mode 100644
index 0000000..49d89e9
--- /dev/null
+++ b/report/.travis.yml
@@ -0,0 +1,7 @@
+sudo: enabled
+dist: trusty
+install:
+  - sudo apt-get -qq update
+  - sudo apt-get install -y pandoc pandoc-citeproc texlive-full
+script:
+  - make 
diff --git a/report/LICENSE b/report/LICENSE
new file mode 100644
index 0000000..6c59dbd
--- /dev/null
+++ b/report/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2016 Santos Gallegos
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/report/bibliography.bib b/report/bibliography.bib
new file mode 100644
index 0000000..8890439
--- /dev/null
+++ b/report/bibliography.bib
@@ -0,0 +1,42 @@
+@article{rerank-paper,
+  author    = {Zhun Zhong and
+               Liang Zheng and
+               Donglin Cao and
+               Shaozi Li},
+  title     = {Re-ranking Person Re-identification with k-reciprocal Encoding},
+  journal   = {CoRR},
+  volume    = {abs/1701.08398},
+  year      = {2017},
+  url       = {http://arxiv.org/abs/1701.08398},
+  archivePrefix = {arXiv},
+  eprint    = {1701.08398},
+  timestamp = {Mon, 13 Aug 2018 16:47:43 +0200},
+  biburl    = {https://dblp.org/rec/bib/journals/corr/ZhongZCL17},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+
+@article{mAP,
+  author    = {Jonathan Hui},
+  title     = {mAP (mean Average Precision) for Object Detection},
+  year      = {2018},
+  url       = {https://medium.com/@jonathan_hui/map-mean-average-precision-for-object-detection-45c121a31173},
+}
+
+@inproceedings{deepreid,
+title={DeepReID: Deep Filter Pairing Neural Network for Person Re-identification},
+author={Li, Wei and Zhao, Rui and Xiao, Tong and Wang, Xiaogang},
+booktitle={CVPR},
+year={2014}
+}
+
+@article{sklearn,
+ title={Scikit-learn: Machine Learning in {P}ython},
+ author={Pedregosa, F. and Varoquaux, G. and Gramfort, A. and Michel, V.
+         and Thirion, B. and Grisel, O. and Blondel, M. and Prettenhofer, P.
+         and Weiss, R. and Dubourg, V. and Vanderplas, J. and Passos, A. and
+         Cournapeau, D. and Brucher, M. and Perrot, M. and Duchesnay, E.},
+ journal={Journal of Machine Learning Research},
+ volume={12},
+ pages={2825--2830},
+ year={2011}
+}
diff --git a/report/bibliography.csl b/report/bibliography.csl
new file mode 100644
index 0000000..9d967b0
--- /dev/null
+++ b/report/bibliography.csl
@@ -0,0 +1,339 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<style xmlns="http://purl.org/net/xbiblio/csl" class="in-text" version="1.0" demote-non-dropping-particle="sort-only">
+  <info>
+    <title>IEEE</title>
+    <id>http://www.zotero.org/styles/ieee</id>
+    <link href="http://www.zotero.org/styles/ieee" rel="self"/>
+    <link href="http://www.ieee.org/documents/style_manual.pdf" rel="documentation"/>
+    <link href="http://www.ieee.org/documents/auinfo07.pdf" rel="documentation"/>
+    <author>
+      <name>Michael Berkowitz</name>
+      <email>mberkowi@gmu.edu</email>
+    </author>
+    <contributor>
+      <name>Julian Onions</name>
+      <email>julian.onions@gmail.com</email>
+    </contributor>
+    <contributor>
+      <name>Rintze Zelle</name>
+      <uri>http://twitter.com/rintzezelle</uri>
+    </contributor>
+    <contributor>
+      <name>Stephen Frank</name>
+      <uri>http://www.zotero.org/sfrank</uri>
+    </contributor>
+    <contributor>
+      <name>Sebastian Karcher</name>
+    </contributor>
+    <category citation-format="numeric"/>
+    <category field="engineering"/>
+    <category field="generic-base"/>
+    <updated>2013-12-17T18:04:02+00:00</updated>
