diff --git a/models/networks.py b/models/networks.py
index 1d949fabc8d..b556184f784 100644
--- a/models/networks.py
+++ b/models/networks.py
@@ -342,12 +342,12 @@ def __init__(self, input_nc, ndf=64, n_layers=3, norm_layer=nn.BatchNorm2d, use_
         nf_mult = min(2**n_layers, 8)
         sequence += [
             nn.Conv2d(ndf * nf_mult_prev, ndf * nf_mult,
-                      kernel_size=kw, stride=1, padding=padw, bias=use_bias),
+                      kernel_size=kw, stride=2, padding=padw, bias=use_bias),
             norm_layer(ndf * nf_mult),
             nn.LeakyReLU(0.2, True)
         ]
 
-        sequence += [nn.Conv2d(ndf * nf_mult, 1, kernel_size=kw, stride=1, padding=padw)]
+        sequence += [nn.Conv2d(ndf * nf_mult, 1, kernel_size=kw, stride=0, padding=padw)]
 
         if use_sigmoid:
             sequence += [nn.Sigmoid()]