diff --git a/nnvm/python/nnvm/frontend/tensorflow.py b/nnvm/python/nnvm/frontend/tensorflow.py
index 10f23a49b5de..47aca3816e6f 100644
--- a/nnvm/python/nnvm/frontend/tensorflow.py
+++ b/nnvm/python/nnvm/frontend/tensorflow.py
@@ -646,6 +646,9 @@ def _transform_mask(stride_dim, ellipsis_mask):
                 pass
             else:
                 final_output.append(out_shape[gather_index])
+        # Prevent 0-dim tensors which are not accepted by nnvm
+        if not final_output:
+            final_output.append(1)
         return _sym.reshape(out, shape=tuple(final_output))
     return _impl
 
@@ -1187,8 +1190,8 @@ def from_tensorflow(self, graph, layout="NHWC", shape=None, outputs=None):
                 raise NotImplementedError( \
                     "Please freeze the graph with add_shapes=True")
             self._outputs_are_0d[node.name] = [ \
-                not shape if isinstance(shape, list) else False \
-                for shape in self._output_shapes[node.name]]
+                not tshape if isinstance(tshape, list) else False \
+                for tshape in self._output_shapes[node.name]]
 
             if node.op == "Placeholder":
                 self._nodes[node.name] = _sym.Variable(name=node.name,
diff --git a/nnvm/tests/python/frontend/tensorflow/test_forward.py b/nnvm/tests/python/frontend/tensorflow/test_forward.py
index ed3d0272b4fc..5b8f11695790 100644
--- a/nnvm/tests/python/frontend/tensorflow/test_forward.py
+++ b/nnvm/tests/python/frontend/tensorflow/test_forward.py
@@ -463,6 +463,7 @@ def test_forward_stridedslice():
     _test_stridedslice((3, 4, 5, 4, 5, 6), [1, 2, 0, -3], [4, 5, 3, 3], [2, 2, 1, 1],
                        'float32', shrink_axis_mask=8, new_axis_mask=1, ellipsis_mask=2, begin_mask=5,
                        end_mask=8)
+    _test_stridedslice((1), [0], [1], [1], 'float32', shrink_axis_mask=1)
 
 
 #######################################################################