+    <rights license="http://creativecommons.org/licenses/by-sa/3.0/">This work is licensed under a Creative Commons Attribution-ShareAlike 3.0 License</rights>
+  </info>
+  <locale xml:lang="en">
+    <terms>
+      <term name="chapter" form="short">ch.</term>
+      <term name="presented at">presented at the</term>
+      <term name="available at">available</term>
+    </terms>
+  </locale>
+  <!-- Macros -->
+  <macro name="edition">
+    <choose>
+      <if type="bill book chapter graphic legal_case legislation motion_picture paper-conference report song" match="any">
+        <choose>
+          <if is-numeric="edition">
+            <group delimiter=" ">
+              <number variable="edition" form="ordinal"/>
+              <text term="edition" form="short"/>
+            </group>
+          </if>
+          <else>
+            <text variable="edition" text-case="capitalize-first" suffix="."/>
+          </else>
+        </choose>
+      </if>
+    </choose>
+  </macro>
+  <macro name="issued">
+    <choose>
+      <if type="article-journal report" match="any">
+        <date variable="issued">
+          <date-part name="month" form="short" suffix=" "/>
+          <date-part name="year" form="long"/>
+        </date>
+      </if>
+      <else-if type=" bill book chapter graphic legal_case legislation motion_picture paper-conference song thesis" match="any">
+        <date variable="issued">
+          <date-part name="year" form="long"/>
+        </date>
+      </else-if>
+      <else>
+        <date variable="issued">
+          <date-part name="day" form="numeric-leading-zeros" suffix="-"/>
+          <date-part name="month" form="short" suffix="-" strip-periods="true"/>
+          <date-part name="year" form="long"/>
+        </date>
+      </else>
+    </choose>
+  </macro>
+  <macro name="author">
+    <names variable="author">
+      <name initialize-with=". " delimiter=", " and="text"/>
+      <label form="short" prefix=", " text-case="capitalize-first"/>
+      <substitute>
+        <names variable="editor"/>
+        <names variable="translator"/>
+      </substitute>
+    </names>
+  </macro>
+  <macro name="editor">
+    <names variable="editor">
+      <name initialize-with=". " delimiter=", " and="text"/>
+      <label form="short" prefix=", " text-case="capitalize-first"/>
+    </names>
+  </macro>
+  <macro name="locators">
+    <group delimiter=", ">
+      <text macro="edition"/>
+      <group delimiter=" ">
+        <text term="volume" form="short"/>
+        <number variable="volume" form="numeric"/>
+      </group>
+      <group delimiter=" ">
+        <number variable="number-of-volumes" form="numeric"/>
+        <text term="volume" form="short" plural="true"/>
+      </group>
+      <group delimiter=" ">
+        <text term="issue" form="short"/>
+        <number variable="issue" form="numeric"/>
+      </group>
+    </group>
+  </macro>
+  <macro name="title">
+    <choose>
+      <if type="bill book graphic legal_case legislation motion_picture song" match="any">
+        <text variable="title" font-style="italic"/>
+      </if>
+      <else>
+        <text variable="title" quotes="true"/>
+      </else>
+    </choose>
+  </macro>
+  <macro name="publisher">
+    <choose>
+      <if type=" bill book chapter graphic legal_case legislation motion_picture paper-conference song" match="any">
+        <group delimiter=": ">
+          <text variable="publisher-place"/>
+          <text variable="publisher"/>
+        </group>
+      </if>
+      <else>
+        <group delimiter=", ">
+          <text variable="publisher"/>
