martinch59609
/
MasterarbeitLatex
Watch 1
Star 0
Fork 0
Code Issues 0 Pull Requests 0 Releases 0 Wiki Activity
Latex-Dateien der Masterarbeit
You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
3 Commits
1 Branch
Branch: master
Branches Tags
${ item.name }
Create branch ${ searchTerm }
from 'master'
${ noResults }
MasterarbeitLatex/VorlageTeX/grundlagen.aux

grundlagen.aux 29KB
Raw Permalink Blame History

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316 
  1. \relax 

  2. \providecommand\hyper@newdestlabel[2]{}

  3. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {chapter}{\numberline {2}Theoretische Grundlagen}{4}{chapter.2}\protected@file@percent }

  4. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\addvspace {10\p@ }}

  5. \@writefile{lot}{\defcounter {refsection}{0}\relax }\@writefile{lot}{\addvspace {10\p@ }}

  6. \@writefile{loa}{\defcounter {refsection}{0}\relax }\@writefile{loa}{\addvspace {10\p@ }}

  7. \newlabel{sec:grundlagen}{{2}{4}{Theoretische Grundlagen}{chapter.2}{}}

  8. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {2.1}Machine Learning}{4}{section.2.1}\protected@file@percent }

  9. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.1}Lernalgorithmen nach Aufgaben}{4}{subsection.2.1.1}\protected@file@percent }

  10. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.1.1}Klassifizierung}{4}{subsubsection.2.1.1.1}\protected@file@percent }

  11. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.1.2}Regression}{5}{subsubsection.2.1.1.2}\protected@file@percent }

  12. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.1.3}Transkription}{5}{subsubsection.2.1.1.3}\protected@file@percent }

  13. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.1.4}Maschinelle Übersetzung}{5}{subsubsection.2.1.1.4}\protected@file@percent }

  14. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.1.5}Erkennung von Anomalien}{5}{subsubsection.2.1.1.5}\protected@file@percent }

  15. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.2}Lernalgorithmen nach Erfahrung}{5}{subsection.2.1.2}\protected@file@percent }

  16. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.2.1}Überwachtes Lernen}{5}{subsubsection.2.1.2.1}\protected@file@percent }

  17. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.2.2}Unüberwachtes Lernen}{6}{subsubsection.2.1.2.2}\protected@file@percent }

  18. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.1.2.3}Reinforcement Learning}{6}{subsubsection.2.1.2.3}\protected@file@percent }

  19. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.1}{\ignorespaces Prinzipielle Darstellung des Reinforcement Learning \cite [400]{Zhou.2021}\relax }}{6}{figure.caption.8}\protected@file@percent }

  20. \newlabel{fig:Reinforcement Learning}{{2.1}{6}{Prinzipielle Darstellung des Reinforcement Learning \cite [400]{Zhou.2021}\relax }{figure.caption.8}{}}

  21. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.3}Generalisierung}{6}{subsection.2.1.3}\protected@file@percent }

  22. \newlabel{sec:Generalisierung}{{2.1.3}{6}{Generalisierung}{subsection.2.1.3}{}}

  23. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.2}{\ignorespaces Prinzipielle Darstellung des Generalisierungsfehlers anhand der Modellkomplexität \cite [127]{Goodfellow.2018}\relax }}{7}{figure.caption.9}\protected@file@percent }

  24. \newlabel{fig:Generalisierungsfehler}{{2.2}{7}{Prinzipielle Darstellung des Generalisierungsfehlers anhand der Modellkomplexität \cite [127]{Goodfellow.2018}\relax }{figure.caption.9}{}}

  25. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.4}Hyperparameter und Validierung}{8}{subsection.2.1.4}\protected@file@percent }

  26. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.3}{\ignorespaces Prinzipielle Darstellung der k-fach Kreuzvalidierung \cite [135]{Goodfellow.2018} und \cite [207]{Raschka.2018}\relax }}{9}{figure.caption.10}\protected@file@percent }

