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1 | 1 | \relax
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2 | 2 | \@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}}
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3 |
| -\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces Vanilla Generative Adversarial Network}}{1}} |
4 |
| -\newlabel{fig:gans}{{1}{1}} |
5 | 3 | \@writefile{toc}{\contentsline {subsection}{\numberline {1.1}Generative adversarial networks}{1}}
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6 | 4 | \newlabel{sec:generative_adversarial_networks}{{1.1}{1}}
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| 5 | +\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces Vanilla Generative Adversarial Network\relax }}{1}} |
| 6 | +\providecommand*\caption@xref[2]{\@setref\relax\@undefined{#1}} |
| 7 | +\newlabel{fig:gans}{{1}{1}} |
7 | 8 | \newlabel{eu_eqn}{{1}{2}}
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8 | 9 | \@writefile{toc}{\contentsline {subsection}{\numberline {1.2}Convolutional Neural Networks}{2}}
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9 |
| -\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Convolutional Neural Network}}{2}} |
| 10 | +\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces Convolutional Neural Network\relax }}{2}} |
10 | 11 | \newlabel{fig:cnn}{{2}{2}}
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11 | 12 | \@writefile{toc}{\contentsline {subsection}{\numberline {1.3}Capsule Networks}{2}}
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12 | 13 | \newlabel{sec:capsule_networks}{{1.3}{2}}
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13 |
| -\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces Capsule Networks}}{2}} |
| 14 | +\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces Capsule Networks\relax }}{2}} |
14 | 15 | \newlabel{fig:caps}{{3}{2}}
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15 |
| -\@writefile{toc}{\contentsline {section}{\numberline {2}Related work}{2}} |
16 | 16 | \citation{imagenet}
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17 | 17 | \citation{dcgan}
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18 | 18 | \citation{dcgan}
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25 | 25 | \citation{deepresidual}
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26 | 26 | \citation{congan}
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27 | 27 | \citation{vardivmin}
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28 |
| -\citation{copgan} |
29 |
| -\citation{capsnet} |
| 28 | +\@writefile{toc}{\contentsline {section}{\numberline {2}Related work}{3}} |
30 | 29 | \@writefile{toc}{\contentsline {subsection}{\numberline {2.1}DCGAN}{3}}
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31 |
| -\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces Deep Convolutional Generative Adversarial Network}}{3}} |
| 30 | +\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces Deep Convolutional Generative Adversarial Network\relax }}{3}} |
32 | 31 | \newlabel{fig:dcgan}{{4}{3}}
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33 | 32 | \@writefile{toc}{\contentsline {subsection}{\numberline {2.2}InfoGAN}{3}}
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34 | 33 | \newlabel{sec:infogan}{{2.2}{3}}
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38 | 37 | \newlabel{sec:wgan}{{2.4}{3}}
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39 | 38 | \@writefile{toc}{\contentsline {subsection}{\numberline {2.5}Other GANs}{3}}
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40 | 39 | \newlabel{sec:other_gan}{{2.5}{3}}
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41 |
| -\@writefile{toc}{\contentsline {subsection}{\numberline {2.6}Capsule Neural Network}{3}} |
42 |
| -\newlabel{sec:capsule_neural_network}{{2.6}{3}} |
| 40 | +\citation{copgan} |
