diff --git a/openbr/openbr.h b/openbr/openbr.h
index 0ba39bd..0f9bb0f 100644
--- a/openbr/openbr.h
+++ b/openbr/openbr.h
@@ -300,6 +300,7 @@ BR_EXPORT float br_progress();
  *
  * Used by the \ref cli to implement \c -daemon, generally not useful otherwise.
  * Guaranteed to return at least one argument.
+ * \param pipe Pipe name
  * \param[out] argc argument count
  * \param[out] argv argument list
  * \note \ref managed_return_value
diff --git a/openbr/openbr_export.cpp b/openbr/openbr_export.cpp
index 3f3a9cc..ed12151 100644
--- a/openbr/openbr_export.cpp
+++ b/openbr/openbr_export.cpp
@@ -101,7 +101,7 @@ $ br -help
  *  $ nmake install
  *  $ nmake clean
  *  \endcode
-* -# <a href="http://releases.qt-project.org/qt5/5.0.1/single/qt-everywhere-opensource-src-5.0.1.zip">Download Qt 5.0.1</a> and unzip.
+ * -# <a href="http://releases.qt-project.org/qt5/5.0.1/single/qt-everywhere-opensource-src-5.0.1.zip">Download Qt 5.0.1</a> and unzip.
  *  -# Install Perl/Python/Ruby dependencies as explained in the "Windows" section of "README". Make sure they are added to "path" when given the option during installation.
  *  -# <a href="http://www.microsoft.com/en-us/download/confirmation.aspx?id=6812">Download Direct X Software Developement Kit</a> and install.
  *  -# From the VS2012 x64 Cross Tools Command Prompt:
diff --git a/openbr/openbr_plugin.cpp b/openbr/openbr_plugin.cpp
index 6995115..b2877d5 100644
--- a/openbr/openbr_plugin.cpp
+++ b/openbr/openbr_plugin.cpp
@@ -25,13 +25,12 @@
 #include <QtConcurrentRun>
 #include <algorithm>
 #include <iostream>
-#include <openbr/openbr_plugin.h>
-#include <openbr/plugins/openbr_internal.h>
 
 #ifndef BR_EMBEDDED
 #include <QApplication>
 #endif
 
+#include "openbr_plugin.h"
 #include "version.h"
 #include "core/bee.h"
 #include "core/common.h"
diff --git a/openbr/openbr_plugin.h b/openbr/openbr_plugin.h
index 531493d..53b2026 100644
--- a/openbr/openbr_plugin.h
+++ b/openbr/openbr_plugin.h
@@ -96,7 +96,7 @@ namespace br
  *
  * \b Example:<br>
  * Note the symmetry between \c BR_PROPERTY and \c Q_PROPERTY.
- * \snippet sdk/plugins/misc.cpp example_transform
+ * \snippet openbr/plugins/misc.cpp example_transform
  */
 #define BR_PROPERTY(TYPE,NAME,DEFAULT)                  \
 TYPE NAME;                                              \
@@ -715,6 +715,7 @@ public:
      *                 By default <tt>share/openbr/openbr.bib</tt> will be searched for relative to:
      *                   -# The working directory
      *                   -# The executable's location
+     * \param use_gui Create a QApplication instead of a QCoreApplication.
      * \note Tiggers \em abort() on failure to locate <tt>share/openbr/openbr.bib</tt>.
      * \note <a href="http://qt-project.org/">Qt</a> users should instead call this <i>after</i> initializing QApplication.
      * \see finalize
@@ -858,7 +859,7 @@ const FactoryInstance<_Abstraction,_Implementation> FactoryInstance<_Abstraction
  *
  * \b Example:<br>
  * Note the use of \c Q_OBJECT at the beginning of the class declaration and \c BR_REGISTER after the class declaration.
- * \snippet sdk/plugins/misc.cpp example_transform
+ * \snippet openbr/plugins/misc.cpp example_transform
  */
 #define BR_REGISTER(ABSTRACTION,IMPLEMENTATION)       \
 template class                                        \
diff --git a/openbr/plugins/quality.cpp b/openbr/plugins/quality.cpp
index 6d34ff4..5ebb34e 100644
--- a/openbr/plugins/quality.cpp
+++ b/openbr/plugins/quality.cpp
@@ -181,8 +181,9 @@ class MatchProbabilityDistance : public Distance
     float compare(const Template &target, const Template &query) const
     {
         float rawScore = distance->compare(target, query);
-        if (rawScore == -std::numeric_limits<float>::max()) return rawScore;
-        return mp(rawScore, gaussian);
+        return -log(rawScore+1);
+        //if (rawScore == -std::numeric_limits<float>::max()) return rawScore;
+        //return mp(rawScore, gaussian);
     }
 
