diff --git a/plantseg/viewer_napari/widgets/dataprocessing.py b/plantseg/viewer_napari/widgets/dataprocessing.py
index 38c1aa59..baada427 100644
--- a/plantseg/viewer_napari/widgets/dataprocessing.py
+++ b/plantseg/viewer_napari/widgets/dataprocessing.py
@@ -102,7 +102,7 @@ def to_choices(cls):
 @magicgui(
     call_button="Run Rescaling",
     image={
-        "label": "Image or Label",
+        "label": "Select layer",
         "tooltip": "Layer to apply the rescaling.",
     },
     mode={
diff --git a/plantseg/viewer_napari/widgets/io.py b/plantseg/viewer_napari/widgets/io.py
index 1265fd60..2db162f5 100644
--- a/plantseg/viewer_napari/widgets/io.py
+++ b/plantseg/viewer_napari/widgets/io.py
@@ -53,16 +53,16 @@ def to_choices(cls):
         "orientation": "horizontal",
     },
     path={
-        "label": "Pick a file\n(tiff, h5, zarr, png, jpg)",
+        "label": "File path\n(tiff, h5, zarr, png, jpg)",
         "mode": "r",
         "tooltip": "Select a file to be imported, the file can be a tiff, h5, png, jpg.",
     },
     new_layer_name={
-        "label": "Layer Name",
+        "label": "Layer name",
         "tooltip": "Define the name of the output layer, default is either image or label.",
     },
     layer_type={
-        "label": "Layer Type",
+        "label": "Layer type",
         "tooltip": "Select if the image is a normal image or a segmentation",
         "widget_type": "RadioButtons",
         "orientation": "horizontal",
@@ -75,7 +75,7 @@ def to_choices(cls):
         "tooltip": "Key to be loaded from h5",
     },
     stack_layout={
-        "label": "Stack Layout",
+        "label": "Stack layout",
         "choices": ImageLayout.to_choices(),
         "tooltip": "Stack layout",
         "widget_type": "RadioButtons",
@@ -150,10 +150,10 @@ def _on_path_mode_changed(path_mode: str):
     path_mode = _return_value_if_widget(path_mode)
     if path_mode == PathMode.FILE.value:  # file
         widget_open_file.path.mode = "r"
-        widget_open_file.path.label = "Pick a file\n(.tiff, .h5, .png, .jpg)"
+        widget_open_file.path.label = "File path\n(.tiff, .h5, .png, .jpg)"
     elif path_mode == PathMode.DIR.value:  # directory case
         widget_open_file.path.mode = "d"
-        widget_open_file.path.label = "Pick a folder\n(.zarr)"
+        widget_open_file.path.label = "Zarr path\n(.zarr)"
 
 
 @widget_open_file.path.changed.connect
diff --git a/plantseg/viewer_napari/widgets/proofreading.py b/plantseg/viewer_napari/widgets/proofreading.py
index 69a1b682..93e4925b 100644
--- a/plantseg/viewer_napari/widgets/proofreading.py
+++ b/plantseg/viewer_napari/widgets/proofreading.py
@@ -543,7 +543,7 @@ def func():
     worker.start()
 
 
-@magicgui(call_button='Extract correct labels')
+@magicgui(call_button='Freeze correct labels')
 def widget_filter_segmentation() -> Future[LayerDataTuple]:
     """Extracts corrected labels from the segmentation.
 
diff --git a/plantseg/viewer_napari/widgets/segmentation.py b/plantseg/viewer_napari/widgets/segmentation.py
index 3b60a13e..998fd743 100644
--- a/plantseg/viewer_napari/widgets/segmentation.py
+++ b/plantseg/viewer_napari/widgets/segmentation.py
@@ -16,21 +16,21 @@
 #                                                                                                                      #
 ########################################################################################################################
 
-STACKED = [('2D', True), ('3D', False)]
+STACKED = [('2D Watershed', True), ('3D Watershed', False)]
 
 
 @magicgui(
-    call_button='Run Clustering',
+    call_button='Run Segmentation',
     image={
-        'label': 'Pmap/Image',
-        'tooltip': 'Raw or boundary image to use as input for clustering.',
+        'label': 'Boundary image',
+        'tooltip': 'Raw boundary image or boundary prediction to use as input for clustering.',
     },
     superpixels={
         'label': 'Over-segmentation',
         'tooltip': 'Over-segmentation labels layer to use as input for clustering.',
     },
     mode={
-        'label': 'Aggl. Mode',
+        'label': 'Agglomeration mode',
         'choices': ['GASP', 'MutexWS', 'MultiCut'],
         'tooltip': 'Select which agglomeration algorithm to use.',
         "widget_type": "RadioButtons",
@@ -45,7 +45,7 @@
         'min': 0.0,
     },
     minsize={
-        'label': 'Min-size',
+        'label': 'Minimum segment size',
         'tooltip': 'Minimum segment size allowed in voxels.',
     },
 )
@@ -81,8 +81,8 @@ def widget_agglomeration(
 @magicgui(
     call_button='Run Lifted MultiCut',
     image={
-        'label': 'Pmap/Image',
-        'tooltip': 'Raw or boundary image to use as input for clustering.',
+        'label': 'Boundary image',
+        'tooltip': 'Raw boundary image or boundary prediction to use as input for Lifted Multicut.',
     },
     nuclei={
         'label': 'Nuclei',
@@ -101,7 +101,7 @@ def widget_agglomeration(
         'min': 0.0,
     },
     minsize={
-        'label': 'Min-size',
+        'label': 'Minimum segment size',
         'tooltip': 'Minimum segment size allowed in voxels.',
     },
 )
@@ -136,13 +136,13 @@ def widget_lifted_multicut(
 
 
 @magicgui(
-    call_button='Run Watershed',
+    call_button='Find Superpixels',
     image={
-        'label': 'Image or Probability Map',
-        'tooltip': 'Raw or boundary image to use as input for Watershed.',
+        'label': 'Boundary image',
+        'tooltip': 'Raw boundary image or boundary prediction to use as input for Watershed.',
     },
     stacked={
-        'label': 'Stacked',
+        'label': 'Mode',
         'tooltip': 'Define if the Watershed will run slice by slice (faster) ' 'or on the full volume (slower).',
         'widget_type': 'RadioButtons',
         'orientation': 'horizontal',