diff --git a/keras_cv/utils/preprocessing_test.py b/keras_cv/utils/preprocessing_test.py
index 96ad303d80..c9812ea862 100644
--- a/keras_cv/utils/preprocessing_test.py
+++ b/keras_cv/utils/preprocessing_test.py
@@ -12,21 +12,15 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import unittest
+
 import tensorflow as tf
 
+from keras_cv.backend import random
 from keras_cv.tests.test_case import TestCase
 from keras_cv.utils import preprocessing
 
 
-class MockRandomGenerator:
-    def __init__(self, value):
-        self.value = value
-
-    def random_uniform(self, shape, minval, maxval, dtype=None):
-        del minval, maxval
-        return tf.constant(self.value, dtype=dtype)
-
-
 class PreprocessingTestCase(TestCase):
     def setUp(self):
         super().setUp()
@@ -60,7 +54,19 @@ def test_transform_to_value_range(self):
         self.assertAllClose(x, [128 / 255, 1, 0])
 
     def test_random_inversion(self):
-        generator = MockRandomGenerator(0.75)
-        self.assertEqual(preprocessing.random_inversion(generator), -1.0)
-        generator = MockRandomGenerator(0.25)
-        self.assertEqual(preprocessing.random_inversion(generator), 1.0)
+        with unittest.mock.patch.object(
+            random,
+            "uniform",
+            return_value=0.75,
+        ):
+            self.assertEqual(
+                preprocessing.random_inversion(random.SeedGenerator()), -1.0
+            )
+        with unittest.mock.patch.object(
+            random,
+            "uniform",
+            return_value=0.25,
+        ):
+            self.assertEqual(
+                preprocessing.random_inversion(random.SeedGenerator()), 1.0
+            )