diff --git a/PIL/ImageDraw.py b/PIL/ImageDraw.py
index 71e29ee48..7556e5ece 100644
--- a/PIL/ImageDraw.py
+++ b/PIL/ImageDraw.py
@@ -315,7 +315,7 @@ def getdraw(im=None, hints=None):
     return im, handler
 
 
-def floodfill(image, xy, value, border=None):
+def floodfill(image, xy, value, border=None, thresh=0):
     """
     (experimental) Fills a bounded region with a given color.
 
@@ -326,6 +326,10 @@ def floodfill(image, xy, value, border=None):
         pixels with a color different from the border color.  If not given,
         the region consists of pixels having the same color as the seed
         pixel.
+    :param thresh: Optional threshold value which specifies a maximum 
+        tolerable difference of a pixel value from the 'background' in 
+        order for it to be replaced. Useful for filling regions of non-
+        homogenous, but similar, colors.
     """
     # based on an implementation by Eric S. Raymond
     pixel = image.load()
@@ -348,7 +352,7 @@ def floodfill(image, xy, value, border=None):
                     except IndexError:
                         pass
                     else:
-                        if p == background:
+                        if _color_diff(p, background) <= thresh:
                             pixel[s, t] = value
                             newedge.append((s, t))
             edge = newedge
@@ -366,3 +370,10 @@ def floodfill(image, xy, value, border=None):
                             pixel[s, t] = value
                             newedge.append((s, t))
             edge = newedge
+
+  
+def _color_diff(rgb1, rgb2):
+    """
+    Uses distance formula to calculate difference between two rgb values.
+    """
+    return ((rgb1[0]-rgb2[0])**2 + (rgb1[1]-rgb2[1])**2 + (rgb1[2]-rgb2[2])**2)**.5
diff --git a/Tests/test_imagedraw.py b/Tests/test_imagedraw.py
index 2ca5d0882..a3f783322 100644
--- a/Tests/test_imagedraw.py
+++ b/Tests/test_imagedraw.py
@@ -400,6 +400,28 @@ class TestImageDraw(PillowTestCase):
         self.assert_image_equal(
             im, Image.open("Tests/images/imagedraw_floodfill2.png"))
 
+
+    @unittest.skipIf(hasattr(sys, 'pypy_version_info'),
+                     "Causes fatal RPython error on PyPy")
+    def test_floodfill_thresh(self):
+        # floodfill() is experimental
+
+        # Arrange
+        im = Image.new("RGB", (W, H))
+        draw = ImageDraw.Draw(im)
+        draw.rectangle(BBOX2, outline="yellow", fill="green")
+        centre_point = (int(W/2), int(H/2))
+
+        # Act
+        ImageDraw.floodfill(
+            im, centre_point, ImageColor.getrgb("red"),
+            thresh=100)
+        del draw
+
+        # Assert
+        self.assert_image_equal(
+            im, Image.open("Tests/images/imagedraw_floodfill2.png"))
+
     def create_base_image_draw(self, size,
                                mode=DEFAULT_MODE,
                                background1=WHITE,