diff --git a/Code/Radiometry/otbReflectanceToSurfaceReflectanceImageFilter.txx b/Code/Radiometry/otbReflectanceToSurfaceReflectanceImageFilter.txx
index 2b593a76e6cfb14970b3635e30e13023af3ec87d..7ebfd7cc97b1ecc9dacfd8990e3efed57392c082 100644
--- a/Code/Radiometry/otbReflectanceToSurfaceReflectanceImageFilter.txx
+++ b/Code/Radiometry/otbReflectanceToSurfaceReflectanceImageFilter.txx
@@ -168,7 +168,7 @@ void
 ReflectanceToSurfaceReflectanceImageFilter<TInputImage,TOutputImage>
 ::GenerateParameters()
 {
-  if(m_IsSetAtmosphericRadiativeTerms==false)
+  if(!m_IsSetAtmosphericRadiativeTerms)
     {
       this->UpdateAtmosphericRadiativeTerms();
     }
diff --git a/Examples/GeospatialAnalysis/PostGISCreateTable.cxx b/Examples/GeospatialAnalysis/PostGISCreateTable.cxx
index 0fdc06602cc2d5f2217cdc0fcce6e9ad6028bf7e..2f63d9d83d2c8cf500df93cfa72f9b2c3bc2fdd1 100644
--- a/Examples/GeospatialAnalysis/PostGISCreateTable.cxx
+++ b/Examples/GeospatialAnalysis/PostGISCreateTable.cxx
@@ -15,24 +15,46 @@
   PURPOSE.  See the above copyright notices for more information.
 
 =========================================================================*/
+
+// Software Guide : BeginLatex
+//
+// This test uses a transactor to create a table. The transactor
+// needs to have a copy constructor, so the initialization is done
+// correctly for the class variables which are set before the transaction.
+// Let's look at the minimal code required to use this algorithm. First, the
+// following header defining the \doxygen{otb}{PostGISCreateTableTransactor} class
+// must be included.
+// Software Guide : EndLatex
+
 #include "itkExceptionObject.h"
 #include "otbMacro.h"
 
+// Software Guide : BeginCodeSnippet
 #include "otbPostGISCreateTableTransactor.h"
 #include "otbPostGISConnectionImplementation.h"
-
-/** This test uses a transactor to create a table. The transactor
-needs to have a copy constructor, so the initialization is done
-correctly for the class variables which are set before the transaction
-*/
+// Software Guide : EndCodeSnippet
 
 int main(int argc, char * argv[])
 {
+  
+  // Software Guide : BeginLatex
+  //
+  // Instanciation of the PQXX-based transactor 
+  // for creating PostGIS tables.
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   typedef otb::PostGISCreateTableTransactor TransactorType;
-
-  //Instantiation
+  
   TransactorType myTransactor;
-
+  // Software Guide : EndCodeSnippet
+  
+  // Software Guide : BeginLatex
+  //
+  // Set arguments of the transactor
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   unsigned short dimension = 2;
   myTransactor.SetDimension( dimension );
 
@@ -43,26 +65,43 @@ int main(int argc, char * argv[])
   myTransactor.SetSRID( srid );
 
   myTransactor.SetRemoveExistingTable( true );
+  // Software Guide : EndCodeSnippet
+
+  // Software Guide : BeginLatex
+  //
+  // After defining the transcator, we need to create the
+  // connection interface to the PostgreSQL database.
+  // This is done by the \doxygen{otb}{PostGISConnectionImplementation}.
+  //
+  // Software Guide : EndLatex
 
+  // Software Guide : BeginCodeSnippet
   const std::string hostName = argv[1];
   const std::string dbName = argv[2];
   const std::string userName = argv[3];
   const std::string userPassword = argv[4];
 
-
   typedef otb::PostGISConnectionImplementation GISConnectionType;
-
-  //Instantiation
+  
   GISConnectionType::Pointer connection = GISConnectionType::New();
-
+  
   connection->SetHost( hostName );
   connection->SetDBName( dbName );
   connection->SetUser( userName );
   connection->SetPassword( userPassword );
+  // Software Guide : EndCodeSnippet
 
-  connection->ConnectToDB();
+  // Software Guide : BeginLatex
+  //
+  // Let's now connect to the database and perform the transaction
+  // with the method \code{PerformTransaction}.
+  //
+  // Software Guide : EndLatex
 