+          <text variable="publisher-place"/>
+        </group>
+      </else>
+    </choose>
+  </macro>
+  <macro name="event">
+    <choose>
+      <if type="paper-conference speech" match="any">
+        <choose>
+          <!-- Published Conference Paper -->
+          <if variable="container-title">
+            <group delimiter=", ">
+              <group delimiter=" ">
+                <text term="in"/>
+                <text variable="container-title" font-style="italic"/>
+              </group>
+              <text variable="event-place"/>
+            </group>
+          </if>
+          <!-- Unpublished Conference Paper -->
+          <else>
+            <group delimiter=", ">
+              <group delimiter=" ">
+                <text term="presented at"/>
+                <text variable="event"/>
+              </group>
+              <text variable="event-place"/>
+            </group>
+          </else>
+        </choose>
+      </if>
+    </choose>
+  </macro>
+  <macro name="access">
+    <choose>
+      <if type="webpage">
+        <choose>
+          <if variable="URL">
+            <group delimiter=". ">
+              <text term="online" prefix="[" suffix="]" text-case="capitalize-first"/>
+              <group delimiter=": ">
+                <text term="available at" text-case="capitalize-first"/>
+                <text variable="URL"/>
+              </group>
+              <group prefix="[" suffix="]" delimiter=": ">
+                <text term="accessed" text-case="capitalize-first"/>
+                <date variable="accessed">
+                  <date-part name="day" form="numeric-leading-zeros" suffix="-"/>
+                  <date-part name="month" form="short" suffix="-" strip-periods="true"/>
+                  <date-part name="year" form="long"/>
+                </date>
+              </group>
+            </group>
+          </if>
+        </choose>
+      </if>
+    </choose>
+  </macro>
+  <macro name="page">
+    <group>
+      <label variable="page" form="short" suffix=" "/>
+      <text variable="page"/>
+    </group>
+  </macro>
+  <macro name="citation-locator">
+    <group delimiter=" ">
+      <choose>
+        <if locator="page">
+          <label variable="locator" form="short"/>
+        </if>
+        <else>
+          <label variable="locator" form="short" text-case="capitalize-first"/>
+        </else>
+      </choose>
+      <text variable="locator"/>
+    </group>
+  </macro>
+  <!-- Citation -->
+  <citation collapse="citation-number">
+    <sort>
+      <key variable="citation-number"/>
+    </sort>
+    <layout delimiter=", ">
+      <group prefix="[" suffix="]" delimiter=", ">
+        <text variable="citation-number"/>
+        <text macro="citation-locator"/>
+      </group>
+    </layout>
+  </citation>
+  <!-- Bibliography -->
+  <bibliography entry-spacing="0" second-field-align="flush">
+    <layout suffix=".">
+      <!-- Citation Number -->
+      <text variable="citation-number" prefix="[" suffix="]"/>
+      <!-- Author(s) -->
+      <text macro="author" suffix=", "/>
+      <!-- Rest of Citation -->
+      <choose>
+        <!-- Specific Formats -->
+        <if type="article-journal">
+          <group delimiter=", ">
+            <text macro="title"/>
+            <text variable="container-title" font-style="italic" form="short"/>
+            <text macro="locators"/>
+            <text macro="page"/>
+            <text macro="issued"/>
+          </group>
+        </if>
+        <else-if type="paper-conference speech" match="any">
+          <group delimiter=", ">