| 41 | +\citation{capsnet} |
| 42 | +\@writefile{toc}{\contentsline {subsection}{\numberline {2.6}Capsule Neural Network}{4}} |
| 43 | +\newlabel{sec:capsule_neural_network}{{2.6}{4}} |
43 | 44 | \@writefile{toc}{\contentsline {section}{\numberline {3}Proposed Architecture}{4}}
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| 45 | +\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces Proposed architecture\relax }}{4}} |
| 46 | +\newlabel{fig:capsgan}{{5}{4}} |
44 | 47 | \@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Generator}{4}}
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45 | 48 | \newlabel{sec:generator}{{3.1}{4}}
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46 |
| -\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces Generator architecture}}{4}} |
47 |
| -\newlabel{fig:generator}{{5}{4}} |
| 49 | +\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces Generator architecture\relax }}{4}} |
| 50 | +\newlabel{fig:generator}{{6}{4}} |
48 | 51 | \@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Discriminator}{4}}
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49 | 52 | \newlabel{sec:discriminator}{{3.2}{4}}
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50 |
| -\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.1}Layer 1: Convolutional Layer}{4}} |
51 |
| -\newlabel{sub:layer_1_convolutional_layer}{{3.2.1}{4}} |
52 |
| -\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.2}Layer 2: PrimaryCaps Layer}{4}} |
53 |
| -\newlabel{sub:layer_2_primarycaps_layer}{{3.2.2}{4}} |
| 53 | +\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.1}Layer 1: Convolutional Layer}{5}} |
| 54 | +\newlabel{sub:layer_1_convolutional_layer}{{3.2.1}{5}} |
| 55 | +\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.2}Layer 2: PrimaryCaps Layer}{5}} |
| 56 | +\newlabel{sub:layer_2_primarycaps_layer}{{3.2.2}{5}} |
54 | 57 | \@writefile{toc}{\contentsline {subsubsection}{\numberline {3.2.3}Layer 3: DigitCaps Layer}{5}}
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55 | 58 | \newlabel{sub:layer_3_digitcaps_layer}{{3.2.3}{5}}
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56 | 59 | \@writefile{toc}{\contentsline {section}{\numberline {4}Implementations}{5}}
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57 |
| -\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces Proposed architecture}}{5}} |
58 |
| -\newlabel{fig:capsgan}{{6}{5}} |
59 | 60 | \@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Network Architectures}{5}}
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60 | 61 | \newlabel{sec:network_architectures}{{4.1}{5}}
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61 | 62 | \@writefile{toc}{\contentsline {subsubsection}{\numberline {4.1.1}Generator}{5}}
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62 |
| -\newlabel{sub:generator}{{4.1.1}{5}} |
63 |
| -\@writefile{toc}{\contentsline {subsubsection}{\numberline {4.1.2}Discriminator}{5}} |
64 |
| -\newlabel{sub:discriminator}{{4.1.2}{5}} |
| 63 | +\newlabel{sub:Generator}{{4.1.1}{5}} |
| 64 | +\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces Generator layers\relax }}{5}} |
| 65 | +\newlabel{fig:generator}{{7}{5}} |
| 66 | +\@writefile{toc}{\contentsline {subsubsection}{\numberline {4.1.2}Discriminator}{6}} |
| 67 | +\newlabel{sub:Discriminator}{{4.1.2}{6}} |
| 68 | +\@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces Discriminator layers\relax }}{6}} |
| 69 | +\newlabel{fig:discriminator_layers}{{8}{6}} |
| 70 | +\@writefile{toc}{\contentsline {section}{\numberline {5}Results}{6}} |
| 71 | +\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Training}{6}} |
| 72 | +\newlabel{sec:training}{{5.1}{6}} |
| 73 | +\@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces ACGAN metrics\relax }}{6}} |
| 74 | +\newlabel{fig:acgan_metric}{{9}{6}} |
| 75 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical ACGAN}}}{6}} |
