diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000..bc0dc9d
Binary files /dev/null and b/.DS_Store differ
diff --git a/Projet/.DS_Store b/Projet/.DS_Store
new file mode 100644
index 0000000..5d18b82
Binary files /dev/null and b/Projet/.DS_Store differ
diff --git a/Projet/.idea/Projet.iml b/Projet/.idea/Projet.iml
index 6711606..f3d7bc9 100644
--- a/Projet/.idea/Projet.iml
+++ b/Projet/.idea/Projet.iml
@@ -2,7 +2,7 @@
 <module type="PYTHON_MODULE" version="4">
   <component name="NewModuleRootManager">
     <content url="file://$MODULE_DIR$" />
-    <orderEntry type="inheritedJdk" />
+    <orderEntry type="jdk" jdkName="Python 3.7" jdkType="Python SDK" />
     <orderEntry type="sourceFolder" forTests="false" />
   </component>
   <component name="TestRunnerService">
diff --git a/Projet/.idea/misc.xml b/Projet/.idea/misc.xml
index 09f942b..a2e120d 100644
--- a/Projet/.idea/misc.xml
+++ b/Projet/.idea/misc.xml
@@ -1,4 +1,4 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
-  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.6 (projet_INF8801A)" project-jdk-type="Python SDK" />
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7" project-jdk-type="Python SDK" />
 </project>
\ No newline at end of file
diff --git a/Projet/.idea/vcs.xml b/Projet/.idea/vcs.xml
new file mode 100644
index 0000000..6c0b863
--- /dev/null
+++ b/Projet/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$/.." vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/Projet/.idea/workspace.xml b/Projet/.idea/workspace.xml
index d212f2d..a4a7081 100644
--- a/Projet/.idea/workspace.xml
+++ b/Projet/.idea/workspace.xml
@@ -1,21 +1,54 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="baaa1944-1ad0-4f92-ab2b-ee1e8dd71cb7" name="Default" comment="" />
+    <list default="true" id="baaa1944-1ad0-4f92-ab2b-ee1e8dd71cb7" name="Default" comment="">
+      <change beforePath="$PROJECT_DIR$/.idea/Projet.iml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/Projet.iml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/misc.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/misc.xml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
+    </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
-    <option name="TRACKING_ENABLED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
     <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
     <option name="LAST_RESOLUTION" value="IGNORE" />
   </component>
+  <component name="FUSProjectUsageTrigger">
+    <session id="-1767320026">
+      <usages-collector id="statistics.lifecycle.project">
+        <counts>
+          <entry key="project.open.time.8" value="1" />
+          <entry key="project.opened" value="1" />
+        </counts>
+      </usages-collector>
+      <usages-collector id="statistics.file.extensions.open">
+        <counts>
+          <entry key="py" value="4" />
+        </counts>
+      </usages-collector>
+      <usages-collector id="statistics.file.types.open">
+        <counts>
+          <entry key="Python" value="4" />
+        </counts>
+      </usages-collector>
+      <usages-collector id="statistics.file.extensions.edit">
+        <counts>
+          <entry key="py" value="486" />
+        </counts>
+      </usages-collector>
+      <usages-collector id="statistics.file.types.edit">
+        <counts>
+          <entry key="Python" value="486" />
+        </counts>
+      </usages-collector>
+    </session>
+  </component>
   <component name="FileEditorManager">
-    <leaf>
-      <file leaf-file-name="EdgeDetection.py" pinned="false" current-in-tab="true">
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/EdgeDetection/EdgeDetection.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="302">
-              <caret line="57" column="43" selection-start-line="57" selection-start-column="43" selection-end-line="57" selection-end-column="43" />
+            <state relative-caret-position="247">
+              <caret line="52" column="30" selection-start-line="52" selection-start-column="30" selection-end-line="52" selection-end-column="30" />
               <folding>
                 <element signature="e#0#18#0" expanded="true" />
               </folding>
@@ -23,11 +56,28 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="Bootstrap.py" pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/BoundaryTracing/BoudaryTracing.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="-305">
+              <caret line="8" selection-start-line="8" selection-end-line="8" />
+              <folding>
+                <element signature="e#0#11#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/Clipping/Clipping.py">
+          <provider selected="true" editor-type-id="text-editor" />
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/Bootstrap.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="459">
-              <caret line="27" column="30" selection-start-line="27" selection-start-column="30" selection-end-line="27" selection-end-column="30" />
+            <state relative-caret-position="378">
