diff --git a/data/baseline/filter/moments.png b/data/baseline/filter/moments.png
new file mode 100644
index 000000000..63ae037f7
--- /dev/null
+++ b/data/baseline/filter/moments.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c077570d0acc5ee81707e1b763e5edbf285af840474d48ab5b051599cb809697
+size 81863
diff --git a/data/baseline/filter/moments0.png b/data/baseline/filter/moments0.png
new file mode 100644
index 000000000..2c0f1ff2a
--- /dev/null
+++ b/data/baseline/filter/moments0.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d4979a7c0e46943bd7a2c94581023c7db12a30ee12bda735b0041c64cff52196
+size 65438
diff --git a/data/baseline/filter/moments12.png b/data/baseline/filter/moments12.png
new file mode 100644
index 000000000..37e3f4c07
--- /dev/null
+++ b/data/baseline/filter/moments12.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cbd7292ca4006866afc2339e39e14a3edf8c5983e04a5ceea80b5d698293fc86
+size 94505
diff --git a/vtkm/filter/image_processing/testing/CMakeLists.txt b/vtkm/filter/image_processing/testing/CMakeLists.txt
index e159e9ddc..5ac223e45 100644
--- a/vtkm/filter/image_processing/testing/CMakeLists.txt
+++ b/vtkm/filter/image_processing/testing/CMakeLists.txt
@@ -9,13 +9,17 @@
 ##============================================================================
 
 set(unit_tests
+  RenderTestComputeMoments.cxx
   UnitTestImageDifferenceFilter.cxx
   UnitTestImageMedianFilter.cxx
   )
 
 set(libraries
   vtkm_filter_image_processing
-  vtkm_source)
+  vtkm_source
+  vtkm_rendering
+  vtkm_rendering_testing
+)
 
 vtkm_unit_tests(
   SOURCES ${unit_tests}
diff --git a/vtkm/filter/image_processing/testing/RenderTestComputeMoments.cxx b/vtkm/filter/image_processing/testing/RenderTestComputeMoments.cxx
new file mode 100644
index 000000000..9514069c2
--- /dev/null
+++ b/vtkm/filter/image_processing/testing/RenderTestComputeMoments.cxx
@@ -0,0 +1,44 @@
+//============================================================================
+//  Copyright (c) Kitware, Inc.
+//  All rights reserved.
+//  See LICENSE.txt for details.
+//
+//  This software is distributed WITHOUT ANY WARRANTY; without even
+//  the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
+//  PURPOSE.  See the above copyright notice for more information.
+//============================================================================
+
+#include <vtkm/filter/image_processing/ComputeMoments.h>
+#include <vtkm/source/Wavelet.h>
+
+#include <vtkm/rendering/testing/RenderTest.h>
+#include <vtkm/rendering/testing/Testing.h>
+
+namespace
+{
+
+void TestComputeMoments()
+{
+  vtkm::source::Wavelet source;
+  vtkm::cont::DataSet data = source.Execute();
+
+  vtkm::filter::image_processing::ComputeMoments filter;
+  filter.SetActiveField("RTData");
+  filter.SetOrder(2);
+  filter.SetRadius(2);
+  vtkm::cont::DataSet result = filter.Execute(data);
+
+  vtkm::rendering::testing::RenderTestOptions testOptions;
+  testOptions.AllowedPixelErrorRatio = 0.001f;
+  testOptions.ColorTable = vtkm::cont::ColorTable("inferno");
+  testOptions.EnableAnnotations = false;
+  vtkm::rendering::testing::RenderTest(result, "index", "filter/moments.png", testOptions);
+  vtkm::rendering::testing::RenderTest(result, "index0", "filter/moments0.png", testOptions);
+  vtkm::rendering::testing::RenderTest(result, "index12", "filter/moments12.png", testOptions);
+}
+} // namespace
+
+int RenderTestComputeMoments(int argc, char* argv[])
+{
+  return vtkm::cont::testing::Testing::Run(TestComputeMoments, argc, argv);
+}
diff --git a/vtkm/filter/image_processing/vtkm.module b/vtkm/filter/image_processing/vtkm.module
index 5fdd1257c..129750e9e 100644
--- a/vtkm/filter/image_processing/vtkm.module
+++ b/vtkm/filter/image_processing/vtkm.module
@@ -9,3 +9,5 @@ PRIVATE_DEPENDS
   vtkm_worklet
 TEST_DEPENDS
   vtkm_source
+  vtkm_rendering
+  vtkm_rendering_testing