  27. \newlabel{fig:Kreuzvalidierung}{{2.3}{9}{Prinzipielle Darstellung der k-fach Kreuzvalidierung \cite [135]{Goodfellow.2018} und \cite [207]{Raschka.2018}\relax }{figure.caption.10}{}}

  28. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.5}Maximum-Likelihood-Schätzung}{9}{subsection.2.1.5}\protected@file@percent }

  29. \newlabel{sec:MaximumLikelihood}{{2.1.5}{9}{Maximum-Likelihood-Schätzung}{subsection.2.1.5}{}}

  30. \newlabel{eq:formelMaximumLikelihoodMLLog}{{1}{9}{Maximum-Likelihood-Schätzung}{equation.2.1.1}{}}

  31. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.1.6}Stochastisches Gradientenabstiegsverfahren}{10}{subsection.2.1.6}\protected@file@percent }

  32. \newlabel{sec:StochastischesGradientenabstiegsverfahren}{{2.1.6}{10}{Stochastisches Gradientenabstiegsverfahren}{subsection.2.1.6}{}}

  33. \newlabel{eq:formelVerlustNegativeLogLikelihoodML}{{2}{10}{Stochastisches Gradientenabstiegsverfahren}{equation.2.1.2}{}}

  34. \newlabel{eq:formelLKostenfunktion}{{3}{10}{Stochastisches Gradientenabstiegsverfahren}{equation.2.1.3}{}}

  35. \newlabel{eq:formelGradientML}{{4}{10}{Stochastisches Gradientenabstiegsverfahren}{equation.2.1.4}{}}

  36. \newlabel{eq:formelGradientMiniBatch}{{5}{11}{Stochastisches Gradientenabstiegsverfahren}{equation.2.1.5}{}}

  37. \newlabel{eq:formelGradientStochasticDescent}{{6}{11}{Stochastisches Gradientenabstiegsverfahren}{equation.2.1.6}{}}

  38. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {2.2}Künstliche tiefe neuronale Netze}{11}{section.2.2}\protected@file@percent }

  39. \newlabel{sec:tiefeNetze}{{2.2}{11}{Künstliche tiefe neuronale Netze}{section.2.2}{}}

  40. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.1}Tiefe Feedforward-Netze}{11}{subsection.2.2.1}\protected@file@percent }

  41. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.4}{\ignorespaces Prinzipielle Darstellung eines k\"unstlichen Neuron \cite [105]{Zhou.2021}\relax }}{12}{figure.caption.11}\protected@file@percent }

  42. \newlabel{fig:Neuron}{{2.4}{12}{Prinzipielle Darstellung eines k\"unstlichen Neuron \cite [105]{Zhou.2021}\relax }{figure.caption.11}{}}

  43. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.5}{\ignorespaces Prinzipielle Darstellung eines \gls {MLP} \cite [191]{Goodfellow.2018}, \cite [387-389]{Raschka.2018}\relax }}{12}{figure.caption.12}\protected@file@percent }

  44. \newlabel{fig:Neuronales Netz}{{2.5}{12}{Prinzipielle Darstellung eines \gls {MLP} \cite [191]{Goodfellow.2018}, \cite [387-389]{Raschka.2018}\relax }{figure.caption.12}{}}

  45. \newlabel{eq:formelNeuron}{{7}{13}{Tiefe Feedforward-Netze}{equation.2.2.7}{}}

  46. \newlabel{eq:formelMLPInput}{{8}{13}{Tiefe Feedforward-Netze}{equation.2.2.8}{}}

  47. \newlabel{eq:formelMLPHidden}{{9}{13}{Tiefe Feedforward-Netze}{equation.2.2.9}{}}

  48. \newlabel{eq:formelMLPOutput}{{10}{13}{Tiefe Feedforward-Netze}{equation.2.2.10}{}}

  49. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.2}Aktivierungsfunktionen}{14}{subsection.2.2.2}\protected@file@percent }

  50. \newlabel{eq:formelReLU}{{11}{14}{Aktivierungsfunktionen}{equation.2.2.11}{}}