+              <caret line="53" column="62" selection-start-line="53" selection-start-column="62" selection-end-line="53" selection-end-column="62" />
               <folding>
                 <element signature="e#0#31#0" expanded="true" />
               </folding>
@@ -35,10 +85,31 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="Main.py" pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/Pipeline/Pipeline.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="180">
+              <caret line="12" column="19" selection-start-line="12" selection-start-column="19" selection-end-line="12" selection-end-column="19" />
+              <folding>
+                <element signature="e#0#53#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/Classifier/DescriptorGenerator.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="455">
+              <caret line="37" column="16" selection-start-line="37" selection-start-column="16" selection-end-line="37" selection-end-column="16" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/Main.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="34">
+            <state relative-caret-position="30">
               <caret line="2" column="5" selection-start-line="2" selection-start-column="5" selection-end-line="2" selection-end-column="5" />
             </state>
           </provider>
@@ -59,6 +130,9 @@
       <find>zeros</find>
     </findStrings>
   </component>
+  <component name="Git.Settings">
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$/.." />
+  </component>
   <component name="IdeDocumentHistory">
     <option name="CHANGED_PATHS">
       <list>
@@ -67,17 +141,20 @@
         <option value="$PROJECT_DIR$/BoundaryTracing/__init__.py" />
         <option value="$PROJECT_DIR$/ImageProcessing/ImageProcessing.py" />
         <option value="$PROJECT_DIR$/ImageProcessing/__init__.py" />
-        <option value="$PROJECT_DIR$/Bootstrap.py" />
         <option value="$PROJECT_DIR$/EdgeDetection/EdgeDetection.py" />
+        <option value="$PROJECT_DIR$/BoundaryTracing/BoudaryTracing.py" />
+        <option value="$PROJECT_DIR$/Pipeline/Pipeline.py" />
+        <option value="$PROJECT_DIR$/Bootstrap.py" />
       </list>
     </option>
   </component>
-  <component name="ProjectFrameBounds" extendedState="7">
-    <option name="x" value="260" />
-    <option name="y" value="80" />
-    <option name="width" value="1400" />
-    <option name="height" value="1000" />
+  <component name="ProjectFrameBounds">
+    <option name="x" value="60" />
+    <option name="y" value="23" />
+    <option name="width" value="1380" />
+    <option name="height" value="877" />
   </component>
+  <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
   <component name="ProjectView">
     <navigator proportions="" version="1">
       <foldersAlwaysOnTop value="true" />
@@ -113,12 +190,13 @@
             <path>
               <item name="Projet" type="b2602c69:ProjectViewProjectNode" />
               <item name="Projet" type="462c0819:PsiDirectoryNode" />
-              <item name="ImageProcessing" type="462c0819:PsiDirectoryNode" />
+              <item name="Pipeline" type="462c0819:PsiDirectoryNode" />
             </path>
           </expand>
           <select />
         </subPane>
       </pane>
+      <pane id="Scope" />
       <pane id="Course" />
     </panes>
   </component>
@@ -156,6 +234,9 @@
       <option name="SHOW_COMMAND_LINE" value="false" />
       <option name="EMULATE_TERMINAL" value="false" />
       <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
     </configuration>
     <recent_temporary>
       <list>
@@ -166,24 +247,36 @@
   <component name="SvnConfiguration">
     <configuration />
   </component>
+  <component name="TaskManager">
+    <task active="true" id="Default" summary="Default task">
+      <created>1543251005269</created>
+      <option name="number" value="Default" />
+      <option name="presentableId" value="Default" />
+      <updated>1543251005269</updated>
+    </task>
+    <servers />
+  </component>
   <component name="ToolWindowManager">
-    <frame x="-8" y="-8" width="1936" height="1176" extended-state="6" />
+    <frame x="60" y="23" width="1380" height="877" extended-state="0" />
     <editor active="true" />
     <layout>
-      <window_info content_ui="combo" id="Project" order="0" visible="true" weight="0.17913593" />
-      <window_info anchor="bottom" id="Version Control" order="1" show_stripe_button="false" />
+      <window_info id="Favorites" side_tool="true" />
+      <window_info content_ui="combo" id="Project" order="0" visible="true" weight="0.17880794" />
+      <window_info id="Structure" order="1" weight="0.25" />
+      <window_info anchor="bottom" id="Terminal" />
+      <window_info anchor="bottom" id="Event Log" side_tool="true" />
       <window_info anchor="bottom" id="Python Console" order="0" />
-      <window_info active="true" anchor="bottom" id="Run" order="4" visible="true" weight="0.32990655" />
