diff --git a/GPy/testing/plotting_tests.py b/GPy/testing/plotting_tests.py
index 19064094..a680fa6d 100644
--- a/GPy/testing/plotting_tests.py
+++ b/GPy/testing/plotting_tests.py
@@ -151,8 +151,9 @@ def test_kernel():
     k2.plot_covariance(visible_dims=[0, 3], plot_limits=(-1,3))
     k2.plot_covariance(visible_dims=[2], plot_limits=(-1, 3))
     k2.plot_covariance(visible_dims=[2, 4], plot_limits=((-1, 0), (5, 3)), projection='3d')
+    k2.plot_covariance(visible_dims=[1, 4])
     for do_test in _image_comparison(
-            baseline_images=['kern_{}'.format(sub) for sub in ["ARD", 'cov_2d', 'cov_1d', 'cov_3d']],
+            baseline_images=['kern_{}'.format(sub) for sub in ["ARD", 'cov_2d', 'cov_1d', 'cov_3d', 'cov_no_lim']],
             extensions=extensions):
         yield (do_test, )
 
diff --git a/GPy/testing/plotting_tests/baseline/gp_2d_mean.png b/GPy/testing/plotting_tests/baseline/gp_2d_mean.png
index 0532c60c..9f376fe6 100644
Binary files a/GPy/testing/plotting_tests/baseline/gp_2d_mean.png and b/GPy/testing/plotting_tests/baseline/gp_2d_mean.png differ
diff --git a/GPy/testing/plotting_tests/baseline/gp_3d_mean.png b/GPy/testing/plotting_tests/baseline/gp_3d_mean.png
index 715ea28f..87a2c282 100644
Binary files a/GPy/testing/plotting_tests/baseline/gp_3d_mean.png and b/GPy/testing/plotting_tests/baseline/gp_3d_mean.png differ
diff --git a/GPy/testing/plotting_tests/baseline/kern_cov_no_lim.png b/GPy/testing/plotting_tests/baseline/kern_cov_no_lim.png
new file mode 100644
index 00000000..ed9960f9
Binary files /dev/null and b/GPy/testing/plotting_tests/baseline/kern_cov_no_lim.png differ