The second test (\RefFig{fig:hard}) compares the performance of both detectors on a quite difficult image with a lot of gradient noise. The new detector provides less outliers and misaligned segments, and globally more relevant informations to infere the structure of the brick wall. \begin{figure}[h] %\center \begin{tabular}{ c@{\hspace{0.1cm}}c@{\hspace{0.1cm}}c@{\hspace{0.1cm}}} \includegraphics[width=0.32\textwidth]{Fig_method/parpaings.png} & \includegraphics[width=0.32\textwidth]{Fig_hard/hardOld.png} & \includegraphics[width=0.32\textwidth]{Fig_hard/hardNew.png} \begin{picture}(1,1) {\color{dwhite}{ \put(-286,4.5){\circle*{8}} \put(-171,4.5){\circle*{8}} \put(-58,4.5){\circle*{8}} }} \put(-288.5,2){a} \put(-173.5,2){b} \put(-60.5,2){c} \end{picture} \end{tabular} \caption{Evaluation on a quite textured image: 1) imput image, 2) results of the old detector, 3) results of the new detector.} \label{fig:hard} \end{figure}