+            <text macro="title"/>
+            <text macro="event"/>
+            <text macro="issued"/>
+            <text macro="locators"/>
+            <text macro="page"/>
+          </group>
+        </else-if>
+        <else-if type="report">
+          <group delimiter=", ">
+            <text macro="title"/>
+            <text macro="publisher"/>
+            <group delimiter=" ">
+              <text variable="genre"/>
+              <text variable="number"/>
+            </group>
+            <text macro="issued"/>
+          </group>
+        </else-if>
+        <else-if type="thesis">
+          <group delimiter=", ">
+            <text macro="title"/>
+            <text variable="genre"/>
+            <text macro="publisher"/>
+            <text macro="issued"/>
+          </group>
+        </else-if>
+        <else-if type="webpage post-weblog" match="any">
+          <group delimiter=", " suffix=". ">
+            <text macro="title"/>
+            <text variable="container-title" font-style="italic"/>
+            <text macro="issued"/>
+          </group>
+          <text macro="access"/>
+        </else-if>
+        <else-if type="patent">
+          <group delimiter=", ">
+            <text macro="title"/>
+            <text variable="number"/>
+            <text macro="issued"/>
+          </group>
+        </else-if>
+        <!-- Generic/Fallback Formats -->
+        <else-if type="bill book graphic legal_case legislation motion_picture report song" match="any">
+          <group delimiter=", " suffix=". ">
+            <text macro="title"/>
+            <text macro="locators"/>
+          </group>
+          <group delimiter=", ">
+            <text macro="publisher"/>
+            <text macro="issued"/>
+            <text macro="page"/>
+          </group>
+        </else-if>
+        <else-if type="article-magazine article-newspaper broadcast interview manuscript map patent personal_communication song speech thesis webpage" match="any">
+          <group delimiter=", ">
+            <text macro="title"/>
+            <text variable="container-title" font-style="italic"/>
+            <text macro="locators"/>
+            <text macro="publisher"/>
+            <text macro="page"/>
+            <text macro="issued"/>
+          </group>
+        </else-if>
+        <else-if type="chapter paper-conference" match="any">
+          <group delimiter=", " suffix=", ">
+            <text macro="title"/>
+            <group delimiter=" ">
+              <text term="in"/>
+              <text variable="container-title" font-style="italic"/>
+            </group>
+            <text macro="locators"/>
+          </group>
+          <text macro="editor" suffix=" "/>
+          <group delimiter=", ">
+            <text macro="publisher"/>
+            <text macro="issued"/>
+            <text macro="page"/>
+          </group>
+        </else-if>
+        <else>
+          <group delimiter=", " suffix=". ">
+            <text macro="title"/>
+            <text variable="container-title" font-style="italic"/>
+            <text macro="locators"/>
+          </group>
+          <group delimiter=", ">
+            <text macro="publisher"/>
+            <text macro="page"/>
+            <text macro="issued"/>
+          </group>
+        </else>
+      </choose>
+    </layout>
+  </bibliography>
+</style>
\ No newline at end of file
diff --git a/report/build/cw2_vz215_np1915.pdf b/report/build/cw2_vz215_np1915.pdf
new file mode 100644
index 0000000..89e349d
--- /dev/null
+++ b/report/build/cw2_vz215_np1915.pdf
