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  1. \section{results}
  2. \subsection{Overall ROC}
  3. The overall ROC can be found in Figure \ref{fig:overallROC}. With a false acceptance rate of 0,05, The recognition performance is above 99,88\%
  4. \begin{figure}[ht]
  5. \centering
  6. \includegraphics[width=.8\linewidth]{image/final_ROC_log}
  7. \caption{ The overall ROC}
  8. \label{fig:overallROC}
  9. \end{figure}
  10. \subsection{Individual ROC’s}
  11. 18 out of the 31 individuals have a perfect ROC. Which means that the highest impostor score is lower than the lowest genuine score. An example of a perfect ROC can be found in Figure \ref{fig:nd1S04934_ROC}. All images from these 18 individuals are analyzed. In all of these images the person looks direct into the camera. A part of the eyes is visible and no parts of the face are covered. All images have a relative high resolution of 1704~by~2272 pixels.
  12. \begin{figure}[ht]
  13. \centering
  14. \includegraphics[width=.8\linewidth]{image/nd1S04934_ROC}
  15. \caption{A perfect ROC}
  16. \label{fig:nd1S04934_ROC}
  17. \end{figure}
  18. Not all ROC’s are perfect. In Figure \ref{fig:nd1S04341_ROC} is the ROC of subject nd1S04341. This deviation is caused by one matching score of zero. In figure \ref{fig:nd1S04341} are the corresponding pictures. The main difference between this pictures is the visibility of the ears.
  19. \begin{figure}[ht]
  20. \centering
  21. \includegraphics[width=.8\linewidth]{image/nd1S04341_ROC}
  22. \caption{ROC of subject nd1S04341}
  23. \label{fig:nd1S04341_ROC}
  24. \end{figure}
  25. \begin{figure}[ht]
  26. \begin{minipage}[th]{.45\linewidth}
  27. \centering
  28. \vspace{0pt}
  29. \includegraphics[width=\linewidth]{image/04341d147}
  30. \end{minipage}\hfill
  31. \begin{minipage}[th]{.45\linewidth}
  32. \centering
  33. \vspace{0pt}
  34. \includegraphics[width=\linewidth]{image/04341d154}
  35. \end{minipage}\hfill
  36. \caption{Pictures of subject nd1S04341}
  37. \label{fig:nd1S04341}
  38. \end{figure}
  39. Another interesting result is the visibility of the face. In Figure 6 is the ROC of subject nd1S04406. There are a few genuine which a relative low. One of these matching scores in the matching score between the pictures in Figure 6. There are a few differences between these pictures. The first is the visibility of the left part of the face. In the left picture a bigger part of the face is covered with hair. Furthermore, only in the left picture, the teeth are shown.
  40. \begin{figure}[ht]
  41. \centering
  42. \includegraphics[width=.8\linewidth]{image/nd1S04406_ROC}
  43. \caption{ROC of subject nd1S04406}
  44. \label{fig:nd1S04406_ROC}
  45. \end{figure}
  46. \begin{figure}[ht]
  47. \begin{minipage}[th]{.45\linewidth}
  48. \centering
  49. \vspace{0pt}
  50. \includegraphics[width=\linewidth]{image/04341d147}
  51. \end{minipage}\hfill
  52. \begin{minipage}[th]{.45\linewidth}
  53. \centering
  54. \vspace{0pt}
  55. \includegraphics[width=\linewidth]{image/04341d154}
  56. \end{minipage}\hfill
  57. \caption{Pictures of subject nd1S04341}
  58. \label{fig:nd1S04341}
  59. \end{figure}