diff --git a/modules/deeplearning/icing_cnn.py b/modules/deeplearning/icing_cnn.py
index df3b92a338e905e70f515d319f4547ec3903fadf..5ac23b33ad3d48b8587cc9839381837f5f8bd567 100644
--- a/modules/deeplearning/icing_cnn.py
+++ b/modules/deeplearning/icing_cnn.py
@@ -887,8 +887,6 @@ class IcingIntensityNN:
         f.close()
 
     def build_model(self):
-        if NOISE_TRAINING:
-            self.inputs[0] = tf.keras.layers.GaussianNoise(stddev=NOISE_STDDEV)(self.inputs[0])
         flat = self.build_cnn()
         # flat_1d = self.build_1d_cnn()
         # flat = tf.keras.layers.concatenate([flat, flat_1d, flat_anc])