diff --git a/tensorflow_addons/image/filters.py b/tensorflow_addons/image/filters.py
index 7108119a1f..2017dd1f35 100644
--- a/tensorflow_addons/image/filters.py
+++ b/tensorflow_addons/image/filters.py
@@ -91,7 +91,7 @@ def func2():
         for a in range(ch):
             img = image[:, :, a:a + 1]
             img = tf.reshape(img, [1, row, col, 1])
-            slic = tf.image.extract_patches(
+            slic = tf.image.extract_image_patches(
                 img, [1, filter_shapex, filter_shapey, 1], [1, 1, 1, 1],
                 [1, 1, 1, 1],
                 padding='SAME')