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Nov 6th, 2021
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  1. \chapter{Train and Comparison}
  2.  
  3. \section{Validation Mean IoU with Early-Stopping}
  4.  
  5. \begin{figure}[hbt!]
  6. \centering
  7.  
  8. \resizebox{\textwidth}{!}{%
  9.  
  10.  
  11. \begin{tikzpicture}
  12. \begin{axis}[
  13. legend style={at={(0.5,-0.1)},anchor=north},
  14. xlabel=$epoch$,
  15. xmin=0, xmax=30,
  16. ymin=50, ymax=80,]
  17. \addplot[black] plot coordinates {
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  46. \addlegendentry{Mean IoU Validation - Ours}
  47.  
  48. \addplot[blue] plot coordinates {
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  74. };
  75. \addlegendentry{Mean IoU Validation - UNet}
  76.  
  77. \addplot[green] plot coordinates {
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  94. };
  95. \addlegendentry{Mean IoU Validation - SegNet}
  96.  
  97. \end{axis}
  98. \end{tikzpicture}
  99. }%
  100.  
  101.  
  102.  
  103.  
  104. \caption{Mean IoU comparison of different model, with Early Stopping}
  105. \end{figure}
  106.  
  107.  
  108.  
  109.  
  110. \section{Validation Loss with Early-Stopping}
  111.  
  112. \begin{figure}[hbt!]
  113. \centering
  114.  
  115. \resizebox{\textwidth}{!}{%
  116.  
  117.  
  118. \begin{tikzpicture}
  119. \begin{axis}[
  120. legend style={at={(0.5,-0.1)},anchor=north},
  121. xlabel=$epoch$,
  122. xmin=0, xmax=30,
  123. ymin=35, ymax=85,]
  124. \addplot[black] plot coordinates {
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  152. };
  153. \addlegendentry{Mean IoU Validation - Ours}
  154.  
  155. \addplot[blue] plot coordinates {
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  181. };
  182. \addlegendentry{Mean IoU Validation - UNet}
  183.  
  184. \addplot[green] plot coordinates {
  185. (0, 62.9183828830719)
  186. (1, 60.75712442398071)
  187. (2, 80.96439242362976)
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  199. (14, 61.13726496696472)
  200. (15, 42.68854558467865)
  201. };
  202. \addlegendentry{Mean IoU Validation - SegNet}
  203.  
  204. \end{axis}
  205. \end{tikzpicture}
  206. }%
  207.  
  208.  
  209.  
  210.  
  211. \caption{Mean IoU comparison of different model, with Early Stopping}
  212. \end{figure}
  213.  
  214.  
  215.  
  216.  
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