diff --git a/report/fig/allbaselines.pdf b/report/fig/allbaselines.pdf
new file mode 100644
index 0000000..15b1aff
--- /dev/null
+++ b/report/fig/allbaselines.pdf
diff --git a/report/fig/baseline.pdf b/report/fig/baseline.pdf
new file mode 100644
index 0000000..b8ebbe4
--- /dev/null
+++ b/report/fig/baseline.pdf
diff --git a/report/fig/cdist.pdf b/report/fig/cdist.pdf
new file mode 100644
index 0000000..81d712c
--- /dev/null
+++ b/report/fig/cdist.pdf
diff --git a/report/fig/clusteracc.pdf b/report/fig/clusteracc.pdf
new file mode 100644
index 0000000..09459c4
--- /dev/null
+++ b/report/fig/clusteracc.pdf
diff --git a/report/fig/comparison.pdf b/report/fig/comparison.pdf
new file mode 100644
index 0000000..e755c10
--- /dev/null
+++ b/report/fig/comparison.pdf
diff --git a/report/fig/eucranklist.png b/report/fig/eucranklist.png
new file mode 100644
index 0000000..3f03a73
--- /dev/null
+++ b/report/fig/eucranklist.png
diff --git a/report/fig/jaccard.pdf b/report/fig/jaccard.pdf
new file mode 100644
index 0000000..53cf407
--- /dev/null
+++ b/report/fig/jaccard.pdf
diff --git a/report/fig/kmeanacc.pdf b/report/fig/kmeanacc.pdf
new file mode 100644
index 0000000..4b6e33b
--- /dev/null
+++ b/report/fig/kmeanacc.pdf
diff --git a/report/fig/lambda_acc.pdf b/report/fig/lambda_acc.pdf
new file mode 100644
index 0000000..9c3f749
--- /dev/null
+++ b/report/fig/lambda_acc.pdf
diff --git a/report/fig/lambda_acc_tr.pdf b/report/fig/lambda_acc_tr.pdf
new file mode 100644
index 0000000..8041977
--- /dev/null
+++ b/report/fig/lambda_acc_tr.pdf
diff --git a/report/fig/mAP.pdf b/report/fig/mAP.pdf
new file mode 100644
index 0000000..0cf7156
--- /dev/null
+++ b/report/fig/mAP.pdf
diff --git a/report/fig/mahalanobis.pdf b/report/fig/mahalanobis.pdf
new file mode 100644
index 0000000..2362cfa
--- /dev/null
+++ b/report/fig/mahalanobis.pdf
diff --git a/report/fig/pqvals.pdf b/report/fig/pqvals.pdf
new file mode 100644
index 0000000..43cccdb
--- /dev/null
+++ b/report/fig/pqvals.pdf
diff --git a/report/fig/ranklist.png b/report/fig/ranklist.png
new file mode 100644
index 0000000..1cb2647
--- /dev/null
+++ b/report/fig/ranklist.png
diff --git a/report/fig/rerank.pdf b/report/fig/rerank.pdf
new file mode 100644
index 0000000..a016189
--- /dev/null
+++ b/report/fig/rerank.pdf
diff --git a/report/fig/subspace.pdf b/report/fig/subspace.pdf
new file mode 100644
index 0000000..2ab1f5b
--- /dev/null
+++ b/report/fig/subspace.pdf
diff --git a/report/fig/train_subspace.pdf b/report/fig/train_subspace.pdf
new file mode 100644
index 0000000..5ccdd36
--- /dev/null
+++ b/report/fig/train_subspace.pdf
diff --git a/report/fig/trainpqvals.pdf b/report/fig/trainpqvals.pdf
new file mode 100644
index 0000000..210fea4
--- /dev/null
+++ b/report/fig/trainpqvals.pdf
diff --git a/report/makefile b/report/makefile
new file mode 100644
index 0000000..b77aca0
--- /dev/null
+++ b/report/makefile
@@ -0,0 +1,19 @@
+FILES = paper.md \
+		metadata.yaml
+
+OUTPUT = build
+
+FLAGS = --bibliography=bibliography.bib \
+		--csl=bibliography.csl \
+		-s \
+		-f markdown
+
+FLAGS_PDF = --template=template.latex
+
+pdf:
+	mkdir -p $(OUTPUT)
+	pandoc -o $(OUTPUT)/cw2_vz215_np1915.pdf $(FLAGS) $(FLAGS_PDF) $(FILES)
+
+clean:
+	rm build/*
+
diff --git a/report/metadata.yaml b/report/metadata.yaml
new file mode 100644
index 0000000..8be0a21
--- /dev/null
+++ b/report/metadata.yaml
@@ -0,0 +1,12 @@
+---
+title: 'Deep Lenaring Interim Report'
+author:
+  - name: Vasil Zlatanov (01120518)
+    email: vz215@ic.ac.uk
+numbersections: yes
+lang: en
+babel-lang: english
+abstract: |
+  This is my abstract
+...
