diff --git a/.github/workflows/ci-build.yml b/.github/workflows/ci-build.yml
index 2ed4960d..3ffcb6f4 100644
--- a/.github/workflows/ci-build.yml
+++ b/.github/workflows/ci-build.yml
@@ -53,6 +53,7 @@ jobs:
           python -m pip install -r develop.txt
           python -m pip install -r docs/requirements.txt
           python -m pip install astropy scikit-image scikit-learn
+          python -m pip install tensorflow>=2.4.1
           python -m pip install twine
           python -m pip install .
 
diff --git a/modopt/tests/test_base.py b/modopt/tests/test_base.py
index 26e1e4ea..873a4506 100644
--- a/modopt/tests/test_base.py
+++ b/modopt/tests/test_base.py
@@ -9,12 +9,14 @@
 """
 
 from builtins import range
-from unittest import TestCase
+from unittest import TestCase, skipIf
 
 import numpy as np
 import numpy.testing as npt
 
 from modopt.base import np_adjust, transform, types
+from modopt.base.backend import (LIBRARIES, change_backend, get_array_module,
+                                 get_backend)
 
 
 class NPAdjustTestCase(TestCase):
@@ -275,3 +277,53 @@ def test_check_npndarray(self):
             self.data3,
             dtype=np.integer,
         )
+
+
+class TestBackend(TestCase):
+    """Test the backend codes."""
+
+    def setUp(self):
+        """Set test parameter values."""
+        self.input = np.array([10, 10])
+
+    @skipIf(LIBRARIES['tensorflow'] is None, 'tensorflow library not installed')
+    def test_tf_backend(self):
+        """Test tensorflow backend."""
+        xp, backend = get_backend('tensorflow')
+        if backend != 'tensorflow' or xp != LIBRARIES['tensorflow']:
+            raise AssertionError('tensorflow get_backend fails!')
+        tf_input = change_backend(self.input, 'tensorflow')
+        if (
+            get_array_module(LIBRARIES['tensorflow'].ones(1)) != LIBRARIES['tensorflow']
+            or get_array_module(tf_input) != LIBRARIES['tensorflow']
+        ):
+            raise AssertionError('tensorflow backend fails!')
+
+    @skipIf(LIBRARIES['cupy'] is None, 'cupy library not installed')
+    def test_cp_backend(self):
+        """Test cupy backend."""
+        xp, backend = get_backend('cupy')
+        if backend != 'cupy' or xp != LIBRARIES['cupy']:
+            raise AssertionError('cupy get_backend fails!')
+        cp_input = change_backend(self.input, 'cupy')
+        if (
+            get_array_module(LIBRARIES['cupy'].ones(1)) != LIBRARIES['cupy']
+            or get_array_module(cp_input) != LIBRARIES['cupy']
+        ):
+            raise AssertionError('cupy backend fails!')
+
+    def test_np_backend(self):
+        """Test numpy backend."""
+        xp, backend = get_backend('numpy')
+        if backend != 'numpy' or xp != LIBRARIES['numpy']:
+            raise AssertionError('numpy get_backend fails!')
+        np_input = change_backend(self.input, 'numpy')
+        if (
+            get_array_module(LIBRARIES['numpy'].ones(1)) != LIBRARIES['numpy']
+            or get_array_module(np_input) != LIBRARIES['numpy']
+        ):
+            raise AssertionError('numpy backend fails!')
+
+    def tearDown(self):
+        """Tear Down of objects."""
+        self.input = None
diff --git a/setup.cfg b/setup.cfg
index 74fb3f79..d2f544f0 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -55,6 +55,8 @@ per-file-ignores =
   modopt/signal/wavelet.py: S404,S603
   #Todo: Clean up tests
   modopt/tests/*.py: E731,F401,WPS301,WPS420,WPS425,WPS437,WPS604
+  #Todo: Import has bad parenthesis
+  modopt/tests/test_base.py: WPS318,WPS319,E501,WPS301
 #WPS Settings
 max-arguments = 25
 max-attributes = 40