diff --git a/bob/bio/face/config/baseline/gabor_graph.py b/bob/bio/face/config/baseline/gabor_graph.py
index 777f4ab1eac8c1931b5924c4f22cf9bee8790e88..17a005c81dc0f0733328722b51c48a4a51f7d954 100644
--- a/bob/bio/face/config/baseline/gabor_graph.py
+++ b/bob/bio/face/config/baseline/gabor_graph.py
@@ -81,7 +81,6 @@ def load(annotation_type, fixed_positions=None):
     # Cropping
     face_cropper, transform_extra_arguments = make_cropper(
         cropped_image_size=cropped_image_size,
-        annotation_type=annotation_type,
         cropped_positions=cropped_positions,
         fixed_positions=fixed_positions,
         color_channel="gray",
diff --git a/bob/bio/face/config/baseline/lda.py b/bob/bio/face/config/baseline/lda.py
index ee8877b2b4d841bc48a15ed6c787c2aad9a609c6..a6ee3de82001ff937a50b9734bf467b5acdf299d 100644
--- a/bob/bio/face/config/baseline/lda.py
+++ b/bob/bio/face/config/baseline/lda.py
@@ -37,7 +37,6 @@ def load(annotation_type, fixed_positions=None):
     # Cropping
     face_cropper, transform_extra_arguments = make_cropper(
         cropped_image_size=cropped_image_size,
-        annotation_type=annotation_type,
         cropped_positions=cropped_positions,
         fixed_positions=fixed_positions,
         color_channel="gray",
diff --git a/bob/bio/face/config/baseline/lgbphs.py b/bob/bio/face/config/baseline/lgbphs.py
index 353bb05413d79ba066b3a9b626c70837497d6532..2c7256f614dee0a0ed2ffcc3b3dcaf1d4d493d94 100644
--- a/bob/bio/face/config/baseline/lgbphs.py
+++ b/bob/bio/face/config/baseline/lgbphs.py
@@ -71,7 +71,6 @@ def load(annotation_type, fixed_positions=None):
     # Cropping
     face_cropper, transform_extra_arguments = make_cropper(
         cropped_image_size=cropped_image_size,
-        annotation_type=annotation_type,
         cropped_positions=cropped_positions,
         fixed_positions=fixed_positions,
         color_channel="gray",