+  // Software Guide : BeginCodeSnippet
+  connection->ConnectToDB();
+  
   connection->PerformTransaction( myTransactor );
-
+  // Software Guide : EndCodeSnippet
   return EXIT_SUCCESS;
 }
diff --git a/Examples/GeospatialAnalysis/PostGISCreateTable.cxx~ b/Examples/GeospatialAnalysis/PostGISCreateTable.cxx~
index 67403356073c0490422027549d70a13d41766e93..2f63d9d83d2c8cf500df93cfa72f9b2c3bc2fdd1 100644
--- a/Examples/GeospatialAnalysis/PostGISCreateTable.cxx~
+++ b/Examples/GeospatialAnalysis/PostGISCreateTable.cxx~
@@ -15,24 +15,46 @@
   PURPOSE.  See the above copyright notices for more information.
 
 =========================================================================*/
+
+// Software Guide : BeginLatex
+//
+// This test uses a transactor to create a table. The transactor
+// needs to have a copy constructor, so the initialization is done
+// correctly for the class variables which are set before the transaction.
+// Let's look at the minimal code required to use this algorithm. First, the
+// following header defining the \doxygen{otb}{PostGISCreateTableTransactor} class
+// must be included.
+// Software Guide : EndLatex
+
 #include "itkExceptionObject.h"
 #include "otbMacro.h"
 
+// Software Guide : BeginCodeSnippet
 #include "otbPostGISCreateTableTransactor.h"
 #include "otbPostGISConnectionImplementation.h"
+// Software Guide : EndCodeSnippet
 
-/** This test uses a transactor to create a table. The transactor
-needs to have a copy constructor, so the initialization is done
-correctly for the class variables which are set before the transaction
-*/
-
-int otbPostGISCreateTableTransactorCreate(int argc, char * argv[])
+int main(int argc, char * argv[])
 {
+  
+  // Software Guide : BeginLatex
+  //
+  // Instanciation of the PQXX-based transactor 
+  // for creating PostGIS tables.
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   typedef otb::PostGISCreateTableTransactor TransactorType;
-
-  //Instantiation
+  
   TransactorType myTransactor;
-
+  // Software Guide : EndCodeSnippet
+  
+  // Software Guide : BeginLatex
+  //
+  // Set arguments of the transactor
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   unsigned short dimension = 2;
   myTransactor.SetDimension( dimension );
 
@@ -43,26 +65,43 @@ int otbPostGISCreateTableTransactorCreate(int argc, char * argv[])
   myTransactor.SetSRID( srid );
 
   myTransactor.SetRemoveExistingTable( true );
+  // Software Guide : EndCodeSnippet
+
+  // Software Guide : BeginLatex
+  //
+  // After defining the transcator, we need to create the
+  // connection interface to the PostgreSQL database.
+  // This is done by the \doxygen{otb}{PostGISConnectionImplementation}.
+  //
+  // Software Guide : EndLatex
 
+  // Software Guide : BeginCodeSnippet
   const std::string hostName = argv[1];
   const std::string dbName = argv[2];
   const std::string userName = argv[3];
   const std::string userPassword = argv[4];
 
-
   typedef otb::PostGISConnectionImplementation GISConnectionType;
-
-  //Instantiation
+  
   GISConnectionType::Pointer connection = GISConnectionType::New();
-
+  
   connection->SetHost( hostName );
   connection->SetDBName( dbName );
   connection->SetUser( userName );
   connection->SetPassword( userPassword );
+  // Software Guide : EndCodeSnippet
 
-  connection->ConnectToDB();
+  // Software Guide : BeginLatex
+  //
+  // Let's now connect to the database and perform the transaction
+  // with the method \code{PerformTransaction}.
+  //
+  // Software Guide : EndLatex
 
+  // Software Guide : BeginCodeSnippet
+  connection->ConnectToDB();
+  
   connection->PerformTransaction( myTransactor );
-
+  // Software Guide : EndCodeSnippet
   return EXIT_SUCCESS;
 }
diff --git a/Examples/GeospatialAnalysis/otbGeospatialAnalysisExamplesTests.cxx~ b/Examples/GeospatialAnalysis/otbGeospatialAnalysisExamplesTests.cxx~
index fbac952a9c5c3071303a0a2e8d0cc05ec0d4f14c..6b97d574df14487913a55777e75b3cbf190d9d07 100644
--- a/Examples/GeospatialAnalysis/otbGeospatialAnalysisExamplesTests.cxx~
+++ b/Examples/GeospatialAnalysis/otbGeospatialAnalysisExamplesTests.cxx~
@@ -29,6 +29,6 @@ void RegisterTests()
 }
 
