diff --git a/CMakeLists.txt b/CMakeLists.txt
index 6a79ecfdf..5942e6354 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -96,7 +96,7 @@ if ( PYTHONLIBS_FOUND )
         "PythonQt"
         "A Python embedding solution for Qt applications."
         "http://pythonqt.sourceforge.net"
-        FALSE "3.2"
+        FALSE "3.1"
         "PythonQt is used for the Python modules API."
     )
 endif()
diff --git a/CMakeModules/FindPythonQt.cmake b/CMakeModules/FindPythonQt.cmake
index ddaf69cef..6164246e3 100644
--- a/CMakeModules/FindPythonQt.cmake
+++ b/CMakeModules/FindPythonQt.cmake
@@ -21,13 +21,20 @@ find_path(PYTHONQT_INCLUDE_DIR PythonQt.h
   PATHS "${PYTHONQT_INSTALL_DIR}/include/PythonQt"
         "${PYTHONQT_INSTALL_DIR}/src"
   DOC "Path to the PythonQt include directory")
-find_library(PYTHONQT_LIBRARY_RELEASE PythonQt-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "The PythonQt library.")
-find_library(PYTHONQT_LIBRARY_DEBUG NAMES PythonQt-Qt5-Python3${CTK_CMAKE_DEBUG_POSTFIX} PythonQt-Qt5-Python3${CMAKE_DEBUG_POSTFIX} PythonQt-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "The PythonQt library.")
-find_library(PYTHONQT_QTALL_LIBRARY_RELEASE PythonQt_QtAll-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "Full Qt bindings for the PythonQt library.")
-find_library(PYTHONQT_QTALL_LIBRARY_DEBUG NAMES PythonQt_QtAll-Qt5-Python3${CTK_CMAKE_DEBUG_POSTFIX} PythonQt_QtAll-Qt5-Python3${CMAKE_DEBUG_POSTFIX} PythonQt_QtAll-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "Full Qt bindings for the PythonQt library.")
+
+# Minimum v3.1 is needed
+find_library(PYTHONQT_LIBRARY_RELEASE PythonQt PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "The PythonQt library.")
+find_library(PYTHONQT_LIBRARY_DEBUG NAMES PythonQt${CTK_CMAKE_DEBUG_POSTFIX} PythonQt${CMAKE_DEBUG_POSTFIX} PythonQt PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "The PythonQt library.")
+find_library(PYTHONQT_QTALL_LIBRARY_RELEASE PythonQt_QtAll PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "Full Qt bindings for the PythonQt library.")
+find_library(PYTHONQT_QTALL_LIBRARY_DEBUG NAMES PythonQt_QtAll${CTK_CMAKE_DEBUG_POSTFIX} PythonQt_QtAll${CMAKE_DEBUG_POSTFIX} PythonQt_QtAll PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "Full Qt bindings for the PythonQt library.")
+
+# Also check for v3.2+
+find_library(PYTHONQT_LIBRARY_V32_RELEASE PythonQt-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "The PythonQt library.")
+find_library(PYTHONQT_LIBRARY_V32_DEBUG NAMES PythonQt-Qt5-Python3${CTK_CMAKE_DEBUG_POSTFIX} PythonQt-Qt5-Python3${CMAKE_DEBUG_POSTFIX} PythonQt-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "The PythonQt library.")
+find_library(PYTHONQT_QTALL_LIBRARY_V32_RELEASE PythonQt_QtAll-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "Full Qt bindings for the PythonQt library.")
+find_library(PYTHONQT_QTALL_LIBRARY_V32_DEBUG NAMES PythonQt_QtAll-Qt5-Python3${CTK_CMAKE_DEBUG_POSTFIX} PythonQt_QtAll-Qt5-Python3${CMAKE_DEBUG_POSTFIX} PythonQt_QtAll-Qt5-Python3 PATHS "${PYTHONQT_INSTALL_DIR}/lib" DOC "Full Qt bindings for the PythonQt library.")
 
 set(PYTHONQT_LIBRARY)
-
 if(PYTHONQT_LIBRARY_RELEASE)
   list(APPEND PYTHONQT_LIBRARY optimized ${PYTHONQT_LIBRARY_RELEASE})
 endif()
@@ -35,6 +42,14 @@ if(PYTHONQT_LIBRARY_DEBUG)
   list(APPEND PYTHONQT_LIBRARY debug ${PYTHONQT_LIBRARY_DEBUG})
 endif()
 
