diff --git a/util/visualizer.py b/util/visualizer.py
index 584ac45d..87f2fde2 100755
--- a/util/visualizer.py
+++ b/util/visualizer.py
@@ -4,7 +4,7 @@
 import time
 from . import util
 from . import html
-import scipy.misc
+from PIL import Image
 try:
     from StringIO import StringIO  # Python 2.7
 except ImportError:
@@ -43,7 +43,7 @@ def display_current_results(self, visuals, epoch, step):
                     s = StringIO()
                 except:
                     s = BytesIO()
-                scipy.misc.toimage(image_numpy).save(s, format="jpeg")
+                Image.fromarray(image_numpy).save(s, format="jpeg")
                 # Create an Image object
                 img_sum = self.tf.Summary.Image(encoded_image_string=s.getvalue(), height=image_numpy.shape[0], width=image_numpy.shape[1])
                 # Create a Summary value