diff --git a/src/misc_utilities/CMakeLists.txt b/src/misc_utilities/CMakeLists.txt
index 108fa67..f46cb44 100644
--- a/src/misc_utilities/CMakeLists.txt
+++ b/src/misc_utilities/CMakeLists.txt
@@ -35,7 +35,13 @@ TARGET_LINK_LIBRARIES(openalpr-utils-prepcharsfortraining
     support
     ${OpenCV_LIBS} 
   )
-  
+ 
+ADD_EXECUTABLE( openalpr-utils-binarizefontsheet binarizefontsheet.cpp )
+TARGET_LINK_LIBRARIES(openalpr-utils-binarizefontsheet
+    openalpr
+    support
+    ${OpenCV_LIBS} 
+  ) 
   
 ADD_EXECUTABLE( openalpr-utils-tagplates tagplates.cpp )
 TARGET_LINK_LIBRARIES(openalpr-utils-tagplates
diff --git a/src/misc_utilities/binarizefontsheet.cpp b/src/misc_utilities/binarizefontsheet.cpp
new file mode 100644
index 0000000..5acf523
--- /dev/null
+++ b/src/misc_utilities/binarizefontsheet.cpp
@@ -0,0 +1,273 @@
+/*
+ * Copyright (c) 2015 New Designs Unlimited, LLC
+ * Opensource Automated License Plate Recognition [http://www.openalpr.com]
+ *
+ * This file is part of OpenAlpr.
+ *
+ * OpenAlpr is free software: you can redistribute it and/or modify
+ * it under the terms of the GNU Affero General Public License
+ * version 3 as published by the Free Software Foundation
+ *
+ * This program is distributed in the hope that it will be useful,
+ * but WITHOUT ANY WARRANTY; without even the implied warranty of
+ * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+ * GNU Affero General Public License for more details.
+ *
+ * You should have received a copy of the GNU Affero General Public License
+ * along with this program. If not, see <http://www.gnu.org/licenses/>.
+*/
+
+#include "opencv2/highgui/highgui.hpp"
+#include "opencv2/imgproc/imgproc.hpp"
+
+#include <iostream>
+#include <fstream>
+#include <sstream>
+#include <stdio.h>
+#include "../tclap/CmdLine.h"
+#include "utility.h"
+#include "support/utf8.h"
+
+using namespace std;
+
+using namespace std;
+using namespace cv;
+using namespace alpr;
+
+
+// This utility operates on a large image file generated from a TTF font file
+// The font sheet is used to train OCR.  The process is:
+//    Find the exact ttf font used by the number plates.
+//    Generate text with all of the characters that could be on a license plate
+//    Print the pages on a piece of paper
+//    Take pictures with a digital camera under different lighting conditions to add realistic noise
+//    Binarize and process each character with OpenALPR morphology functions to make them look similar to how OpenALPR sees them.  Produce a tif file.
+//    Produce a box file based on text from #2 and the image from #5.
+//    Train OCR with this box/tif data 
+
+
+// This utility is used before "prepcharsfortraining"
+// Given a series of images (font sheets) and a text file giving the order, it will pluck out each character, binarize it,
+// and output it to a single image file for each character.
+
+// These characters can later be reassembled into a tif/box file using prepcharsfortraining.
+
+
+ 
+ 
+
+bool sort_lined_rectangles(Rect i, Rect j) {
+  
+  // If they're on different lines
+  if (abs(i.y - j.y) > 15)
+  {
+    return i.y < j.y;
+  }
+  
+  // They're on the same line, give the left-most.
+  return (i.x < j.x); 
+}
+
+void show_debug_image(vector<Rect> rectangles, Mat img)
+{
+    Mat debugImg;
+    cvtColor(img, debugImg, CV_GRAY2BGR);
+    for (unsigned int i = 0; i < rectangles.size(); i++)
+    {
+      Rect mr = rectangles[i];
+      Mat croppedChar = img(mr);
+
+      rectangle(debugImg, mr, Scalar(0,0,255), 2);
+      putText(debugImg, toString(i), mr.tl(), FONT_HERSHEY_PLAIN, 1.3, Scalar(0,0,0), 2);
+    }
+    float new_height = 1000;
+    float aspect_ratio = ((float)debugImg.rows) / ((float) new_height);
+    float new_width = ((float) debugImg.cols) / aspect_ratio;
+    resize(debugImg, debugImg, Size(new_width, new_height));
+    drawAndWait(&debugImg);
+}
+
+int main(int argc, char** argv) {
+
+  const int MIN_RECTANGLE_AREA_PIXELS = 500;
+  const int MIN_SPECKLE_AREA_PIXELS = 20;
+  const int BLOBBER_EROSION_SIZE=6;
+  
+  vector<string> font_sheet_files;
+  string char_list_file;
+  string out_dir;
+  
+
+  TCLAP::CmdLine cmd("OpenAlpr OCR Training Font Sheet Prep Utility", ' ', "1.0.0");
+
+  TCLAP::UnlabeledMultiArg<std::string>  fontSheetArg( "font_sheet", "List of font sheet images", true, "", "font_sheet"  );
+
+  TCLAP::ValueArg<std::string> charListArg("","character_file","Text file with the text/order of the individual characters in the font sheets",true, "" ,"character_file");
+  
+  TCLAP::ValueArg<std::string> outDirArg("","out_dir","Output directory to put the character images",true, "" ,"output_dir");
+  
+  
+  try
+  {
+    cmd.add( fontSheetArg );
+    cmd.add( charListArg );
+    cmd.add( outDirArg );
+
+    
+    if (cmd.parse( argc, argv ) == false)
+    {
+      // Error occured while parsing.  Exit now.