| 76 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet ACGAN}}}{6}} |
| 77 | +\@writefile{lof}{\contentsline {figure}{\numberline {10}{\ignorespaces DCGAN metrics\relax }}{6}} |
| 78 | +\newlabel{fig:dcgan_metric}{{10}{6}} |
| 79 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical DCGAN}}}{6}} |
| 80 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet DCGAN}}}{6}} |
| 81 | +\@writefile{lof}{\contentsline {figure}{\numberline {11}{\ignorespaces InfoGAN metrics\relax }}{6}} |
| 82 | +\newlabel{fig:infogan_metric}{{11}{6}} |
| 83 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical InfoGAN}}}{6}} |
| 84 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet InfoGAN}}}{6}} |
| 85 | +\@writefile{lof}{\contentsline {figure}{\numberline {12}{\ignorespaces WGAN metrics\relax }}{6}} |
| 86 | +\newlabel{fig:wgan_metric}{{12}{6}} |
| 87 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical WGAN}}}{6}} |
| 88 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet WGAN}}}{6}} |
| 89 | +\@writefile{lof}{\contentsline {figure}{\numberline {13}{\ignorespaces WGAN metrics - zoomed\relax }}{6}} |
| 90 | +\newlabel{fig:wgan_metric_zoomed}{{13}{6}} |
| 91 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical WGAN}}}{6}} |
| 92 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet WGAN}}}{6}} |
| 93 | +\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Generation}{7}} |
| 94 | +\newlabel{sec:generation}{{5.2}{7}} |
| 95 | +\@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces ACGAN outputs\relax }}{7}} |
| 96 | +\newlabel{fig:acgan_gen}{{14}{7}} |
| 97 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical ACGAN}}}{7}} |
| 98 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet ACGAN}}}{7}} |
| 99 | +\@writefile{lof}{\contentsline {figure}{\numberline {15}{\ignorespaces DCGAN outputs\relax }}{7}} |
| 100 | +\newlabel{fig:dcgan_gen}{{15}{7}} |
| 101 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical DCGAN}}}{7}} |
| 102 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet DCGAN}}}{7}} |
| 103 | +\@writefile{lof}{\contentsline {figure}{\numberline {16}{\ignorespaces InfoGAN outputs\relax }}{7}} |
| 104 | +\newlabel{fig:infogan_gen}{{16}{7}} |
| 105 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical InfoGAN}}}{7}} |
| 106 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet InfoGAN}}}{7}} |
| 107 | +\@writefile{lof}{\contentsline {figure}{\numberline {17}{\ignorespaces WGAN outputs\relax }}{7}} |
| 108 | +\newlabel{fig:wgan_gen}{{17}{7}} |
| 109 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(a)}{\ignorespaces {Classical WGAN}}}{7}} |
| 110 | +\@writefile{lof}{\contentsline {subfigure}{\numberline{(b)}{\ignorespaces {CapsNet WGAN}}}{7}} |
| 111 | +\@writefile{toc}{\contentsline {section}{\numberline {6}Conclusions}{7}} |
| 112 | +\@writefile{toc}{\contentsline {section}{\numberline {7}Acknowledgments}{7}} |
65 | 113 | \bibstyle{abbrv}
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66 |
| -\bibdata{vldb_sample} |
67 |
| -\@writefile{toc}{\contentsline {section}{\numberline {5}Conclusions}{6}} |
68 |
| -\@writefile{toc}{\contentsline {section}{\numberline {6}Acknowledgments}{6}} |
69 |
| -\@writefile{toc}{\contentsline {subsection}{\numberline {6.1}References}{6}} |
70 |
| -\@writefile{toc}{\contentsline {section}{\numberline {A}Final Thoughts on Good Layout}{6}} |
| 114 | +\bibdata{vldb} |
| 115 | +\bibcite{wgan}{1} |
| 116 | +\bibcite{infogan}{2} |
| 117 | +\bibcite{improvedwgan}{3} |
| 118 | +\bibcite{deepresidual}{4} |
| 119 | +\bibcite{imagenet}{5} |
| 120 | +\bibcite{copgan}{6} |
| 121 | +\bibcite{congan}{7} |
| 122 | +\bibcite{vardivmin}{8} |
| 123 | +\bibcite{acgan}{9} |
| 124 | +\bibcite{dcgan}{10} |
| 125 | +\bibcite{capsnet}{11} |
| 126 | +\bibcite{improvedgan}{12} |
| 127 | +\@writefile{toc}{\contentsline {section}{\numberline {8}References}{8}} |
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