     void store(QDataStream &stream) const
diff --git a/share/openbr/Doxyfile.in b/share/openbr/Doxyfile.in
index b371487..34c352c 100644
--- a/share/openbr/Doxyfile.in
+++ b/share/openbr/Doxyfile.in
@@ -130,7 +130,7 @@ FULL_PATH_NAMES        = YES
 # relative paths, which will be relative from the directory where doxygen is
 # started.
 
-STRIP_FROM_PATH        = ${CMAKE_CURRENT_SOURCE_DIR}
+STRIP_FROM_PATH        = ${CMAKE_SOURCE_DIR}
 
 # The STRIP_FROM_INC_PATH tag can be used to strip a user-defined part of
 # the path mentioned in the documentation of a class, which tells
@@ -661,9 +661,8 @@ WARN_LOGFILE           =
 # directories like "/usr/src/myproject". Separate the files or directories
 # with spaces.
 
-INPUT                  = ${CMAKE_CURRENT_SOURCE_DIR}/sdk \
-                         ${CMAKE_CURRENT_SOURCE_DIR}/app/br \
-                         ${CMAKE_CURRENT_SOURCE_DIR}/app/examples
+INPUT                  = ${CMAKE_SOURCE_DIR}/app \
+                         ${CMAKE_SOURCE_DIR}/openbr
 
 # This tag can be used to specify the character encoding of the source files
 # that doxygen parses. Internally doxygen uses the UTF-8 encoding, which is
@@ -681,8 +680,7 @@ INPUT_ENCODING         = UTF-8
 # *.hxx *.hpp *.h++ *.idl *.odl *.cs *.php *.php3 *.inc *.m *.mm *.dox *.py
 # *.f90 *.f *.for *.vhd *.vhdl
 
-FILE_PATTERNS          = *.h \
-                         *.cpp
+FILE_PATTERNS          = *.h *.cpp
 
 # The RECURSIVE tag can be used to turn specify whether or not subdirectories
 # should be searched for input files as well. Possible values are YES and NO.
@@ -710,7 +708,9 @@ EXCLUDE_SYMLINKS       = YES
 # against the file with absolute path, so to exclude all test directories
 # for example use the pattern */test/*
 
-EXCLUDE_PATTERNS       = */core/*
+EXCLUDE_PATTERNS       = */core/*.cpp \
+                         */gui/*.cpp \
+                         */icons/*
 
 # The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names
 # (namespaces, classes, functions, etc.) that should be excluded from the
@@ -733,7 +733,8 @@ EXCLUDE_SYMBOLS        = br::FactoryInstance \
 # directories that contain example code fragments that are included (see
 # the \include command).
 
-EXAMPLE_PATH           = ${CMAKE_CURRENT_SOURCE_DIR}/
+EXAMPLE_PATH           = ${CMAKE_SOURCE_DIR}/app \
+                         ${CMAKE_SOURCE_DIR}/openbr
 
 # If the value of the EXAMPLE_PATH tag contains directories, you can use the
 # EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp
@@ -1245,13 +1246,13 @@ SERVER_BASED_SEARCH    = NO
 # If the GENERATE_LATEX tag is set to YES (the default) Doxygen will
 # generate Latex output.
 
-GENERATE_LATEX         = YES
+GENERATE_LATEX         = NO
 
 # The LATEX_OUTPUT tag is used to specify where the LaTeX docs will be put.
 # If a relative path is entered the value of OUTPUT_DIRECTORY will be
 # put in front of it. If left blank `latex' will be used as the default path.
 
-LATEX_OUTPUT           = latex
+LATEX_OUTPUT           =
 
 # The LATEX_CMD_NAME tag can be used to specify the LaTeX command name to be
 # invoked. If left blank `latex' will be used as the default command name.
@@ -1538,7 +1539,7 @@ INCLUDE_FILE_PATTERNS  =
 # undefined via #undef or recursively expanded use the := operator
 # instead of the = operator.
 
-PREDEFINED             = BR_EXPORT=
+PREDEFINED             = BR_EXPORT= __cplusplus
 
 # If the MACRO_EXPANSION and EXPAND_ONLY_PREDEF tags are set to YES then
 # this tag can be used to specify a list of macro names that should be expanded.