+      return 1;
+    }
+
+    font_sheet_files = fontSheetArg.getValue();
+    char_list_file = charListArg.getValue();
+    out_dir = outDirArg.getValue();
+    
+  }
+  catch (TCLAP::ArgException &e)    // catch any exceptions
+  {
+    std::cerr << "error: " << e.error() << " for arg " << e.argId() << std::endl;
+    return 1;
+  }
+  
+  
+  
+  if (DirectoryExists(out_dir.c_str()) == false)
+  {
+    cout << "Output dir: " << out_dir << " does not exist" << endl;
+    return 1;
+  }
+  
+  if (fileExists(char_list_file.c_str()) == false)
+  {
+    cout << "Character text file: " << char_list_file << " does not exist" << endl;
+    return 1;
+  }
+  
+  // Verify all the font sheet files exist
+  for (unsigned int i = 0; i < font_sheet_files.size(); i++)
+  {
+    if (fileExists(font_sheet_files[i].c_str()) == false)
+    {
+      cout << "Font sheet image: " << font_sheet_files[i] << " does not exist." << endl;
+      return 1;
+    }
+  }
+  
+  // Read the text content from the character list file
+  std::ifstream fs(char_list_file.c_str());
+  std::string text_content((std::istreambuf_iterator<char>(fs)),
+             std::istreambuf_iterator<char>());
+  fs.close();
+  
+  for (unsigned int font_sheet_index = 0; font_sheet_index < font_sheet_files.size(); font_sheet_index++)
+  {
+    cout << "Processing: " << font_sheet_files[font_sheet_index] << endl;
+    
+    Mat frame = cv::imread( font_sheet_files[font_sheet_index] );
+
+    Config config("us");
+    
+    cvtColor(frame, frame, CV_BGR2GRAY);
+    vector<Mat> thresholds = produceThresholds(frame, &config);
+    
+    
+    for (unsigned int t = 0; t < thresholds.size(); t++)
+    {
+      
+      // First clean up any tiny speckles
+      Mat speckle_copy(thresholds[t].size(), thresholds[t].type());
+      thresholds[t].copyTo(speckle_copy);
+      
+      
+      vector<vector<Point> > speckle_contours;
+      vector<Vec4i> speckle_hierarchy;
+      findContours(speckle_copy, speckle_contours, speckle_hierarchy, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_SIMPLE);
+      Mat testImg = Mat::zeros(thresholds[t].size(), thresholds[t].type());
+      
+      for (unsigned int i = 0; i < speckle_contours.size(); i++)
+      {
+        Rect speckleRect = boundingRect(speckle_contours[i]);
+
+        if (speckleRect.area() < MIN_SPECKLE_AREA_PIXELS)
+        {
+          drawContours(thresholds[t], speckle_contours, i, Scalar(0,0,0), CV_FILLED);
+          drawContours(testImg, speckle_contours, i, Scalar(255,255,255), CV_FILLED);
+        }
+      }
+      resize(testImg, testImg, Size(700, 1000));
+      drawAndWait(&testImg);
+      
+      // Adjust the threshold w/ the morphology operation that OpenALPR uses
+      Mat closureElement = getStructuringElement( 1,
+               Size( 2 + 1, 2+1 ),
+               Point( 1, 1 ) );
+      morphologyEx(thresholds[t], thresholds[t], MORPH_CLOSE, closureElement);
+      
+      Mat blobby;
+      Mat element = getStructuringElement( MORPH_RECT,
+                                         Size( 2*BLOBBER_EROSION_SIZE + 1, 2*BLOBBER_EROSION_SIZE+1 ),
+                                         Point( BLOBBER_EROSION_SIZE, BLOBBER_EROSION_SIZE ) );
+      dilate(thresholds[t], blobby, element );
+      erode(blobby, blobby, element);
+
+      
+      vector<vector<Point> > contours;
+      vector<Vec4i> hierarchy;
+      findContours(blobby, contours, hierarchy, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_SIMPLE);
+
+      bitwise_not(thresholds[t], thresholds[t]);
+
+      vector<Rect> rectangles;
+      for (unsigned int i = 0; i < contours.size(); i++)
+      {
+        Rect mr = boundingRect(contours[i]);
+        
+        if (mr.area() >= MIN_RECTANGLE_AREA_PIXELS)
+          rectangles.push_back(mr);
+        
+      }
+      // sort the rectangles top to bottom left to right
+      std::sort(rectangles.begin(), rectangles.end(), sort_lined_rectangles);
+      
+      //cout << text_content << endl;
+      string::iterator end_it = utf8::find_invalid(text_content.begin(), text_content.end());
+      if (end_it != text_content.end()) {
+        cout << "Invalid UTF-8 encoding detected " << endl;
+        return 1;
+      }
+      
+      show_debug_image(rectangles, thresholds[t]);
+      int text_content_length = utf8::distance(text_content.begin(), text_content.end());
+      if (rectangles.size() != text_content_length - 1)
+      {
+        cout << "Number of blobs (" << rectangles.size() << ") != number of characters (" << text_content_length << ")" << endl;
+        cout << "Skipping..." << endl;
+        //return 1;
+        continue;
+      }
+      
+      string::iterator utf_iterator = text_content.begin();
+      
+      
+      for (unsigned int i = 0; i < rectangles.size(); i++)
+      {
+        Rect mr = rectangles[i];
+        Mat croppedChar = thresholds[t](mr);
+        
+        int cp = utf8::next(utf_iterator, text_content.end());
+        stringstream ss;
+        ss << out_dir << "/" << utf8chr(cp) << "-" << font_sheet_index << "-" << t << "-" << i << ".png";
+        
+        imwrite(ss.str(), croppedChar);
+        
+      }
+      show_debug_image(rectangles, thresholds[t]);
+      
+    }
+  }
+  
+  return 0;
+}
+