+
diff --git a/report/paper.md b/report/paper.md
new file mode 100644
index 0000000..74b56e5
--- /dev/null
+++ b/report/paper.md
@@ -0,0 +1,11 @@
+# Probelm Definition
+
+# Denoise Network
+
+## Descriptor L2 Network
+
+* Say where it is form
+* How it trians
+* How it performs
+
+# Performance and Evaluation
diff --git a/report/template.latex b/report/template.latex
new file mode 100644
index 0000000..d459163
--- /dev/null
+++ b/report/template.latex
@@ -0,0 +1,295 @@
+\documentclass[$if(fontsize)$$fontsize$,$endif$$if(lang)$$babel-lang$,$endif$$if(papersize)$$papersize$paper,$endif$$for(classoption)$$classoption$$sep$,$endfor$]{IEEEtran}
+$if(beamerarticle)$
+\usepackage{beamerarticle} % needs to be loaded first
+$endif$
+$if(fontfamily)$
+\usepackage[$for(fontfamilyoptions)$$fontfamilyoptions$$sep$,$endfor$]{$fontfamily$}
+$else$
+\usepackage{lmodern}
+$endif$
+\usepackage{float}
+$if(linestretch)$
+\usepackage{setspace}
+\setstretch{$linestretch$}
+$endif$
+\usepackage{amssymb,amsmath}
+\usepackage{ifxetex,ifluatex}
+\usepackage{fixltx2e} % provides \textsubscript
+\ifnum 0\ifxetex 1\fi\ifluatex 1\fi=0 % if pdftex
+  \usepackage[$if(fontenc)$$fontenc$$else$T1$endif$]{fontenc}
+  \usepackage[utf8]{inputenc}
+$if(euro)$
+  \usepackage{eurosym}
+$endif$
+\else % if luatex or xelatex
+  \ifxetex
+    \usepackage{mathspec}
+  \else
+    \usepackage{fontspec}
+  \fi
+  \defaultfontfeatures{Ligatures=TeX,Scale=MatchLowercase}
+$for(fontfamilies)$
+  \newfontfamily{$fontfamilies.name$}[$fontfamilies.options$]{$fontfamilies.font$}
+$endfor$
+$if(euro)$
+  \newcommand{\euro}{€}
+$endif$
+$if(mainfont)$
+    \setmainfont[$for(mainfontoptions)$$mainfontoptions$$sep$,$endfor$]{$mainfont$}
+$endif$
+$if(sansfont)$
+    \setsansfont[$for(sansfontoptions)$$sansfontoptions$$sep$,$endfor$]{$sansfont$}
+$endif$
+$if(monofont)$
+    \setmonofont[Mapping=tex-ansi$if(monofontoptions)$,$for(monofontoptions)$$monofontoptions$$sep$,$endfor$$endif$]{$monofont$}
+$endif$
+$if(mathfont)$
+    \setmathfont(Digits,Latin,Greek)[$for(mathfontoptions)$$mathfontoptions$$sep$,$endfor$]{$mathfont$}
+$endif$
+$if(CJKmainfont)$
+    \usepackage{xeCJK}
+    \setCJKmainfont[$for(CJKoptions)$$CJKoptions$$sep$,$endfor$]{$CJKmainfont$}
+$endif$
+\fi
+% use upquote if available, for straight quotes in verbatim environments
+\IfFileExists{upquote.sty}{\usepackage{upquote}}{}
+% use microtype if available
+\IfFileExists{microtype.sty}{%
+\usepackage{microtype}
+\UseMicrotypeSet[protrusion]{basicmath} % disable protrusion for tt fonts
+}{}
+$if(geometry)$
+\usepackage[$for(geometry)$$geometry$$sep$,$endfor$]{geometry}
+$endif$
+\usepackage[unicode=true]{hyperref}
+$if(colorlinks)$
+\PassOptionsToPackage{usenames,dvipsnames}{color} % color is loaded by hyperref
+$endif$
+\hypersetup{
+$if(title-meta)$
+            pdftitle={$title-meta$},
