diff --git a/gm/rebaseline_server/imagediffdb.py b/gm/rebaseline_server/imagediffdb.py
index 936301e1cd..d168c888a7 100644
--- a/gm/rebaseline_server/imagediffdb.py
+++ b/gm/rebaseline_server/imagediffdb.py
@@ -10,10 +10,13 @@ Calulate differences between image pairs, and store them in a database.
 """
 
 import contextlib
+import csv
 import logging
 import os
 import re
 import shutil
+import sys
+import tempfile
 import urllib
 try:
   from PIL import Image, ImageChops
@@ -21,6 +24,15 @@ except ImportError:
   raise ImportError('Requires PIL to be installed; see '
                     + 'http://www.pythonware.com/products/pil/')
 
+# Set the PYTHONPATH to include the tools directory.
+sys.path.append(
+    os.path.join(
+        os.path.dirname(os.path.realpath(__file__)), os.pardir, os.pardir,
+                        'tools'))
+import find_run_binary
+
+SKPDIFF_BINARY_NAME = 'skpdiff'
+
 DEFAULT_IMAGE_SUFFIX = '.png'
 DEFAULT_IMAGES_SUBDIR = 'images'
 
@@ -99,6 +111,27 @@ class DiffRecord(object):
     whitediff_image = (graydiff_image.point(lambda p: p > 0 and VALUES_PER_BAND)
                                      .convert('1', dither=Image.NONE))
 
+    # Calculate the perceptual difference percentage.
+    skpdiff_csv_dir = tempfile.mkdtemp()
+    try:
+      skpdiff_csv_output = os.path.join(skpdiff_csv_dir, 'skpdiff-output.csv')
+      skpdiff_binary = find_run_binary.find_path_to_program(SKPDIFF_BINARY_NAME)
+      expected_img = os.path.join(storage_root, expected_images_subdir,
+                                  str(expected_image_locator) + image_suffix)
+      actual_img = os.path.join(storage_root, actual_images_subdir,
+                                str(actual_image_locator) + image_suffix)
+      find_run_binary.run_command(
+          [skpdiff_binary, '-p', expected_img, actual_img,
+           '--csv', skpdiff_csv_output, '-d', 'perceptual'])
+      with contextlib.closing(open(skpdiff_csv_output)) as csv_file:
+        for row in csv.DictReader(csv_file):
+          perceptual_similarity = float(row[' perceptual'].strip())
+          # skpdiff returns the perceptual similarity, convert it to get the
+          # perceptual difference percentage.
+          self._perceptual_difference = 100 - (perceptual_similarity * 100)
+    finally:
+      shutil.rmtree(skpdiff_csv_dir)
+
     # Final touches on diff_image: use whitediff_image as an alpha mask.
     # Unchanged pixels are transparent; differing pixels are opaque.
     diff_image.putalpha(whitediff_image)
@@ -128,6 +161,10 @@ class DiffRecord(object):
     return ((float(self._num_pixels_differing) * 100) /
             (self._width * self._height))
 
+  def get_perceptual_difference(self):
+    """Returns the perceptual difference percentage."""
+    return self._perceptual_difference
+
   def get_weighted_diff_measure(self):
     """Returns a weighted measure of image diffs, as a float between 0 and 100
     (inclusive)."""
diff --git a/gm/rebaseline_server/imagediffdb_test.py b/gm/rebaseline_server/imagediffdb_test.py
index 558a816a02..b1d534a5e0 100755
--- a/gm/rebaseline_server/imagediffdb_test.py
+++ b/gm/rebaseline_server/imagediffdb_test.py
@@ -19,7 +19,8 @@ import unittest
 import imagediffdb
 
 
-IMG_URL_BASE = 'http://chromium-skia-gm.commondatastorage.googleapis.com/gm/bitmap-64bitMD5/'
+IMG_URL_BASE = ('http://chromium-skia-gm.commondatastorage.googleapis.com/gm/'
+                'bitmap-64bitMD5/')
 