  51. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.6}{\ignorespaces Plot der \gls {ReLU}-Funktion \cite [192]{Goodfellow.2018}\relax }}{14}{figure.caption.13}\protected@file@percent }

  52. \newlabel{fig:ReLU}{{2.6}{14}{Plot der \gls {ReLU}-Funktion \cite [192]{Goodfellow.2018}\relax }{figure.caption.13}{}}

  53. \newlabel{eq:formelSigmoid}{{12}{14}{Aktivierungsfunktionen}{equation.2.2.12}{}}

  54. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.7}{\ignorespaces Plot der Sigmoid-Funktion \cite [391]{Raschka.2018}\relax }}{15}{figure.caption.14}\protected@file@percent }

  55. \newlabel{fig:Sigmoid}{{2.7}{15}{Plot der Sigmoid-Funktion \cite [391]{Raschka.2018}\relax }{figure.caption.14}{}}

  56. \newlabel{eq:formelSoftmax}{{13}{15}{Aktivierungsfunktionen}{equation.2.2.13}{}}

  57. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.8}{\ignorespaces Plot der \gls {ReLU}6-Funktion \cite {Sandler}\relax }}{16}{figure.caption.15}\protected@file@percent }

  58. \newlabel{fig:ReLU6}{{2.8}{16}{Plot der \gls {ReLU}6-Funktion \cite {Sandler}\relax }{figure.caption.15}{}}

  59. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.3}Backpropagation}{16}{subsection.2.2.3}\protected@file@percent }

  60. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.4}Regularisierung}{16}{subsection.2.2.4}\protected@file@percent }

  61. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.4.1}Parameter-Norm-Strafterme L2- und L1-Regularisierung}{16}{subsubsection.2.2.4.1}\protected@file@percent }

  62. \newlabel{eq:formelL2Regularisierung}{{14}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.14}{}}

  63. \newlabel{eq:formelL2RegularisierungGesamtzielfunktion}{{15}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.15}{}}

  64. \newlabel{eq:formelL2RegularisierungGesamtzielfunktionGradient}{{16}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.16}{}}

  65. \newlabel{eq:formelL2RegularisierungGesamtzielfunktionGradientenschritt}{{17}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.17}{}}

  66. \newlabel{eq:formelL1Regularisierung}{{18}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.18}{}}

  67. \newlabel{eq:formelL1RegularisierungGesamtzielfunktion}{{19}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.19}{}}

  68. \newlabel{eq:formelL1RegularisierungGesamtzielfunktionGradient}{{20}{17}{Parameter-Norm-Strafterme L2- und L1-Regularisierung}{equation.2.2.20}{}}

  69. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.4.2}Erweitern des Datensatzes / Data Augmentation}{18}{subsubsection.2.2.4.2}\protected@file@percent }

  70. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.4.3}Früher Abbruch}{18}{subsubsection.2.2.4.3}\protected@file@percent }

  71. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.4.4}Dropout}{18}{subsubsection.2.2.4.4}\protected@file@percent }

  72. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.5}Optimierung beim Trainieren neuronaler Netze}{19}{subsection.2.2.5}\protected@file@percent }

  73. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.5.1}Stochastisches Gradientenabstiegsverfahren}{19}{subsubsection.2.2.5.1}\protected@file@percent }

  74. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.5.2}Momentum}{19}{subsubsection.2.2.5.2}\protected@file@percent }

  75. \newlabel{eq:formelMomentum}{{21}{19}{Momentum}{equation.2.2.21}{}}

  76. \newlabel{eq:formelGradientStochasticDescentMomentum}{{22}{19}{Momentum}{equation.2.2.22}{}}

  77. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.5.3}Adaptive Lernraten}{20}{subsubsection.2.2.5.3}\protected@file@percent }

  78. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.9}{\ignorespaces Lernrate mit Warm Up und Cosine Decay\relax }}{20}{figure.caption.16}\protected@file@percent }

  79. \newlabel{fig:CosineDecay}{{2.9}{20}{Lernrate mit Warm Up und Cosine Decay\relax }{figure.caption.16}{}}