-      <window_info anchor="bottom" id="Debug" order="5" weight="0.4" />
+      <window_info anchor="bottom" id="Version Control" order="1" show_stripe_button="false" />
+      <window_info anchor="bottom" id="Message" order="2" />
       <window_info anchor="bottom" id="Find" order="3" />
-      <window_info anchor="right" id="Commander" internal_type="SLIDING" order="0" type="SLIDING" weight="0.4" />
-      <window_info anchor="bottom" id="TODO" order="8" />
-      <window_info id="Structure" order="1" weight="0.25" />
+      <window_info active="true" anchor="bottom" id="Run" order="4" visible="true" weight="0.32866243" />
+      <window_info anchor="bottom" id="Debug" order="5" weight="0.4" />
+      <window_info anchor="bottom" id="Cvs" order="6" weight="0.25" />
       <window_info anchor="bottom" id="Inspection" order="7" weight="0.4" />
-      <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
+      <window_info anchor="bottom" id="TODO" order="8" />
+      <window_info anchor="right" id="Commander" internal_type="SLIDING" order="0" type="SLIDING" weight="0.4" />
       <window_info anchor="right" id="Ant Build" order="1" weight="0.25" />
-      <window_info anchor="bottom" id="Cvs" order="6" weight="0.25" />
-      <window_info anchor="bottom" id="Message" order="2" />
+      <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
     </layout>
   </component>
   <component name="VcsContentAnnotationSettings">
@@ -203,45 +296,64 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/ImageProcessing/ImageProcessing.py">
+    <entry file="file://$PROJECT_DIR$/ImageProcessing/ImageProcessing.py" />
+    <entry file="file://$PROJECT_DIR$/ImageProcessing/__init__.py" />
+    <entry file="file://$PROJECT_DIR$/__init__.py">
       <provider selected="true" editor-type-id="text-editor" />
     </entry>
-    <entry file="file://$PROJECT_DIR$/ImageProcessing/__init__.py">
+    <entry file="file://$PROJECT_DIR$/Main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="34">
-          <caret line="2" column="26" selection-start-line="2" selection-start-column="26" selection-end-line="2" selection-end-column="26" />
+        <state relative-caret-position="30">
+          <caret line="2" column="5" selection-start-line="2" selection-start-column="5" selection-end-line="2" selection-end-column="5" />
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Clipping/Clipping.py">
-      <provider selected="true" editor-type-id="text-editor" />
+    <entry file="file://$PROJECT_DIR$/EdgeDetection/EdgeDetection.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="247">
+          <caret line="52" column="30" selection-start-line="52" selection-start-column="30" selection-end-line="52" selection-end-column="30" />
+          <folding>
+            <element signature="e#0#18#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/__init__.py">
-      <provider selected="true" editor-type-id="text-editor" />
+    <entry file="file://$PROJECT_DIR$/Classifier/DescriptorGenerator.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="455">
+          <caret line="37" column="16" selection-start-line="37" selection-start-column="16" selection-end-line="37" selection-end-column="16" />
+        </state>
+      </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Main.py">
+    <entry file="file://$PROJECT_DIR$/Pipeline/Pipeline.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="34">
-          <caret line="2" column="5" selection-start-line="2" selection-start-column="5" selection-end-line="2" selection-end-column="5" />
+        <state relative-caret-position="180">
+          <caret line="12" column="19" selection-start-line="12" selection-start-column="19" selection-end-line="12" selection-end-column="19" />
+          <folding>
+            <element signature="e#0#53#0" expanded="true" />
+          </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Bootstrap.py">
+    <entry file="file://$PROJECT_DIR$/Clipping/Clipping.py">
+      <provider selected="true" editor-type-id="text-editor" />
+    </entry>
+    <entry file="file://$PROJECT_DIR$/BoundaryTracing/BoudaryTracing.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="459">
-          <caret line="27" column="30" selection-start-line="27" selection-start-column="30" selection-end-line="27" selection-end-column="30" />
+        <state relative-caret-position="-305">
+          <caret line="8" selection-start-line="8" selection-end-line="8" />
           <folding>
-            <element signature="e#0#31#0" expanded="true" />
+            <element signature="e#0#11#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/EdgeDetection/EdgeDetection.py">
+    <entry file="file://$PROJECT_DIR$/Bootstrap.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="302">
-          <caret line="57" column="43" selection-start-line="57" selection-start-column="43" selection-end-line="57" selection-end-column="43" />
+        <state relative-caret-position="378">
