diff --git a/config/openalpr.conf b/config/openalpr.conf
index 17b6af9..bc374b7 100644
--- a/config/openalpr.conf
+++ b/config/openalpr.conf
@@ -31,8 +31,6 @@ detection_strictness = 3
 max_detection_input_width = 1280
 max_detection_input_height = 720
 
-multithreading_cores = 1
-
 
 
 max_plate_angle_degrees = 15
diff --git a/src/openalpr/alpr_impl.cpp b/src/openalpr/alpr_impl.cpp
index a95d7e7..fce858a 100644
--- a/src/openalpr/alpr_impl.cpp
+++ b/src/openalpr/alpr_impl.cpp
@@ -102,34 +102,107 @@ AlprFullDetails AlprImpl::recognizeFullDetails(cv::Mat img, std::vector<cv::Rect
   // Find all the candidate regions
   response.plateRegions = plateDetector->detect(img, regionsOfInterest);
 
-  // Get the number of threads specified and make sure the value is sane (cannot be greater than CPU cores or less than 1)
-  uint numThreads = config->multithreading_cores;
-  if (numThreads > tthread::thread::hardware_concurrency())
-    numThreads = tthread::thread::hardware_concurrency();
-  if (numThreads <= 0)
-    numThreads = 1;
-
-
-  PlateDispatcher dispatcher(response.plateRegions, &img, 
-			     config, stateIdentifier, ocr, 
-			     topN, detectRegion, defaultRegion);
-    
-  // Spawn n threads to process all of the candidate regions and recognize
-  list<tthread::thread*> threads;
-  for (uint i = 0; i < numThreads; i++)
-  {
-    tthread::thread * t = new tthread::thread(plateAnalysisThread, (void *) &dispatcher);
-    threads.push_back(t);
-  }
+  queue<PlateRegion> plateQueue;
+  for (uint i = 0; i < response.plateRegions.size(); i++)
+    plateQueue.push(response.plateRegions[i]);
   
-  // Wait for all threads to finish
-  for(list<tthread::thread *>::iterator i = threads.begin(); i != threads.end(); ++ i)
+  while(!plateQueue.empty())
   {
-    tthread::thread* t = *i;
-    t->join();
-    delete t;
+    PlateRegion plateRegion = plateQueue.front();
+    plateQueue.pop();
+
+    PipelineData pipeline_data(img, plateRegion.rect, config);
+
+    timespec platestarttime;
+    getTime(&platestarttime);
+
+    LicensePlateCandidate lp(&pipeline_data);
+
+    lp.recognize();
+
+    bool plateDetected = false;
+    if (pipeline_data.plate_area_confidence > 10)
+    {
+      AlprResult plateResult;
+      plateResult.region = defaultRegion;
+      plateResult.regionConfidence = 0;
+
+      for (int pointidx = 0; pointidx < 4; pointidx++)
+      {
+        plateResult.plate_points[pointidx].x = (int) pipeline_data.plate_corners[pointidx].x;
+        plateResult.plate_points[pointidx].y = (int) pipeline_data.plate_corners[pointidx].y;
+      }
+
+      if (detectRegion)
+      {
+        char statecode[4];
+        plateResult.regionConfidence = stateIdentifier->recognize(&pipeline_data);
+        if (plateResult.regionConfidence > 0)
+        {
+          plateResult.region = statecode;
+        }
+      }
+
+
+
+      ocr->performOCR(&pipeline_data);
+      ocr->postProcessor->analyze(plateResult.region, topN);
+      const vector<PPResult> ppResults = ocr->postProcessor->getResults();
+
+
+      int bestPlateIndex = 0;
+
+      for (uint pp = 0; pp < ppResults.size(); pp++)
+      {
+        if (pp >= topN)
+          break;
+
+        // Set our "best plate" match to either the first entry, or the first entry with a postprocessor template match
+        if (bestPlateIndex == 0 && ppResults[pp].matchesTemplate)
+          bestPlateIndex = pp;
+
+        if (ppResults[pp].letters.size() >= config->postProcessMinCharacters &&
+          ppResults[pp].letters.size() <= config->postProcessMaxCharacters)
+        {
+          AlprPlate aplate;
+          aplate.characters = ppResults[pp].letters;
+          aplate.overall_confidence = ppResults[pp].totalscore;
+          aplate.matches_template = ppResults[pp].matchesTemplate;
+          plateResult.topNPlates.push_back(aplate);
+        }
+      }
+      plateResult.result_count = plateResult.topNPlates.size();
+
+      if (plateResult.topNPlates.size() > 0)
+        plateResult.bestPlate = plateResult.topNPlates[bestPlateIndex];
+
+      timespec plateEndTime;
+      getTime(&plateEndTime);
+      plateResult.processing_time_ms = diffclock(platestarttime, plateEndTime);
+
+      if (plateResult.result_count > 0)
+      {
+        plateDetected = true;
+        response.results.push_back(plateResult);
+      }
+    }
+    
+    if (!plateDetected)
+    {
+      // Not a valid plate
+      // Check if this plate has any children, if so, send them back up for processing
+      for (uint childidx = 0; childidx < plateRegion.children.size(); childidx++)
+      {
+        plateQueue.push(plateRegion.children[childidx]);
+      }
+    }
+  
+      
+      
+      
   }
 
