diff --git a/res/stages/main-stage.fxml b/res/stages/main-stage.fxml
index e42d960c7d26fa4625d2d5b65df0184dca716c6b..e867ac83924ee95ffef3b2b01e4cf2d69183734f 100644
--- a/res/stages/main-stage.fxml
+++ b/res/stages/main-stage.fxml
@@ -59,16 +59,6 @@
                                                    </ImageView>
                                                   </graphic>
                                               </Button>
-                                             <Button fx:id="ZoomIn" layoutX="27.0" layoutY="30.0" mnemonicParsing="false" onAction="#openAxesSetting" stylesheets="@../css/style.css" text="+" textFill="WHITE">
-                                                <font>
-                                                   <Font name="System Bold" size="20.0" />
-                                                </font>
-                                             </Button>
-                                             <Button fx:id="ZoomOut" layoutX="27.0" layoutY="88.0" mnemonicParsing="false" onAction="#openAxesSetting" stylesheets="@../css/style.css" text="-" textFill="WHITE">
-                                                <font>
-                                                   <Font name="System Bold" size="22.0" />
-                                                </font>
-                                             </Button>
                                           </children>
                                           <padding>
                                              <Insets top="20.0" />
diff --git a/src/main/java/fr/univlille/sae/classification/controller/AxesSettingsController.java b/src/main/java/fr/univlille/sae/classification/controller/AxesSettingsController.java
index 223c3edd680ea77f58e484d054d8050b77b13815..b355ba3bb9c6528d2475e76edadb5ee4fd29bc08 100644
--- a/src/main/java/fr/univlille/sae/classification/controller/AxesSettingsController.java
+++ b/src/main/java/fr/univlille/sae/classification/controller/AxesSettingsController.java
@@ -123,6 +123,7 @@ public class AxesSettingsController{
         }
 
         dataVisualizationView.reload();
+        reset();
 
         stage.close();
     }
diff --git a/src/main/java/fr/univlille/sae/classification/controller/MainStageController.java b/src/main/java/fr/univlille/sae/classification/controller/MainStageController.java
index 1f2e7ecf14314dfea023454a501183958c6a4bf4..d18c02d73d9952ef1fb300ddde0731b560ace749 100644
--- a/src/main/java/fr/univlille/sae/classification/controller/MainStageController.java
+++ b/src/main/java/fr/univlille/sae/classification/controller/MainStageController.java
@@ -29,12 +29,6 @@ public class MainStageController {
     @FXML
     ListView PointInfo;
 
-    @FXML
-    Button ZoomIn;
-
-    @FXML
-    Button ZoomOut;
-
     private MainStageView mainStageView;
 
     private double initialX;