diff --git a/INetwork.py b/INetwork.py
index 18efd86..4fb29e4 100644
--- a/INetwork.py
+++ b/INetwork.py
@@ -126,7 +126,7 @@ def str_to_bool(v):
         style_weights.append(style_weight * args.style_scale)
 
 # dimensions of the generated picture.
-img_width = img_height = args.img_size
+img_width = img_height = 0
 
 img_WIDTH = img_HEIGHT = 0
 aspect_ratio = 0
@@ -136,7 +136,7 @@ def str_to_bool(v):
 
 # util function to open, resize and format pictures into appropriate tensors
 def preprocess_image(image_path, load_dims=False, read_mode="color"):
-    global img_WIDTH, img_HEIGHT, aspect_ratio
+    global img_width, img_height, img_WIDTH, img_HEIGHT, aspect_ratio
 
     mode = "RGB" if read_mode == "color" else "L"
     img = imread(image_path, mode=mode)  # Prevents crashes due to PNG images (ARGB)
@@ -155,6 +155,9 @@ def preprocess_image(image_path, load_dims=False, read_mode="color"):
         img_HEIGHT = img.shape[1]
         aspect_ratio = img_HEIGHT / img_WIDTH
 
+        img_width = args.img_size
+        img_height = int(img_width * aspect_ratio)
+
     img = imresize(img, (img_width, img_height)).astype('float32')
 
     # RGB -> BGR
diff --git a/Network.py b/Network.py
index e1054ad..c91855d 100644
--- a/Network.py
+++ b/Network.py
@@ -124,7 +124,7 @@ def str_to_bool(v):
         style_weights.append(style_weight * args.style_scale)
 
 # dimensions of the generated picture.
-img_width = img_height = args.img_size
+img_width = img_height = 0
 
 img_WIDTH = img_HEIGHT = 0
 aspect_ratio = 0
@@ -134,7 +134,7 @@ def str_to_bool(v):
 
 # util function to open, resize and format pictures into appropriate tensors
 def preprocess_image(image_path, load_dims=False, read_mode="color"):
-    global img_WIDTH, img_HEIGHT, aspect_ratio
+    global img_width, img_height, img_WIDTH, img_HEIGHT, aspect_ratio
 
     mode = "RGB" if read_mode == "color" else "L"
     img = imread(image_path, mode=mode)  # Prevents crashes due to PNG images (ARGB)
@@ -153,6 +153,9 @@ def preprocess_image(image_path, load_dims=False, read_mode="color"):
         img_HEIGHT = img.shape[1]
         aspect_ratio = img_HEIGHT / img_WIDTH
 
+        img_width = args.img_size
+        img_height = int(img_width * aspect_ratio)
+
     img = imresize(img, (img_width, img_height)).astype('float32')
 
     # RGB -> BGR
diff --git a/script_helper/Script/INetwork.py b/script_helper/Script/INetwork.py
index 18efd86..4fb29e4 100644
--- a/script_helper/Script/INetwork.py
+++ b/script_helper/Script/INetwork.py
@@ -126,7 +126,7 @@ def str_to_bool(v):
         style_weights.append(style_weight * args.style_scale)
 
 # dimensions of the generated picture.
-img_width = img_height = args.img_size
+img_width = img_height = 0
 
 img_WIDTH = img_HEIGHT = 0
 aspect_ratio = 0
@@ -136,7 +136,7 @@ def str_to_bool(v):
 
 # util function to open, resize and format pictures into appropriate tensors
 def preprocess_image(image_path, load_dims=False, read_mode="color"):
-    global img_WIDTH, img_HEIGHT, aspect_ratio
+    global img_width, img_height, img_WIDTH, img_HEIGHT, aspect_ratio
 
     mode = "RGB" if read_mode == "color" else "L"
     img = imread(image_path, mode=mode)  # Prevents crashes due to PNG images (ARGB)
@@ -155,6 +155,9 @@ def preprocess_image(image_path, load_dims=False, read_mode="color"):
         img_HEIGHT = img.shape[1]
         aspect_ratio = img_HEIGHT / img_WIDTH
 
+        img_width = args.img_size
+        img_height = int(img_width * aspect_ratio)
+
     img = imresize(img, (img_width, img_height)).astype('float32')
 
     # RGB -> BGR
diff --git a/script_helper/Script/Network.py b/script_helper/Script/Network.py
index e1054ad..c91855d 100644
--- a/script_helper/Script/Network.py
+++ b/script_helper/Script/Network.py
@@ -124,7 +124,7 @@ def str_to_bool(v):
         style_weights.append(style_weight * args.style_scale)
 
 # dimensions of the generated picture.
-img_width = img_height = args.img_size
+img_width = img_height = 0
 
 img_WIDTH = img_HEIGHT = 0
 aspect_ratio = 0
@@ -134,7 +134,7 @@ def str_to_bool(v):
 
 # util function to open, resize and format pictures into appropriate tensors
 def preprocess_image(image_path, load_dims=False, read_mode="color"):
-    global img_WIDTH, img_HEIGHT, aspect_ratio
+    global img_width, img_height, img_WIDTH, img_HEIGHT, aspect_ratio
 
     mode = "RGB" if read_mode == "color" else "L"
     img = imread(image_path, mode=mode)  # Prevents crashes due to PNG images (ARGB)
@@ -153,6 +153,9 @@ def preprocess_image(image_path, load_dims=False, read_mode="color"):
         img_HEIGHT = img.shape[1]
         aspect_ratio = img_HEIGHT / img_WIDTH
 
+        img_width = args.img_size
+        img_height = int(img_width * aspect_ratio)
+
     img = imresize(img, (img_width, img_height)).astype('float32')
 
     # RGB -> BGR