  80. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.5.4}Anpassung der Merkmale mit Standardisierung und Normierung}{20}{subsubsection.2.2.5.4}\protected@file@percent }

  81. \newlabel{StandardisierungNormierung}{{2.2.5.4}{20}{Anpassung der Merkmale mit Standardisierung und Normierung}{subsubsection.2.2.5.4}{}}

  82. \newlabel{eq:Normierung}{{23}{21}{Anpassung der Merkmale mit Standardisierung und Normierung}{equation.2.2.23}{}}

  83. \newlabel{eq:Standardisierung}{{24}{21}{Anpassung der Merkmale mit Standardisierung und Normierung}{equation.2.2.24}{}}

  84. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.5.5}Batch-Normalisierung}{21}{subsubsection.2.2.5.5}\protected@file@percent }

  85. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.2.6}Konvolutionale Neuronale Netze}{21}{subsection.2.2.6}\protected@file@percent }

  86. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.10}{\ignorespaces Darstellung eines CNN nach der LeNet-5-Struktur \cite {Zhou.182017}\relax }}{22}{figure.caption.17}\protected@file@percent }

  87. \newlabel{fig:CNNLeNet5}{{2.10}{22}{Darstellung eines CNN nach der LeNet-5-Struktur \cite {Zhou.182017}\relax }{figure.caption.17}{}}

  88. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.6.1}Faltungsoperation mittels Kernel / Convolution}{22}{subsubsection.2.2.6.1}\protected@file@percent }

  89. \newlabel{eq:ZweidimensionaleFaltung1}{{25}{23}{Faltungsoperation mittels Kernel / Convolution}{equation.2.2.25}{}}

  90. \newlabel{eq:ZweidimensionaleFaltungKernelFlipping}{{26}{23}{Faltungsoperation mittels Kernel / Convolution}{equation.2.2.26}{}}

  91. \newlabel{eq:ZweidimensionaleFaltungKreuzkorrelation}{{27}{23}{Faltungsoperation mittels Kernel / Convolution}{equation.2.2.27}{}}

  92. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.11}{\ignorespaces Darstellung der Convolution mit Valid-Padding und Schrittweite 1 \cite [373]{Goodfellow.2018}\relax }}{24}{figure.caption.18}\protected@file@percent }

  93. \newlabel{fig:Convolution}{{2.11}{24}{Darstellung der Convolution mit Valid-Padding und Schrittweite 1 \cite [373]{Goodfellow.2018}\relax }{figure.caption.18}{}}

  94. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.2.6.2}Pooling / Max-Pooling}{25}{subsubsection.2.2.6.2}\protected@file@percent }

  95. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.12}{\ignorespaces Darstellung des Max-Pooling \cite [500]{Raschka.2018}\relax }}{25}{figure.caption.19}\protected@file@percent }

  96. \newlabel{fig:MaxPooling}{{2.12}{25}{Darstellung des Max-Pooling \cite [500]{Raschka.2018}\relax }{figure.caption.19}{}}

  97. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {2.3}Objekterkennung mittels neuronaler Netze}{26}{section.2.3}\protected@file@percent }

  98. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.3.1}Parameter zur Objektidentifikation}{26}{subsection.2.3.1}\protected@file@percent }

  99. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.3.2}Netzarchitekturen}{26}{subsection.2.3.2}\protected@file@percent }

  100. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.2.1}Single Shot MultiBox Detector}{26}{subsubsection.2.3.2.1}\protected@file@percent }

  101. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.13}{\ignorespaces Architektur des \gls {SSD} mit VGG-16 als Basisnetz \cite {Liu.2015}\relax }}{27}{figure.caption.20}\protected@file@percent }

  102. \newlabel{fig:SSD}{{2.13}{27}{Architektur des \gls {SSD} mit VGG-16 als Basisnetz \cite {Liu.2015}\relax }{figure.caption.20}{}}

  103. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.14}{\ignorespaces Ground Truth Boxen und Standardboxen des \gls {SSD} in den 8x8 und 4x4 Feature Maps \cite {Liu.2015}\relax }}{27}{figure.caption.21}\protected@file@percent }