 
 class ImageDiffDbTest(unittest.TestCase):
@@ -56,21 +57,22 @@ class ImageDiffDbTest(unittest.TestCase):
     # 3. actual image URL
     # 4. expected percent_pixels_differing (as a string, to 4 decimal places)
     # 5. expected weighted_diff_measure (as a string, to 4 decimal places)
-    # 6. expected max_diff_per_channel
+    # 6. expected perceptual difference (as a string, to 4 decimal places)
+    # 7. expected max_diff_per_channel
     selftests = [
         [
             'arcofzorro/16206093933823793653',
             IMG_URL_BASE + 'arcofzorro/16206093933823793653.png',
             'arcofzorro/13786535001616823825',
             IMG_URL_BASE + 'arcofzorro/13786535001616823825.png',
-            '0.0662', '0.0113', [255, 255, 247],
+            '0.0662', '0.0113', '0.0662', [255, 255, 247],
         ],
         [
             'gradients_degenerate_2pt/10552995703607727960',
             IMG_URL_BASE + 'gradients_degenerate_2pt/10552995703607727960.png',
             'gradients_degenerate_2pt/11198253335583713230',
             IMG_URL_BASE + 'gradients_degenerate_2pt/11198253335583713230.png',
-            '100.0000', '66.6667', [255, 0, 255],
+            '100.0000', '66.6667', '100.0000', [255, 0, 255],
         ],
     ]
 
@@ -88,7 +90,8 @@ class ImageDiffDbTest(unittest.TestCase):
       self.assertEqual('%.4f' % record.get_percent_pixels_differing(),
                        selftest[4])
       self.assertEqual('%.4f' % record.get_weighted_diff_measure(), selftest[5])
-      self.assertEqual(record.get_max_diff_per_channel(), selftest[6])
+      self.assertEqual('%.4f' % record.get_perceptual_difference(), selftest[6])
+      self.assertEqual(record.get_max_diff_per_channel(), selftest[7])
 
 
 def main():
diff --git a/gm/rebaseline_server/results.py b/gm/rebaseline_server/results.py
index fff0a941e8..3b57bc1e20 100755
--- a/gm/rebaseline_server/results.py
+++ b/gm/rebaseline_server/results.py
@@ -432,6 +432,7 @@ class Results(object):
             results_for_this_test['numDifferingPixels'] = 0
             results_for_this_test['percentDifferingPixels'] = 0
             results_for_this_test['weightedDiffMeasure'] = 0
+            results_for_this_test['perceptualDifference'] = 0
             results_for_this_test['maxDiffPerChannel'] = 0
           else:
             try:
@@ -444,6 +445,8 @@ class Results(object):
                   diff_record.get_percent_pixels_differing())
               results_for_this_test['weightedDiffMeasure'] = (
                   diff_record.get_weighted_diff_measure())
+              results_for_this_test['perceptualDifference'] = (
+                  diff_record.get_perceptual_difference())
               results_for_this_test['maxDiffPerChannel'] = (
                   diff_record.get_max_diff_per_channel())
             except KeyError:
diff --git a/gm/rebaseline_server/static/view.html b/gm/rebaseline_server/static/view.html
index 79335ca861..9ce3fae140 100644
--- a/gm/rebaseline_server/static/view.html
+++ b/gm/rebaseline_server/static/view.html
@@ -263,7 +263,7 @@
                    value="weightedDiffMeasure"
                    ng-checked="(sortColumn == 'weightedDiffMeasure')"
                    ng-click="sortResultsBy('weightedDiffMeasure')">
-            difference per pixel
+            perceptual difference
             <br>
             <input type="range" ng-model="pixelDiffBgColorBrightness"
                    ng-init="pixelDiffBgColorBrightness=64; pixelDiffBgColor=brightnessStringToHexColor(pixelDiffBgColorBrightness)"
@@ -378,9 +378,9 @@
           <!-- diffs: per-channel RGB deltas -->
           <td valign="bottom" width="{{imageSize}}">
             <div ng-hide="result.expectedHashDigest == result.actualHashDigest"
-                 title="Weighted difference measure is {{result.weightedDiffMeasure.toFixed(4)}}%.  Maximum difference per channel: R={{result.maxDiffPerChannel[0]}}, G={{result.maxDiffPerChannel[1]}}, B={{result.maxDiffPerChannel[2]}}">
+                 title="Perceptual difference measure is {{result.perceptualDifference.toFixed(4)}}%.  Maximum difference per channel: R={{result.maxDiffPerChannel[0]}}, G={{result.maxDiffPerChannel[1]}}, B={{result.maxDiffPerChannel[2]}}">
 
-              {{result.weightedDiffMeasure.toFixed(4)}}%
+              {{result.perceptualDifference.toFixed(4)}}%
               {{result.maxDiffPerChannel}}
               <br/>
               <a href="/static/generated-images/diffs/{{result.expectedHashDigest}}-vs-{{result.actualHashDigest}}.png" target="_blank">View Image</a><br/>