+
   if (config->debugTiming)
   {
     timespec endTime;
@@ -144,11 +217,11 @@ AlprFullDetails AlprImpl::recognizeFullDetails(cv::Mat img, std::vector<cv::Rect
       rectangle(img, response.plateRegions[i].rect, Scalar(0, 0, 255), 2);
     }
     
-    for (uint i = 0; i < dispatcher.getRecognitionResults().size(); i++)
+    for (uint i = 0; i < response.results.size(); i++)
     {
       for (int z = 0; z < 4; z++)
       {
-	AlprCoordinate* coords = dispatcher.getRecognitionResults()[i].plate_points;
+	AlprCoordinate* coords = response.results[i].plate_points;
 	Point p1(coords[z].x, coords[z].y);
 	Point p2(coords[(z + 1) % 4].x, coords[(z + 1) % 4].y);
 	line(img, p1, p2, Scalar(255,0,255), 2);
@@ -164,8 +237,6 @@ AlprFullDetails AlprImpl::recognizeFullDetails(cv::Mat img, std::vector<cv::Rect
   }
   
   
-  response.results = dispatcher.getRecognitionResults();
-  
   if (config->debugPauseOnFrame)
   {
     // Pause indefinitely until they press a key
@@ -197,126 +268,7 @@ std::vector<AlprResult> AlprImpl::recognize(cv::Mat img, std::vector<cv::Rect> r
   AlprFullDetails fullDetails = recognizeFullDetails(img, regionsOfInterest);
   return fullDetails.results;
 }
-void plateAnalysisThread(void* arg)
-{
-  PlateDispatcher* dispatcher = (PlateDispatcher*) arg;
-  
-  if (dispatcher->config->debugGeneral)
-    cout << "Thread: " << tthread::this_thread::get_id() << " Initialized" << endl;
-  
-  int loop_count = 0;
-  while (true)
-  {
-    PlateRegion plateRegion;
-    if (dispatcher->nextPlate(&plateRegion) == false)
-      break;
-    
-    if (dispatcher->config->debugGeneral)
-      cout << "Thread: " << tthread::this_thread::get_id() << " loop " << ++loop_count << endl;
-      
-    PipelineData pipeline_data(dispatcher->getImageCopy(), plateRegion.rect, dispatcher->config);
-    
-    timespec platestarttime;
-    getTime(&platestarttime);
-    
-    LicensePlateCandidate lp(&pipeline_data);
-    
-    lp.recognize();
 
