diff --git a/bob/ip/binseg/script/train.py b/bob/ip/binseg/script/train.py
index 4e7c952391c4a613c94aa07a1a9a83bd6a6fdf4c..44534a13558c3794c56b40b43392d86cc936b785 100644
--- a/bob/ip/binseg/script/train.py
+++ b/bob/ip/binseg/script/train.py
@@ -176,6 +176,7 @@ def train(
     ssl,
     rampup,
     verbose,
+    **kwargs,
 ):
     """Trains an FCN to perform binary segmentation using a supervised approach