  104. \newlabel{fig:SSDDefaultBoxen}{{2.14}{27}{Ground Truth Boxen und Standardboxen des \gls {SSD} in den 8x8 und 4x4 Feature Maps \cite {Liu.2015}\relax }{figure.caption.21}{}}

  105. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.2.2}Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{28}{subsubsection.2.3.2.2}\protected@file@percent }

  106. \newlabel{eq:ordinaryConvolution}{{28}{28}{Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{equation.2.3.28}{}}

  107. \newlabel{eq:ordinaryComputationalCost}{{29}{28}{Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{equation.2.3.29}{}}

  108. \newlabel{eq:DepthwiseConvolution}{{30}{28}{Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{equation.2.3.30}{}}

  109. \newlabel{eq:DepthwiseComputationalCost}{{31}{29}{Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{equation.2.3.31}{}}

  110. \newlabel{eq:DepthwiseSeparabelComputationalCost}{{32}{29}{Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{equation.2.3.32}{}}

  111. \newlabel{eq:ComputationalCostQuotient}{{33}{29}{Mobilenet V1 / V2 als Basisnetz zum \gls {SSD}}{equation.2.3.33}{}}

  112. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.15}{\ignorespaces Depthwise Separable Convolution Block \cite {Sandler}\relax }}{29}{figure.caption.22}\protected@file@percent }

  113. \newlabel{fig:MobilenetV1}{{2.15}{29}{Depthwise Separable Convolution Block \cite {Sandler}\relax }{figure.caption.22}{}}

  114. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.16}{\ignorespaces Bottleneck Depth-Separable Convolution with residuals Block \cite {Sandler}\relax }}{30}{figure.caption.23}\protected@file@percent }

  115. \newlabel{fig:MobilenetV2}{{2.16}{30}{Bottleneck Depth-Separable Convolution with residuals Block \cite {Sandler}\relax }{figure.caption.23}{}}

  116. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.2.3}\gls {SSD}Lite}{30}{subsubsection.2.3.2.3}\protected@file@percent }

  117. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.2.4}ResNet-50 als Basisnetz zum \gls {SSD}}{31}{subsubsection.2.3.2.4}\protected@file@percent }

  118. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.17}{\ignorespaces Convolution mit Residual Block \cite {He.2015}\relax }}{31}{figure.caption.24}\protected@file@percent }

  119. \newlabel{fig:ResNet}{{2.17}{31}{Convolution mit Residual Block \cite {He.2015}\relax }{figure.caption.24}{}}

  120. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.2.5}Feature Pyramid Network}{31}{subsubsection.2.3.2.5}\protected@file@percent }

  121. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.18}{\ignorespaces Prinzipdarsellung des Feature Pyramid Network links mit Bottom-up und rechts mit Top-down Pathway \cite {Lin.1292016}\relax }}{32}{figure.caption.25}\protected@file@percent }

  122. \newlabel{fig:FPN}{{2.18}{32}{Prinzipdarsellung des Feature Pyramid Network links mit Bottom-up und rechts mit Top-down Pathway \cite {Lin.1292016}\relax }{figure.caption.25}{}}

  123. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.3.3}Evaluierung der Objekterkennung}{32}{subsection.2.3.3}\protected@file@percent }

  124. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.3.1}Konfusionsmatrix}{32}{subsubsection.2.3.3.1}\protected@file@percent }

  125. \@writefile{lot}{\defcounter {refsection}{0}\relax }\@writefile{lot}{\contentsline {table}{\numberline {2.1}{\ignorespaces Darstellung der Konfusionmatrix\relax }}{33}{table.caption.26}\protected@file@percent }

  126. \newlabel{tab:Konfusionmatrix}{{2.1}{33}{Darstellung der Konfusionmatrix\relax }{table.caption.26}{}}

  127. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.3.2}Accuracy}{33}{subsubsection.2.3.3.2}\protected@file@percent }