 #undef main
-#define main OBIAImageToLabelToImageTest
+#define main GeospatialAnalysisPostGISCreateTableTest
 #include "PostGISCreateTable.cxx"
 
diff --git a/Examples/OBIA/ImageToLabelToImage.cxx b/Examples/OBIA/ImageToLabelToImage.cxx
index 06840aba7f978f9dc3722f746103ea84a0afa826..bc04b9c3399fc5f46deb80416f09479e9cb5aba2 100644
--- a/Examples/OBIA/ImageToLabelToImage.cxx
+++ b/Examples/OBIA/ImageToLabelToImage.cxx
@@ -65,13 +65,14 @@ int main(int argc, char * argv[])
   const int dim                              = 2;
   typedef unsigned short                     PixelType;
   typedef otb::Image< PixelType, dim >       ImageType;
-  // Software Guide : EndCodeSnippet
+  
   typedef itk::LabelObject< PixelType, dim > LabelObjectType;
   typedef itk::LabelMap< LabelObjectType >   LabelMapType;
+  // Software Guide : EndCodeSnippet
 
   //  Software Guide : BeginLatex
   //
-  // The reader is instantiated and 
+  // As usual, the reader is instantiated and 
   // the input image is set. 
   //
   // Software Guide : EndLatex
@@ -91,7 +92,7 @@ int main(int argc, char * argv[])
   // \item \code{FullyConnected}: Set whether the connected 
   // components are defined strictly by face connectivity or by 
   // face+edge+vertex connectivity. Default is FullyConnectedOff.  
-  // \item InputForegroundValue/OutputBackgroundValue specify the
+  // \item \code{InputForegroundValue/OutputBackgroundValue}: specify the
   // pixel value of input/output of the foreground/background.   
   // the input image is set.
   // \end{itemize} 
@@ -109,7 +110,7 @@ int main(int argc, char * argv[])
 
   //  Software Guide : BeginLatex
   //
-  // Then the inverse process is .
+  // Then the inverse process is uses to recreate a image of labels.
   // The \doxygen{itk}{LabelMapToLabelImageFilter} converts a 
   // LabelMap to a labeled image. 
   //
diff --git a/Examples/OBIA/ShapeAttributeComputation.cxx b/Examples/OBIA/ShapeAttributeComputation.cxx
index 93384fa7e2ae735d3e210e7b685de6631900f252..3409517e448400c6876f0e3c41f2a34771b693eb 100644
--- a/Examples/OBIA/ShapeAttributeComputation.cxx
+++ b/Examples/OBIA/ShapeAttributeComputation.cxx
@@ -23,7 +23,9 @@
 
 //  Software Guide : BeginLatex
 //
-//  This example shows the
+//  This basic example shows how compute shape attributes at the object level.
+//  The input image is firstly translate in a set of regions (of \doxygen{itk}{ShapeLabelObject})
+//  and some attributes values of each object are then save to an ASCII file. 
 //
 //  Software Guide : EndLatex
 
@@ -39,9 +41,7 @@
 
 int main(int argc, char * argv[])
 {
-  const int dim                           = 2;
-  typedef unsigned long                   PixelType;
-  typedef itk::Image< PixelType, dim >    ImageType;
+  
   
   if( argc != 3)
     {
@@ -49,42 +49,95 @@ int main(int argc, char * argv[])
     return EXIT_FAILURE;
     }
 
-  // read the input image
+  //  Software Guide : BeginLatex
+  //
+  // The image types are defined using pixel types and
+  // dimension. The input image is defined as an \doxygen{otb}{Image}.
+  //
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
+  const int dim                           = 2;
+  typedef unsigned long                   PixelType;
+  typedef itk::Image< PixelType, dim >    ImageType;
+  typedef unsigned long                           LabelType;
+  typedef itk::ShapeLabelObject< LabelType, dim > LabelObjectType;
+  typedef itk::LabelMap< LabelObjectType >        LabelMapType;
+  typedef itk::LabelImageToLabelMapFilter< ImageType, LabelMapType > ConverterType;
+  
+  // Software Guide : EndCodeSnippet
+  
+  //  Software Guide : BeginLatex
+  //
+  // Firstly, the image reader is instantiated.
+  //
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   typedef itk::ImageFileReader< ImageType > ReaderType;
   ReaderType::Pointer reader = ReaderType::New();
   reader->SetFileName( argv[1] );
+  // Software Guide : EndCodeSnippet
+
   
