Added comments to code.

src/Character.py

@@ -8,6 +8,8 @@ class Character:
         self.filename = filename
 
     def get_single_cell_feature_vector(self, neighbours=5):
+        """Get the histogram of Local Binary Patterns over this entire
+        image."""
         if hasattr(self, 'feature'):
             return
 
@@ -15,6 +17,7 @@ class Character:
         self.feature = pattern.single_cell_features_vector()
 
     def get_feature_vector(self, cell_size=None):
+        """Get the concatenated histograms of Local Binary Patterns. """
         pattern = LBP(self.image) if cell_size == None \
                   else LBP(self.image, cell_size)
 

src/Classifier.py

@@ -1,7 +1,6 @@
 from svmutil import svm_train, svm_problem, svm_parameter, svm_predict, \
         svm_save_model, svm_load_model, RBF
 
-
 class Classifier:
     def __init__(self, c=None, gamma=None, filename=None, neighbours=3, \
             verbose=0):

src/GrayscaleImage.py

@@ -22,20 +22,6 @@ class GrayscaleImage:
             for x in xrange(self.data.shape[1]):
                 yield y, x, self.data[y, x]
 
-        #self.__i_x = -1
-        #self.__i_y = 0
-        #return self
-
-    #def next(self):
-    #    self.__i_x += 1
-    #    if self.__i_x  == self.width:
-    #        self.__i_x = 0
-    #        self.__i_y += 1
-    #    if self.__i_y == self.height:
-    #        raise StopIteration
-
-    #    return  self.__i_y, self.__i_x, self[self.__i_y, self.__i_x]
-
     def __getitem__(self, position):
         return self.data[position]
 

src/Histogram.py

@@ -6,13 +6,9 @@ class Histogram:
         self.max = max
 
     def add(self, number):
-        #bin_index = self.get_bin_index(number)
-        #self.bins[bin_index] += 1
         self.bins[number] += 1
 
     def remove(self, number):
-        #bin_index = self.get_bin_index(number)
-        #self.bins[bin_index] -= 1
         self.bins[number] -= 1
 
     def get_bin_index(self, number):

src/NormalizedCharacterImage.py

@@ -13,14 +13,16 @@ class NormalizedCharacterImage(GrayscaleImage):
         self.blur = blur
         self.gaussian_filter()
 
-        self.increase_contrast()
+        #self.increase_contrast()
 
         self.height = height
         self.resize()
 
-    def increase_contrast(self):
-        self.data -= self.data.min()
-        self.data = self.data.astype(float) / self.data.max()
+#    def increase_contrast(self):
+#        """Increase the contrast by performing a grayscale mapping from the 
+#        current maximum and minimum to a range between 0 and 1."""
+#        self.data -= self.data.min()
+#        self.data = self.data.astype(float) / self.data.max()
 
     def gaussian_filter(self):
         GaussianFilter(self.blur).filter(self)

src/create_characters.py

@@ -80,6 +80,7 @@ def load_test_set(neighbours, blur_scale, verbose=0):
 
 
 def generate_sets(neighbours, blur_scale, verbose=0):
+    """Split the entire dataset into a trainingset and a testset."""
     suffix = '_%s_%s' % (blur_scale, neighbours)
     learning_set_file = 'learning_set%s.dat' % suffix
     test_set_file = 'test_set%s.dat' % suffix

src/xml_helper_functions.py

@@ -125,33 +125,33 @@ def xml_to_LicensePlate(filename, save_character=None):
     return LicensePlate(country, result_characters)
 
 def get_corners(dom):
-  nodes = dom.getElementsByTagName("point")
-  corners = []
+    nodes = dom.getElementsByTagName("point")
+    corners = []
 
-  margin_y = 3
-  margin_x = 2
+    margin_y = 3
+    margin_x = 2
 
-  corners.append(
+    corners.append(
     Point(get_coord(nodes[0], "x") - margin_x,
           get_coord(nodes[0], "y") - margin_y)
-  )
+    )
 
-  corners.append(
+    corners.append(
     Point(get_coord(nodes[1], "x") + margin_x,
           get_coord(nodes[1], "y") - margin_y)
-  )
+    )
 
-  corners.append(
+    corners.append(
     Point(get_coord(nodes[2], "x") + margin_x,
           get_coord(nodes[2], "y") + margin_y)
-  )
+    )
 
-  corners.append(
+    corners.append(
     Point(get_coord(nodes[3], "x") - margin_x,
           get_coord(nodes[3], "y") + margin_y)
-  )
+    )
 
-  return corners
+    return corners
 
 def get_coord(node, attribute):
-  return int(node.getAttribute(attribute))
+    return int(node.getAttribute(attribute))