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diff --git a/silx/gui/plot3d/test/testScalarFieldView.py b/silx/gui/plot3d/test/testScalarFieldView.py
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+++ b/silx/gui/plot3d/test/testScalarFieldView.py
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+# coding: utf-8
+# /*##########################################################################
+#
+# Copyright (c) 2017 European Synchrotron Radiation Facility
+#
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included in
+# all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
+# THE SOFTWARE.
+# ###########################################################################*/
+"""Test ScalarFieldView widget"""
+
+__authors__ = ["T. Vincent"]
+__license__ = "MIT"
+__date__ = "11/07/2017"
+
+
+import logging
+import unittest
+
+import numpy
+
+from silx.test.utils import ParametricTestCase
+from silx.gui.test.utils import TestCaseQt
+from silx.gui import qt
+
+from silx.gui.plot3d.ScalarFieldView import ScalarFieldView
+from silx.gui.plot3d.SFViewParamTree import TreeView
+
+
+_logger = logging.getLogger(__name__)
+
+
+class TestScalarFieldView(TestCaseQt, ParametricTestCase):
+    """Tests of ScalarFieldView widget."""
+
+    def setUp(self):
+        super(TestScalarFieldView, self).setUp()
+        self.widget = ScalarFieldView()
+        self.widget.show()
+
+        # Commented as it slows down the tests
+        # self.qWaitForWindowExposed(self.widget)
+
+    def tearDown(self):
+        self.qapp.processEvents()
+        self.widget.setAttribute(qt.Qt.WA_DeleteOnClose)
+        self.widget.close()
+        del self.widget
+        super(TestScalarFieldView, self).tearDown()
+
+    @staticmethod
+    def _buildData(size):
+        """Make a 3D dataset"""
+        coords = numpy.linspace(-10, 10, size)
+        z = coords.reshape(-1, 1, 1)
+        y = coords.reshape(1, -1, 1)
+        x = coords.reshape(1, 1, -1)
+        return numpy.sin(x * y * z) / (x * y * z)
+
+    def testSimple(self):
+        """Set the data and an isosurface"""
+        data = self._buildData(size=32)
+
+        self.widget.setData(data)
+        self.widget.addIsosurface(0.5, (1., 0., 0., 0.5))
+        self.widget.addIsosurface(0.7, qt.QColor('green'))
+        self.qapp.processEvents()
+
+    def testNotFinite(self):
+        """Test with NaN and inf in data set"""
+
+        # Some NaNs and inf
+        data = self._buildData(size=32)
+        data[8, :, :] = numpy.nan
+        data[16, :, :] = numpy.inf
+        data[24, :, :] = - numpy.inf
+
+        self.widget.addIsosurface(0.5, 'red')
+        self.widget.setData(data, copy=True)
+        self.qapp.processEvents()
+        self.widget.setData(None)
+
+        # All NaNs or inf
+        data = numpy.empty((4, 4, 4), dtype=numpy.float32)
+        for value in (numpy.nan, numpy.inf):
+            with self.subTest(value=str(value)):
+                data[:] = value
+                self.widget.setData(data, copy=True)
+                self.qapp.processEvents()
+
+
+def suite():
+    test_suite = unittest.TestSuite()
+    loadTests = unittest.defaultTestLoader.loadTestsFromTestCase
+    test_suite.addTest(loadTests(TestScalarFieldView))
+    return test_suite
+
+
+if __name__ == '__main__':
+    unittest.main(defaultTest='suite')