-    
-    if (pipeline_data.plate_area_confidence <= 10)
-    {
-      // Not a valid plate
-      // Check if this plate has any children, if so, send them back up to the dispatcher for processing
-      for (uint childidx = 0; childidx < plateRegion.children.size(); childidx++)
-      {
-	dispatcher->appendPlate(plateRegion.children[childidx]);
-      }
-    }
-    else
-    {
-      AlprResult plateResult;
-      plateResult.region = dispatcher->defaultRegion;
-      plateResult.regionConfidence = 0;
-      
-      for (int pointidx = 0; pointidx < 4; pointidx++)
-      {
-	plateResult.plate_points[pointidx].x = (int) pipeline_data.plate_corners[pointidx].x;
-	plateResult.plate_points[pointidx].y = (int) pipeline_data.plate_corners[pointidx].y;
-      }
-      
-      if (dispatcher->detectRegion)
-      {
-	char statecode[4];
-	plateResult.regionConfidence = dispatcher->stateIdentifier->recognize(&pipeline_data);
-	if (plateResult.regionConfidence > 0)
-	{
-	  plateResult.region = statecode;
-	}
-      }
-  
-      
-      // Tesseract OCR does not appear to be threadsafe
-      dispatcher->ocrMutex.lock();
-      dispatcher->ocr->performOCR(&pipeline_data);
-      dispatcher->ocr->postProcessor->analyze(plateResult.region, dispatcher->topN);
-      const vector<PPResult> ppResults = dispatcher->ocr->postProcessor->getResults();
-      dispatcher->ocrMutex.unlock();
-      
-      int bestPlateIndex = 0;
-      
-      for (uint pp = 0; pp < ppResults.size(); pp++)
-      {
-	if (pp >= dispatcher->topN)
-	  break;
-	
-	// Set our "best plate" match to either the first entry, or the first entry with a postprocessor template match
-	if (bestPlateIndex == 0 && ppResults[pp].matchesTemplate)
-	  bestPlateIndex = pp;
-	
-	if (ppResults[pp].letters.size() >= dispatcher->config->postProcessMinCharacters &&
-	  ppResults[pp].letters.size() <= dispatcher->config->postProcessMaxCharacters)
-	{
-	  AlprPlate aplate;
-	  aplate.characters = ppResults[pp].letters;
-	  aplate.overall_confidence = ppResults[pp].totalscore;
-	  aplate.matches_template = ppResults[pp].matchesTemplate;
-	  plateResult.topNPlates.push_back(aplate);
-	}
-      }
-      plateResult.result_count = plateResult.topNPlates.size();
-      
-      if (plateResult.topNPlates.size() > 0)
-	plateResult.bestPlate = plateResult.topNPlates[bestPlateIndex];
-      
-      timespec plateEndTime;
-      getTime(&plateEndTime);
-      plateResult.processing_time_ms = diffclock(platestarttime, plateEndTime);
-      
-      if (plateResult.result_count > 0)
-      {
-	// Synchronized section
-	dispatcher->addResult(plateResult);
-	
-      }
-      
-    }
-      
-    
-      
-    if (dispatcher->config->debugTiming)
-    {
-      timespec plateEndTime;
-      getTime(&plateEndTime);
-      cout << "Thread: " << tthread::this_thread::get_id() << " Finished loop " << loop_count << " in " << diffclock(platestarttime, plateEndTime) << "ms." << endl;
-    }
-      
-      
-  }
-
-  if (dispatcher->config->debugGeneral)
-    cout << "Thread: " << tthread::this_thread::get_id() << " Complete" << endl;
-}
 
  std::vector<cv::Rect> AlprImpl::convertRects(std::vector<AlprRegionOfInterest> regionsOfInterest)
  {
diff --git a/src/openalpr/alpr_impl.h b/src/openalpr/alpr_impl.h
index 4c72162..2b518be 100644
--- a/src/openalpr/alpr_impl.h
+++ b/src/openalpr/alpr_impl.h
@@ -23,6 +23,8 @@
 