+$endif$
+$if(author-meta)$
+            pdfauthor={$author-meta$},
+$endif$
+$if(keywords)$
+            pdfkeywords={$for(keywords)$$keywords$$sep$, $endfor$},
+$endif$
+$if(colorlinks)$
+            colorlinks=true,
+            linkcolor=$if(linkcolor)$$linkcolor$$else$Maroon$endif$,
+            citecolor=$if(citecolor)$$citecolor$$else$Blue$endif$,
+            urlcolor=$if(urlcolor)$$urlcolor$$else$Blue$endif$,
+$else$
+            pdfborder={0 0 0},
+$endif$
+            breaklinks=true}
+\urlstyle{same}  % don't use monospace font for urls
+$if(lang)$
+\ifnum 0\ifxetex 1\fi\ifluatex 1\fi=0 % if pdftex
+  \usepackage[shorthands=off,$for(babel-otherlangs)$$babel-otherlangs$,$endfor$main=$babel-lang$]{babel}
+$if(babel-newcommands)$
+  $babel-newcommands$
+$endif$
+\else
+  \usepackage{polyglossia}
+  \setmainlanguage[$polyglossia-lang.options$]{$polyglossia-lang.name$}
+$for(polyglossia-otherlangs)$
+  \setotherlanguage[$polyglossia-otherlangs.options$]{$polyglossia-otherlangs.name$}
+$endfor$
+\fi
+$endif$
+$if(natbib)$
+\usepackage{natbib}
+\bibliographystyle{$if(biblio-style)$$biblio-style$$else$plainnat$endif$}
+$endif$
+$if(biblatex)$
+\usepackage[$if(biblio-style)$style=$biblio-style$,$endif$$for(biblatexoptions)$$biblatexoptions$$sep$,$endfor$]{biblatex}
+$for(bibliography)$
+\addbibresource{$bibliography$}
+$endfor$
+$endif$
+$if(listings)$
+\usepackage{listings}
+$endif$
+$if(lhs)$
+\lstnewenvironment{code}{\lstset{language=Haskell,basicstyle=\small\ttfamily}}{}
+$endif$
+$if(highlighting-macros)$
+$highlighting-macros$
+$endif$
+$if(verbatim-in-note)$
+\usepackage{fancyvrb}
+\VerbatimFootnotes % allows verbatim text in footnotes
+$endif$
+$if(tables)$
+\usepackage{longtable,booktabs}
+% Fix footnotes in tables (requires footnote package)
+\IfFileExists{footnote.sty}{\usepackage{footnote}\makesavenoteenv{long table}}{}
+$endif$
+\usepackage{graphicx}
+$if(graphics)$
+\usepackage{graphicx,grffile}
+\makeatletter
+\def\maxwidth{\ifdim\Gin@nat@width>\linewidth\linewidth\else\Gin@nat@width\fi}
+\def\maxheight{\ifdim\Gin@nat@height>\textheight\textheight\else\Gin@nat@height\fi}
+\makeatother
+% Scale images if necessary, so that they will not overflow the page
+% margins by default, and it is still possible to overwrite the defaults
+% using explicit options in \includegraphics[width, height, ...]{}
+\setkeys{Gin}{width=\maxwidth,height=\maxheight,keepaspectratio}
+$endif$
+$if(links-as-notes)$
+% Make links footnotes instead of hotlinks:
+\renewcommand{\href}[2]{#2\footnote{\url{#1}}}
+$endif$
+$if(strikeout)$
+\usepackage[normalem]{ulem}
+% avoid problems with \sout in headers with hyperref:
+\pdfstringdefDisableCommands{\renewcommand{\sout}{}}
+$endif$
+$if(indent)$
+$else$
+\IfFileExists{parskip.sty}{%
+\usepackage{parskip}
+}{% else