+          <caret line="53" column="62" selection-start-line="53" selection-start-column="62" selection-end-line="53" selection-end-column="62" />
           <folding>
-            <element signature="e#0#18#0" expanded="true" />
+            <element signature="e#0#31#0" expanded="true" />
           </folding>
         </state>
       </provider>
diff --git a/Projet/BoundaryTracing/__pycache__/BoudaryTracing.cpython-37.pyc b/Projet/BoundaryTracing/__pycache__/BoudaryTracing.cpython-37.pyc
new file mode 100644
index 0000000..af365d5
Binary files /dev/null and b/Projet/BoundaryTracing/__pycache__/BoudaryTracing.cpython-37.pyc differ
diff --git a/Projet/BoundaryTracing/__pycache__/__init__.cpython-37.pyc b/Projet/BoundaryTracing/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..4a5aa3e
Binary files /dev/null and b/Projet/BoundaryTracing/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/Classifier/__pycache__/DescriptorGenerator.cpython-37.pyc b/Projet/Classifier/__pycache__/DescriptorGenerator.cpython-37.pyc
new file mode 100644
index 0000000..7334aaf
Binary files /dev/null and b/Projet/Classifier/__pycache__/DescriptorGenerator.cpython-37.pyc differ
diff --git a/Projet/Classifier/__pycache__/__init__.cpython-37.pyc b/Projet/Classifier/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..41a5d41
Binary files /dev/null and b/Projet/Classifier/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/Clipping/__pycache__/Clipping.cpython-37.pyc b/Projet/Clipping/__pycache__/Clipping.cpython-37.pyc
new file mode 100644
index 0000000..658134d
Binary files /dev/null and b/Projet/Clipping/__pycache__/Clipping.cpython-37.pyc differ
diff --git a/Projet/Clipping/__pycache__/__init__.cpython-37.pyc b/Projet/Clipping/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..261f402
Binary files /dev/null and b/Projet/Clipping/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/EdgeDetection/__pycache__/EdgeDetection.cpython-37.pyc b/Projet/EdgeDetection/__pycache__/EdgeDetection.cpython-37.pyc
new file mode 100644
index 0000000..66939a7
Binary files /dev/null and b/Projet/EdgeDetection/__pycache__/EdgeDetection.cpython-37.pyc differ
diff --git a/Projet/EdgeDetection/__pycache__/__init__.cpython-37.pyc b/Projet/EdgeDetection/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..2bc0e0a
Binary files /dev/null and b/Projet/EdgeDetection/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/Pipeline/__pycache__/Pipeline.cpython-37.pyc b/Projet/Pipeline/__pycache__/Pipeline.cpython-37.pyc
new file mode 100644
index 0000000..faf50ad
Binary files /dev/null and b/Projet/Pipeline/__pycache__/Pipeline.cpython-37.pyc differ
diff --git a/Projet/Shared/__pycache__/Borg.cpython-37.pyc b/Projet/Shared/__pycache__/Borg.cpython-37.pyc
new file mode 100644
index 0000000..0ae69e9
Binary files /dev/null and b/Projet/Shared/__pycache__/Borg.cpython-37.pyc differ
diff --git a/Projet/Shared/__pycache__/Parameters.cpython-37.pyc b/Projet/Shared/__pycache__/Parameters.cpython-37.pyc
new file mode 100644
index 0000000..93ac562
Binary files /dev/null and b/Projet/Shared/__pycache__/Parameters.cpython-37.pyc differ
diff --git a/Projet/Shared/__pycache__/__init__.cpython-37.pyc b/Projet/Shared/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..d6a385c
Binary files /dev/null and b/Projet/Shared/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/Training/__pycache__/Trainer.cpython-37.pyc b/Projet/Training/__pycache__/Trainer.cpython-37.pyc
new file mode 100644
index 0000000..db86148
Binary files /dev/null and b/Projet/Training/__pycache__/Trainer.cpython-37.pyc differ
diff --git a/Projet/Training/__pycache__/__init__.cpython-37.pyc b/Projet/Training/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..1f62dd9
Binary files /dev/null and b/Projet/Training/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/Utils/__pycache__/ArgParser.cpython-37.pyc b/Projet/Utils/__pycache__/ArgParser.cpython-37.pyc
new file mode 100644
index 0000000..ce96093
Binary files /dev/null and b/Projet/Utils/__pycache__/ArgParser.cpython-37.pyc differ
diff --git a/Projet/Utils/__pycache__/ReadWrite.cpython-37.pyc b/Projet/Utils/__pycache__/ReadWrite.cpython-37.pyc
new file mode 100644
index 0000000..e8e7a7f
Binary files /dev/null and b/Projet/Utils/__pycache__/ReadWrite.cpython-37.pyc differ
diff --git a/Projet/Utils/__pycache__/__init__.cpython-37.pyc b/Projet/Utils/__pycache__/__init__.cpython-37.pyc
new file mode 100644
index 0000000..363af39
Binary files /dev/null and b/Projet/Utils/__pycache__/__init__.cpython-37.pyc differ
diff --git a/Projet/__pycache__/Bootstrap.cpython-37.pyc b/Projet/__pycache__/Bootstrap.cpython-37.pyc
new file mode 100644
index 0000000..e75c944
Binary files /dev/null and b/Projet/__pycache__/Bootstrap.cpython-37.pyc differ
diff --git a/TP2/.DS_Store b/TP2/.DS_Store
new file mode 100644
index 0000000..f416bff
Binary files /dev/null and b/TP2/.DS_Store differ
diff --git a/TP2/Inpainting/.DS_Store b/TP2/Inpainting/.DS_Store
new file mode 100644
index 0000000..2f78033
Binary files /dev/null and b/TP2/Inpainting/.DS_Store differ