  128. \newlabel{eq:Accuracy}{{34}{33}{Accuracy}{equation.2.3.34}{}}

  129. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.3.3}Precision und Recall}{33}{subsubsection.2.3.3.3}\protected@file@percent }

  130. \newlabel{PrecisionRecall}{{2.3.3.3}{33}{Precision und Recall}{subsubsection.2.3.3.3}{}}

  131. \newlabel{eq:Precision}{{35}{33}{Precision und Recall}{equation.2.3.35}{}}

  132. \newlabel{eq:Recall}{{36}{33}{Precision und Recall}{equation.2.3.36}{}}

  133. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.3.4}Intersection over Union}{34}{subsubsection.2.3.3.4}\protected@file@percent }

  134. \newlabel{eq:IoU}{{37}{34}{Intersection over Union}{equation.2.3.37}{}}

  135. \newlabel{fig:ven-1a}{{2.19a}{34}{Subfigure 2 2.19a}{subfigure.2.19.1}{}}

  136. \newlabel{sub@fig:ven-1a}{{(a)}{a}{Subfigure 2 2.19a\relax }{subfigure.2.19.1}{}}

  137. \newlabel{fig:ven-1b}{{2.19b}{34}{Subfigure 2 2.19b}{subfigure.2.19.2}{}}

  138. \newlabel{sub@fig:ven-1b}{{(b)}{b}{Subfigure 2 2.19b\relax }{subfigure.2.19.2}{}}

  139. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.19}{\ignorespaces Darstellung der Area of union / intersection \cite [5]{Arulprakash.2021}\relax }}{34}{figure.caption.27}\protected@file@percent }

  140. \newlabel{fig:IoU}{{2.19}{34}{Darstellung der Area of union / intersection \cite [5]{Arulprakash.2021}\relax }{figure.caption.27}{}}

  141. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Area of union }}}{34}{subfigure.19.1}\protected@file@percent }

  142. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {Area of intersection }}}{34}{subfigure.19.2}\protected@file@percent }

  143. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsubsection}{\numberline {2.3.3.5}Mean Average Precision / Average Precision / Average Recall}{34}{subsubsection.2.3.3.5}\protected@file@percent }

  144. \newlabel{eq:APGeneral}{{38}{34}{Mean Average Precision / Average Precision / Average Recall}{equation.2.3.38}{}}

  145. \newlabel{eq:PrecisionInterpol}{{39}{35}{Mean Average Precision / Average Precision / Average Recall}{equation.2.3.39}{}}

  146. \newlabel{eq:APSum}{{40}{35}{Mean Average Precision / Average Precision / Average Recall}{equation.2.3.40}{}}

  147. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {section}{\numberline {2.4}Depth Estimation mittels neuronaler Netze}{35}{section.2.4}\protected@file@percent }

  148. \newlabel{DepthEstimation}{{2.4}{35}{Depth Estimation mittels neuronaler Netze}{section.2.4}{}}

  149. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.4.1}MiDaS}{35}{subsection.2.4.1}\protected@file@percent }

  150. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.20}{\ignorespaces Basisarchitektur des MiDaS \cite {Xian_2018_CVPR}\relax }}{36}{figure.caption.28}\protected@file@percent }

  151. \newlabel{fig:DepthEstimationCNNXian}{{2.20}{36}{Basisarchitektur des MiDaS \cite {Xian_2018_CVPR}\relax }{figure.caption.28}{}}

  152. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.21}{\ignorespaces Encoder und Decoder in einem CNN \cite {EncoderDecoder7803544}\relax }}{36}{figure.caption.29}\protected@file@percent }

  153. \newlabel{fig:EncoderDecoder}{{2.21}{36}{Encoder und Decoder in einem CNN \cite {EncoderDecoder7803544}\relax }{figure.caption.29}{}}

  154. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.22}{\ignorespaces Resultate des MiDaS \cite {Ranftl.2019}\relax }}{37}{figure.caption.30}\protected@file@percent }

  155. \newlabel{fig:DepthEstimationResults}{{2.22}{37}{Resultate des MiDaS \cite {Ranftl.2019}\relax }{figure.caption.30}{}}