+\setlength{\parindent}{0pt}
+\setlength{\parskip}{6pt plus 2pt minus 1pt}
+}
+$endif$
+\setlength{\emergencystretch}{3em}  % prevent overfull lines
+\providecommand{\tightlist}{%
+  \setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}}
+$if(numbersections)$
+\setcounter{secnumdepth}{$if(secnumdepth)$$secnumdepth$$else$5$endif$}
+$else$
+\setcounter{secnumdepth}{0}
+$endif$
+$if(subparagraph)$
+$else$
+% Redefines (sub)paragraphs to behave more like sections
+\ifx\paragraph\undefined\else
+\let\oldparagraph\paragraph
+\renewcommand{\paragraph}[1]{\oldparagraph{#1}\mbox{}}
+\fi
+\ifx\subparagraph\undefined\else
+\let\oldsubparagraph\subparagraph
+\renewcommand{\subparagraph}[1]{\oldsubparagraph{#1}\mbox{}}
+\fi
+$endif$
+$if(dir)$
+\ifxetex
+  % load bidi as late as possible as it modifies e.g. graphicx
+  $if(latex-dir-rtl)$
+  \usepackage[RTLdocument]{bidi}
+  $else$
+  \usepackage{bidi}
+  $endif$
+\fi
+\ifnum 0\ifxetex 1\fi\ifluatex 1\fi=0 % if pdftex
+  \TeXXeTstate=1
+  \newcommand{\RL}[1]{\beginR #1\endR}
+  \newcommand{\LR}[1]{\beginL #1\endL}
+  \newenvironment{RTL}{\beginR}{\endR}
+  \newenvironment{LTR}{\beginL}{\endL}
+\fi
+$endif$
+
+% set default figure placement to htbp
+\makeatletter
+\def\fps@figure{htbp}
+\makeatother
+
+$for(header-includes)$
+$header-includes$
+$endfor$
+
+$if(title)$
+\title{$title$$if(thanks)$\thanks{$thanks$}$endif$}
+$endif$
+$if(subtitle)$
+\providecommand{\subtitle}[1]{}
+\subtitle{$subtitle$}
+$endif$
+
+$if(author)$
+\author{
+    $for(author)$
+        \IEEEauthorblockN{$author.name$}
+        \IEEEauthorblockA{%
+            $author.affiliation$ \\
+            $author.email$ \\
+            $author.link$}
+        $sep$ \and
+    $endfor$
+}
+$endif$
+
+$if(institute)$
+\providecommand{\institute}[1]{}
+\institute{$for(institute)$$institute$$sep$ \and $endfor$}
+$endif$
+\date{$date$}
+
+\begin{document}
+$if(title)$
+\maketitle
+$endif$
+$if(abstract)$
+\begin{abstract}
+$abstract$
+\end{abstract}
+$endif$
+
+$if(keywords)$
+\begin{IEEEkeywords}
+$for(keywords)$
+    $keywords$$sep$;
+$endfor$
+\end{IEEEkeywords}
+$endif$
+
+$for(include-before)$
+$include-before$
+
+$endfor$
+$if(toc)$
+{
+$if(colorlinks)$
+\hypersetup{linkcolor=$if(toccolor)$$toccolor$$else$black$endif$}
+$endif$
+\setcounter{tocdepth}{$toc-depth$}
+\tableofcontents
+}
+$endif$
+$if(lot)$
+\listoftables
+$endif$
+$if(lof)$
+\listoffigures
+$endif$
+$body$
+
+$if(natbib)$
+$if(bibliography)$
+$if(biblio-title)$
+$if(book-class)$
+\renewcommand\bibname{$biblio-title$}
+$else$
+\renewcommand\refname{$biblio-title$}
+$endif$
+$endif$
+\bibliography{$for(bibliography)$$bibliography$$sep$,$endfor$}
+
+$endif$
+$endif$
+$if(biblatex)$
+\printbibliography$if(biblio-title)$[title=$biblio-title$]$endif$
+
+$endif$
+$for(include-after)$
+$include-after$
+
+$endfor$
+\end{document}
+