 #include <list>
 #include <sstream>
+#include <vector>
+#include <queue>
 
 #include "alpr.h"
 #include "config.h"
@@ -43,8 +45,6 @@
 
 #include <opencv2/core/core.hpp>
    
-
-#include "support/tinythread.h"
 #include "support/platform.h"
 
 #define DEFAULT_TOPN 25
@@ -101,86 +101,6 @@ class AlprImpl
     cJSON* createJsonObj(const AlprResult* result);
 };
 
-class PlateDispatcher
-{
-  public:
-    PlateDispatcher(std::vector<PlateRegion> plateRegions, cv::Mat* image, 
-		    Config* config,
-		    StateIdentifier* stateIdentifier,
-		    OCR* ocr,
-		    int topN, bool detectRegion, std::string defaultRegion) 
-    {
-      this->plateRegions = plateRegions;
-      this->frame = image;
-      
-      this->config = config;
-      this->stateIdentifier = stateIdentifier;
-      this->ocr = ocr;
-      this->topN = topN;
-      this->detectRegion = detectRegion;
-      this->defaultRegion = defaultRegion;
-    }
 
-    cv::Mat getImageCopy()
-    {
-      tthread::lock_guard<tthread::mutex> guard(mMutex);
-
-      cv::Mat img(this->frame->size(), this->frame->type());
-      this->frame->copyTo(img);
-      
-      return img;
-    }
-
-    
-    bool nextPlate(PlateRegion* plateRegion)
-    {
-      tthread::lock_guard<tthread::mutex> guard(mMutex);
-      
-      if (plateRegions.size() == 0)
-	return false;
-      
-      *plateRegion = plateRegions[plateRegions.size() - 1];
-      plateRegions.pop_back();
-      
-      return true;
-    }
-    
-    void appendPlate(PlateRegion plate)
-    {
-      tthread::lock_guard<tthread::mutex> guard(mMutex);
-      
-      plateRegions.push_back(plate);
-    }
-    
-    void addResult(AlprResult recognitionResult)
-    {
-      tthread::lock_guard<tthread::mutex> guard(mMutex);
-      recognitionResults.push_back(recognitionResult);
-    }
-    
-    std::vector<AlprResult> getRecognitionResults()
-    {
-      return recognitionResults;
-    }
-    
-    StateIdentifier* stateIdentifier;
-    OCR* ocr;
-    Config* config;
-  
-    uint topN;
-    bool detectRegion;
-    std::string defaultRegion;
-    
-    tthread::mutex ocrMutex;
-    
-  private:
-    
-    tthread::mutex mMutex;
-    
-    cv::Mat* frame;
-    std::vector<PlateRegion> plateRegions;
-    std::vector<AlprResult> recognitionResults;
-
-};
 
 #endif // OPENALPR_ALPRIMPL_H
\ No newline at end of file
diff --git a/src/openalpr/config.cpp b/src/openalpr/config.cpp
index 5ade5d2..58e5433 100644
--- a/src/openalpr/config.cpp
+++ b/src/openalpr/config.cpp
@@ -127,8 +127,6 @@ void Config::loadValues(string country)
   
   runtimeBaseDir = getString("common", "runtime_dir", "/usr/share/openalpr/runtime_data");
   
-  multithreading_cores = getInt("common", "multithreading_cores", 1);
-
   detection_iteration_increase = getFloat("common", "detection_iteration_increase", 1.1);
   detectionStrictness = getInt("common", "detection_strictness", 3);
   maxPlateWidthPercent = getFloat("common", "max_plate_width_percent", 100);
diff --git a/src/openalpr/config.h b/src/openalpr/config.h
index 3e0057e..402f5e6 100644
--- a/src/openalpr/config.h
+++ b/src/openalpr/config.h
@@ -45,8 +45,6 @@ class Config
     
     std::string country;
     
-    int multithreading_cores;
-    
     float detection_iteration_increase;
     int detectionStrictness;
     float maxPlateWidthPercent;