  156. \@writefile{toc}{\defcounter {refsection}{0}\relax }\@writefile{toc}{\contentsline {subsection}{\numberline {2.4.2}PyDnet}{37}{subsection.2.4.2}\protected@file@percent }

  157. \@writefile{lof}{\defcounter {refsection}{0}\relax }\@writefile{lof}{\contentsline {figure}{\numberline {2.23}{\ignorespaces Architektur des PyDNet \cite {Poggi.2018}\relax }}{37}{figure.caption.31}\protected@file@percent }

  158. \newlabel{fig:PyDnet}{{2.23}{37}{Architektur des PyDNet \cite {Poggi.2018}\relax }{figure.caption.31}{}}

  159. \@setckpt{grundlagen}{

  160. \setcounter{page}{38}

  161. \setcounter{equation}{40}

  162. \setcounter{enumi}{0}

  163. \setcounter{enumii}{0}

  164. \setcounter{enumiii}{0}

  165. \setcounter{enumiv}{0}

  166. \setcounter{footnote}{0}

  167. \setcounter{mpfootnote}{0}

  168. \setcounter{part}{0}

  169. \setcounter{chapter}{2}

  170. \setcounter{section}{4}

  171. \setcounter{subsection}{2}

  172. \setcounter{subsubsection}{0}

  173. \setcounter{paragraph}{0}

  174. \setcounter{subparagraph}{0}

  175. \setcounter{figure}{23}

  176. \setcounter{table}{1}

  177. \setcounter{Item}{0}

  178. \setcounter{Hfootnote}{0}

  179. \setcounter{bookmark@seq@number}{0}

  180. \setcounter{caption@flags}{0}

  181. \setcounter{continuedfloat}{0}

  182. \setcounter{KVtest}{0}

  183. \setcounter{subfigure}{0}

  184. \setcounter{subfigure@save}{2}

  185. \setcounter{lofdepth}{1}

  186. \setcounter{subtable}{0}

  187. \setcounter{subtable@save}{0}

  188. \setcounter{lotdepth}{1}

  189. \setcounter{AM@survey}{0}

  190. \setcounter{ALC@unique}{0}

  191. \setcounter{ALC@line}{0}

  192. \setcounter{ALC@rem}{0}

  193. \setcounter{ALC@depth}{0}

  194. \setcounter{AlgoLine}{0}

  195. \setcounter{algocfline}{0}

  196. \setcounter{algocfproc}{0}

  197. \setcounter{algocf}{0}

  198. \setcounter{parentequation}{0}

  199. \setcounter{su@anzahl}{0}

  200. \setcounter{LT@tables}{1}

  201. \setcounter{LT@chunks}{2}

  202. \setcounter{tabx@nest}{0}

  203. \setcounter{listtotal}{0}

  204. \setcounter{listcount}{0}

  205. \setcounter{liststart}{0}

  206. \setcounter{liststop}{0}

  207. \setcounter{citecount}{0}

  208. \setcounter{citetotal}{0}

  209. \setcounter{multicitecount}{0}

  210. \setcounter{multicitetotal}{0}

  211. \setcounter{instcount}{335}

  212. \setcounter{maxnames}{3}

  213. \setcounter{minnames}{1}

  214. \setcounter{maxitems}{3}

  215. \setcounter{minitems}{1}

  216. \setcounter{citecounter}{0}

  217. \setcounter{maxcitecounter}{0}

  218. \setcounter{savedcitecounter}{0}

  219. \setcounter{uniquelist}{0}

  220. \setcounter{uniquename}{0}

  221. \setcounter{refsection}{0}

  222. \setcounter{refsegment}{0}

  223. \setcounter{maxextratitle}{0}

  224. \setcounter{maxextratitleyear}{0}

  225. \setcounter{maxextraname}{9}

  226. \setcounter{maxextradate}{0}

  227. \setcounter{maxextraalpha}{0}

  228. \setcounter{abbrvpenalty}{50}

  229. \setcounter{highnamepenalty}{50}

  230. \setcounter{lownamepenalty}{25}

  231. \setcounter{maxparens}{3}