+set(PYTHONQT_LIBRARY_V32)
+if(PYTHONQT_LIBRARY_V32_RELEASE)
+  list(APPEND PYTHONQT_LIBRARY_V32 optimized ${PYTHONQT_LIBRARY_V32_RELEASE})
+endif()
+if(PYTHONQT_LIBRARY_V32_DEBUG)
+  list(APPEND PYTHONQT_LIBRARY_V32 debug ${PYTHONQT_LIBRARY_V32_DEBUG})
+endif()
+
 set(PYTHONQT_QTALL_LIBRARY)
 if(PYTHONQT_QTALL_LIBRARY_RELEASE)
   list(APPEND PYTHONQT_QTALL_LIBRARY optimized ${PYTHONQT_QTALL_LIBRARY_RELEASE})
@@ -43,12 +58,24 @@ if(PYTHONQT_QTALL_LIBRARY_DEBUG)
   list(APPEND PYTHONQT_QTALL_LIBRARY debug ${PYTHONQT_QTALL_LIBRARY_DEBUG})
 endif()
 
+set(PYTHONQT_QTALL_LIBRARY_V32)
+if(PYTHONQT_QTALL_LIBRARY_RELEASE)
+  list(APPEND PYTHONQT_QTALL_LIBRARY_V32 optimized ${PYTHONQT_QTALL_LIBRARY_V32_RELEASE})
+endif()
+if(PYTHONQT_QTALL_LIBRARY_V32_DEBUG)
+  list(APPEND PYTHONQT_QTALL_LIBRARY_V32 debug ${PYTHONQT_QTALL_LIBRARY_V32_DEBUG})
+endif()
+
 mark_as_advanced(PYTHONQT_INSTALL_DIR)
 mark_as_advanced(PYTHONQT_INCLUDE_DIR)
 mark_as_advanced(PYTHONQT_LIBRARY_RELEASE)
 mark_as_advanced(PYTHONQT_LIBRARY_DEBUG)
 mark_as_advanced(PYTHONQT_QTALL_LIBRARY_RELEASE)
 mark_as_advanced(PYTHONQT_QTALL_LIBRARY_DEBUG)
+mark_as_advanced(PYTHONQT_LIBRARY_V32_RELEASE)
+mark_as_advanced(PYTHONQT_LIBRARY_V32_DEBUG)
+mark_as_advanced(PYTHONQT_QTALL_LIBRARY_V32_RELEASE)
+mark_as_advanced(PYTHONQT_QTALL_LIBRARY_V32_DEBUG)
 
 # On linux, also find libutil
 if(UNIX AND NOT APPLE)
@@ -59,11 +86,25 @@ endif()
 # All upper case _FOUND variable is maintained for backwards compatibility.
 set(PYTHONQT_FOUND 0)
 set(PythonQt_FOUND 0)
-if(PYTHONQT_INCLUDE_DIR AND PYTHONQT_LIBRARY AND PYTHONQT_QTALL_LIBRARY)
+
+if(PYTHONQT_LIBRARY AND PYTHONQT_QTALL_LIBRARY)
+set(PYTHONQT_LIB)
+endif()
+
+if(PYTHONQT_LIBRARY_V32 AND PYTHONQT_QTALL_LIBRARY_V32)
+set(PYTHONQT_LIB)
+set(PYTHONQT_LIB_V32)
+endif()
+
+if(PYTHONQT_INCLUDE_DIR AND PYTHONQT_LIB)
   # Currently CMake'ified PythonQt only supports building against a python Release build.
   # This applies independently of CTK build type (Release, Debug, ...)
   add_definitions(-DPYTHONQT_USE_RELEASE_PYTHON_FALLBACK)
   set(PYTHONQT_FOUND 1)
   set(PythonQt_FOUND ${PYTHONQT_FOUND})
-  set(PYTHONQT_LIBRARIES ${PYTHONQT_LIBRARY} ${PYTHONQT_LIBUTIL} ${PYTHONQT_QTALL_LIBRARY})
+  if(PYTHONQT_LIB_V32)
+    set(PYTHONQT_LIBRARIES ${PYTHONQT_LIBRARY_V32} ${PYTHONQT_LIBUTIL} ${PYTHONQT_QTALL_LIBRARY_V32})
+  else
+    set(PYTHONQT_LIBRARIES ${PYTHONQT_LIBRARY} ${PYTHONQT_LIBUTIL} ${PYTHONQT_QTALL_LIBRARY})
+  endif()
 endif()