diff --git a/wgan_gp/wgan_gp.py b/wgan_gp/wgan_gp.py
index 7b789e7a56..42f83e0fc0 100644
--- a/wgan_gp/wgan_gp.py
+++ b/wgan_gp/wgan_gp.py
@@ -157,15 +157,12 @@ def build_critic(self):
         model.add(Dropout(0.25))
         model.add(Conv2D(32, kernel_size=3, strides=2, padding="same"))
         model.add(ZeroPadding2D(padding=((0,1),(0,1))))
-        model.add(BatchNormalization(momentum=0.8))
         model.add(LeakyReLU(alpha=0.2))
         model.add(Dropout(0.25))
         model.add(Conv2D(64, kernel_size=3, strides=2, padding="same"))
-        model.add(BatchNormalization(momentum=0.8))
         model.add(LeakyReLU(alpha=0.2))
         model.add(Dropout(0.25))
         model.add(Conv2D(128, kernel_size=3, strides=1, padding="same"))
-        model.add(BatchNormalization(momentum=0.8))
         model.add(LeakyReLU(alpha=0.2))
         model.add(Dropout(0.25))
         model.add(Flatten())