-  // define the object type. Here the ShapeLabelObject type
+  //  Software Guide : BeginLatex
+  //
+  // Here the \doxygen{itk}{ShapeLabelObject} type
   // is chosen in order to read some attribute related to the shape
   // of the objects (by opposition to the content of the object, with
-  // the StatisticsLabelObejct).
-  typedef unsigned long                           LabelType;
-  typedef itk::ShapeLabelObject< LabelType, dim > LabelObjectType;
-  typedef itk::LabelMap< LabelObjectType >        LabelMapType;
+  // the \doxygen{itk}{StatisticsLabelObject).
+  //
+  // Software Guide : EndLatex
 
-  // convert the image in a collection of objects
-  typedef itk::LabelImageToLabelMapFilter< ImageType, LabelMapType > ConverterType;
+  // Software Guide : BeginCodeSnippet
+  typedef itk::ShapeLabelMapFilter< LabelMapType > ShapeFilterType;
+  // Software Guide : EndCodeSnippet
+  
+  
+  //  Software Guide : BeginLatex
+  //
+  // The input image is converted in a collection of objects
+  //
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   ConverterType::Pointer converter = ConverterType::New();
   converter->SetInput( reader->GetOutput() );
   converter->SetBackgroundValue( itk::NumericTraits<LabelType>::min() );
 
-  typedef itk::ShapeLabelMapFilter< LabelMapType > ShapeFilterType;
   ShapeFilterType::Pointer shape = ShapeFilterType::New();
 
   shape->SetInput( converter->GetOutput() );
-  // update the shape filter, so its output will be up to date
+  // Software Guide : EndCodeSnippet
+
+  
+  //  Software Guide : BeginLatex
+  //
+  // Update the shape filter, so its output will be up to date.
+  //
+  // Software Guide : EndLatex
+
+  // Software Guide : BeginCodeSnippet
   shape->Update();
+  // Software Guide : EndCodeSnippet
 
   std::cout << "Nb. objects conv. " << converter->GetOutput()->GetNumberOfLabelObjects() << std::endl;
 
-    std::cout << "Nb. objects shape " << shape->GetOutput()->GetNumberOfLabelObjects() << std::endl;
-  // then we can read the attribute values we're interested in. The BinaryImageToShapeLabelMapFilter
+  std::cout << "Nb. objects shape " << shape->GetOutput()->GetNumberOfLabelObjects() << std::endl;
+
+  //  Software Guide : BeginLatex
+  //
+  // Then, we can read the attribute values we're interested in. The \doxygen{itk}{BinaryImageToShapeLabelMapFilter
   // produce consecutive labels, so we can use a for loop and GetLabelObject() method to retrieve
   // the label objects. If the labels are not consecutive, the GetNthLabelObject() method must be
   // use instead of GetLabelObject(), or an iterator on the label
   // object container of the label map.
-    std::ofstream outfile( argv[2] );
-
+  // In this example, we print 2 shape attributes of each object to a text file (the size and the centroid coordinates).
+  //
+  // Software Guide : EndLatex
+  
+  // Software Guide : BeginCodeSnippet
+  std::ofstream outfile( argv[2] );
 
   LabelMapType::Pointer labelMap = shape->GetOutput();
   for( unsigned long label=1; label<=labelMap->GetNumberOfLabelObjects(); label++ )
@@ -96,5 +149,7 @@ int main(int argc, char * argv[])
     }
 
   outfile.close();
+  // Software Guide : EndCodeSnippet
+
   return EXIT_SUCCESS;
 }       
diff --git a/Examples/OBIA/otbRadiometricAttributesLabelMapFilterExample.cxx b/Examples/OBIA/otbRadiometricAttributesLabelMapFilterExample.cxx
index 87dd73dc2683a921eb65fd2dadc726fcea3e4166..fd21c7548dde5249adc95e9b23ebac658e097f28 100755
--- a/Examples/OBIA/otbRadiometricAttributesLabelMapFilterExample.cxx
+++ b/Examples/OBIA/otbRadiometricAttributesLabelMapFilterExample.cxx
@@ -17,9 +17,9 @@
 =========================================================================*/
 