  232. \setcounter{parenlevel}{0}

  233. \setcounter{mincomprange}{10}

  234. \setcounter{maxcomprange}{100000}

  235. \setcounter{mincompwidth}{1}

  236. \setcounter{afterword}{0}

  237. \setcounter{savedafterword}{0}

  238. \setcounter{annotator}{0}

  239. \setcounter{savedannotator}{0}

  240. \setcounter{author}{0}

  241. \setcounter{savedauthor}{0}

  242. \setcounter{bookauthor}{0}

  243. \setcounter{savedbookauthor}{0}

  244. \setcounter{commentator}{0}

  245. \setcounter{savedcommentator}{0}

  246. \setcounter{editor}{0}

  247. \setcounter{savededitor}{0}

  248. \setcounter{editora}{0}

  249. \setcounter{savededitora}{0}

  250. \setcounter{editorb}{0}

  251. \setcounter{savededitorb}{0}

  252. \setcounter{editorc}{0}

  253. \setcounter{savededitorc}{0}

  254. \setcounter{foreword}{0}

  255. \setcounter{savedforeword}{0}

  256. \setcounter{holder}{0}

  257. \setcounter{savedholder}{0}

  258. \setcounter{introduction}{0}

  259. \setcounter{savedintroduction}{0}

  260. \setcounter{namea}{0}

  261. \setcounter{savednamea}{0}

  262. \setcounter{nameb}{0}

  263. \setcounter{savednameb}{0}

  264. \setcounter{namec}{0}

  265. \setcounter{savednamec}{0}

  266. \setcounter{translator}{0}

  267. \setcounter{savedtranslator}{0}

  268. \setcounter{shortauthor}{0}

  269. \setcounter{savedshortauthor}{0}

  270. \setcounter{shorteditor}{0}

  271. \setcounter{savedshorteditor}{0}

  272. \setcounter{labelname}{0}

  273. \setcounter{savedlabelname}{0}

  274. \setcounter{institution}{0}

  275. \setcounter{savedinstitution}{0}

  276. \setcounter{lista}{0}

  277. \setcounter{savedlista}{0}

  278. \setcounter{listb}{0}

  279. \setcounter{savedlistb}{0}

  280. \setcounter{listc}{0}

  281. \setcounter{savedlistc}{0}

  282. \setcounter{listd}{0}

  283. \setcounter{savedlistd}{0}

  284. \setcounter{liste}{0}

  285. \setcounter{savedliste}{0}

  286. \setcounter{listf}{0}

  287. \setcounter{savedlistf}{0}

  288. \setcounter{location}{0}

  289. \setcounter{savedlocation}{0}

  290. \setcounter{organization}{0}

  291. \setcounter{savedorganization}{0}

  292. \setcounter{origlocation}{0}

  293. \setcounter{savedoriglocation}{0}

  294. \setcounter{origpublisher}{0}

  295. \setcounter{savedorigpublisher}{0}

  296. \setcounter{publisher}{0}

  297. \setcounter{savedpublisher}{0}

  298. \setcounter{language}{0}

  299. \setcounter{savedlanguage}{0}

  300. \setcounter{origlanguage}{0}

  301. \setcounter{savedoriglanguage}{0}

  302. \setcounter{pageref}{0}

  303. \setcounter{savedpageref}{0}

  304. \setcounter{textcitecount}{0}

  305. \setcounter{textcitetotal}{0}

  306. \setcounter{textcitemaxnames}{0}

  307. \setcounter{biburlbigbreakpenalty}{100}

  308. \setcounter{biburlbreakpenalty}{200}

  309. \setcounter{biburlnumpenalty}{0}

  310. \setcounter{biburlucpenalty}{0}

  311. \setcounter{biburllcpenalty}{0}

  312. \setcounter{smartand}{1}

  313. \setcounter{bbx:relatedcount}{0}

  314. \setcounter{bbx:relatedtotal}{0}

  315. \setcounter{section@level}{2}

  316. }