diff --git a/src/torchio/transforms/augmentation/composition.py b/src/torchio/transforms/augmentation/composition.py
index 16bd6305..6412aaa0 100644
--- a/src/torchio/transforms/augmentation/composition.py
+++ b/src/torchio/transforms/augmentation/composition.py
@@ -47,11 +47,8 @@ def __repr__(self) -> str:
 
     def get_init_args(self) -> Dict:
         init_args = super().get_init_args()
-        try:
-            # Remove parse_input as it is set to False in the __init__
+        if 'parse_input' in init_args:
             init_args.pop('parse_input')
-        except KeyError:
-            pass
         return init_args
 
     def apply_transform(self, subject: Subject) -> Subject:
@@ -115,11 +112,8 @@ def __init__(self, transforms: TypeTransformsDict, **kwargs):
 
     def get_init_args(self) -> Dict:
         init_args = super().get_init_args()
-        try:
-            # Remove parse_input as it is set to False in the __init__
+        if 'parse_input' in init_args:
             init_args.pop('parse_input')
-        except KeyError:
-            pass
         return init_args
 
     def apply_transform(self, subject: Subject) -> Subject:
diff --git a/tests/transforms/test_transforms.py b/tests/transforms/test_transforms.py
index 4a27c7a9..d505e15e 100644
--- a/tests/transforms/test_transforms.py
+++ b/tests/transforms/test_transforms.py
@@ -381,3 +381,27 @@ def test_bad_keys_type(self):
         # From https://github.com/fepegar/torchio/issues/923
         with self.assertRaises(ValueError):
             tio.RandomAffine(include='t1')
+
+    def test_init_args(self):
+        transform = tio.Compose([tio.RandomNoise()])
+        init_args = transform.get_init_args()
+        assert 'parse_input' not in init_args
+
+        transform = tio.OneOf([tio.RandomNoise()])
+        init_args = transform.get_init_args()
+        assert 'parse_input' not in init_args
+
+        transform = tio.RandomNoise()
+        init_args = transform.get_init_args()
+        assert all(
+            arg in init_args
+            for arg in [
+                'p',
+                'copy',
+                'include',
+                'exclude',
+                'keep',
+                'parse_input',
+                'label_keys',
+            ]
+        )