 //  Software Guide : BeginCommandLineArgs
-//    INPUTS: {/home/grizonnetm/OTB/Dev/OTB-Data/Examples/qb_RoadExtract2.tif}
+//    INPUTS: {qb_RoadExtract2.tif}
 //    OUTPUTS: {OBIARadiometricAttribute1.tif}
-//    STATS::Ndvi::Mean 0 0.3 16 16 200 1.0
+//    STATS::Ndvi::Mean 0 -0.3 16 16 10 1.0
 //  Software Guide : EndCommandLineArgs
 
 //  Software Guide : BeginLatex
@@ -44,9 +44,9 @@
   //  \item NDWI2
   //  \item Intensity
   //  \item and original B, G, R and NIR channels
-  //  \end{itemize},
+  //  \end{itemize}
 //  Here we use the  \doxygen{otb}{AttributesMapOpeningLabelMapFilter} to extract vegetated areas.
-//   
+//  Let's get to the source code explanation.  
 //
 //  Software Guide : EndLatex
 
@@ -115,7 +115,8 @@ int main(int argc, char * argv[])
   vreader->SetFileName(reffname);
     //  Software Guide : BeginLatex
   //
-  // Firstly, segment input image using the Mean Shift algorithm.
+  // Firstly, segment the input image by using the Mean Shift algorithm (see \ref{sec:MeanShift} for deeper
+  // explanations).
   //
   //  Software Guide : EndLatex
   
@@ -134,11 +135,12 @@ int main(int argc, char * argv[])
   // types.
   //
   //  Software Guide : EndLatex
-// Software Guide : BeginCodeSnippet
+  
+  // Software Guide : BeginCodeSnippet
   filter->SetInput(reader->GetOutput());       
-// Software Guide : EndCodeSnippet
+  // Software Guide : EndCodeSnippet
 
-//  Software Guide : BeginLatex
+  //  Software Guide : BeginLatex
   //
   // The \doxygen{itk}{LabelImageToLabelMapFilter} type is instantiated using the output
   // of the \doxygen{otb}{MeanShiftImageFilter}. This filter produces a labeled image 
@@ -163,7 +165,7 @@ int main(int argc, char * argv[])
   //  Software Guide : BeginLatex
   //
   // Instantiate the  \doxygen{otb}{RadiometricAttributesLabelMapFilter} to
-  // compute radiometric value on each label object.
+  // compute radiometric valuee on each label object.
   //
   //  Software Guide : EndLatex
   
@@ -208,7 +210,8 @@ int main(int argc, char * argv[])
 
   //  Software Guide : BeginLatex
   // 
-  //  Then, Label object selected are transform in a Label Image using the \doxygen{itk}{LabelMapToLabelImageFilter}  
+  //  Then, Label objects selected are transform in a Label Image using the 
+  //  \doxygen{itk}{LabelMapToLabelImageFilter}.  
   // 
   //  Software Guide : EndLatex
 
@@ -234,3 +237,16 @@ int main(int argc, char * argv[])
 
   return EXIT_SUCCESS;
 }
+
+  // Software Guide : BeginLatex
+  //
+  // Figure~\ref{fig:RADIOMETRIC_LABEL_MAP_FILTER} shows the result of applying
+  // the object selection based on radiometric attributes. 
+  // \begin{figure} \center
+  // \includegraphics[width=0.44\textwidth]{qb_RoadExtract2.eps}
+  // \includegraphics[width=0.44\textwidth]{OBIARadiometricAttribute1.eps}
+  // \itkcaption[Object based extraction based on ]{From left to right : original image, vegetation mask resulting from processing.}
+  // \label{fig:RADIOMETRIC_LABEL_MAP_FILTER}
+  // \end{figure}
+  //
+  // Software Guide : EndLatex
diff --git a/RELEASE_NOTES.txt b/RELEASE_NOTES.txt
index b58730cfbc4d2c15b63ddb79589d44eedc261e48..5931308ab5056b2544efab3170da8eeb3624d3a9 100644
--- a/RELEASE_NOTES.txt
+++ b/RELEASE_NOTES.txt
@@ -2,7 +2,7 @@ OTB-v.3.2.0 - Changes since version 3.0.0 (2010/01/15)
 -----------------------------------------
 
 * Applications
-  - Monteverdi, a new all-in one useer-friendly graphical tool 
+  - Monteverdi, a new all-in one user-friendly graphical tool 
     for remote sensing data processing released as a separate package (see README file).
 
 * Library