FIx Part 1

1 files changed, 18 insertions, 7 deletions

diff --git a/report/paper.md b/report/paper.md
index 60e1f7f..68df6fd 100755
--- a/report/paper.md
+++ b/report/paper.md
@@ -159,10 +159,9 @@ can be observed below:
 \end{center}
 \end{figure}
 
-Two examples of the outcome of Nearest Neighbor Classification are presented below.
-The first one is a failed classification of a test face from class 2, labeled as class 5.
-The second one is an example of success, in which a face from class 1 was classified 
-correctly. 
+Two examples of the outcome of Nearest Neighbor Classification are presented below,
+respectively one example of classification failure and an example of successful 
+classification.
 
 \begin{figure}
 \begin{center}
@@ -202,16 +201,28 @@ can be observed below:
 \end{center}
 \end{figure}
 
-A classification failure of class 6 labeled as class 7 can be observed below:
+Similarly to the NN case, we present two cases, respectively failure and success.
+The pictures on the right show the reconstructed images.
 
 \begin{figure}
 \begin{center}
-\includegraphics[width=14em]{fig/failure_6_7.pdf}
-\includegraphics[width=7em]{fig/rec_6.pdf}
+\includegraphics[width=7em]{fig/FO.JPG}
+\includegraphics[width=7em]{fig/FL.JPG}
+\includegraphics[width=7em]{fig/FR.JPG}
 \caption{Alternative method failure. Respectively test image, labeled class, reconstructed image}
 \end{center}
 \end{figure}
 
+\begin{figure}
+\begin{center}
+\includegraphics[width=7em]{fig/SO.JPG}
+\includegraphics[width=7em]{fig/SL.JPG}
+\includegraphics[width=7em]{fig/SR.JPG}
+\caption{Alternative method success. Respectively test image, labeled class, reconstructed image}
+\end{center}
+\end{figure}
+
+
 # Question 2, Generative and Discriminative Subspace Learning
 
 Maximize function J(W) (Fisher's Criterion):