diff --git a/src/model_modules/inception_model.py b/src/model_modules/inception_model.py
index 11093df56a4b262f75eae7a6f7c05e6e44e1435d..c369885349a4208fd579d735a4b2da6a59542a0b 100644
--- a/src/model_modules/inception_model.py
+++ b/src/model_modules/inception_model.py
@@ -63,7 +63,7 @@ class InceptionModelBase:
                                   padding='same',
                                   kernel_regularizer=regularizer,
                                   name=block_name)(input_x)
-            tower = self.act(tower, activation, **act_settings)
+            # tower = self.act(tower, activation, **act_settings)
         else:
             tower = layers.Conv2D(reduction_filter,
                                   (1, 1),
@@ -77,9 +77,9 @@ class InceptionModelBase:
                                   padding='same',
                                   kernel_regularizer=regularizer,
                                   name=block_name)(tower)
-            if batch_normalisation:
-                tower = self.batch_normalisation(tower, **bn_settings)
-            tower = self.act(tower, activation, **act_settings)
+        if batch_normalisation:
+            tower = self.batch_normalisation(tower, **bn_settings)
+        tower = self.act(tower, activation, **act_settings)
 
         return tower