diff --git a/src/TensorFlowNET.Core/APIs/tf.io.cs b/src/TensorFlowNET.Core/APIs/tf.io.cs
index 394357de..6d1f7d17 100644
--- a/src/TensorFlowNET.Core/APIs/tf.io.cs
+++ b/src/TensorFlowNET.Core/APIs/tf.io.cs
@@ -24,7 +24,7 @@ namespace Tensorflow
         public GFile gfile = new GFile();
         public Tensor read_file(string filename, string name = null) => gen_io_ops.read_file(filename, name);
 
-        public void import_graph_def(GraphDef graph_def,
+        public ITensorOrOperation[] import_graph_def(GraphDef graph_def,
             Dictionary<string, Tensor> input_map = null,
             string[] return_elements = null,
             string name = null,
diff --git a/src/TensorFlowNET.Core/Binding.Util.cs b/src/TensorFlowNET.Core/Binding.Util.cs
index 31ea0d84..eaeefd73 100644
--- a/src/TensorFlowNET.Core/Binding.Util.cs
+++ b/src/TensorFlowNET.Core/Binding.Util.cs
@@ -95,6 +95,9 @@ namespace Tensorflow
             throw new NotImplementedException("len() not implemented for type: " + a.GetType());
         }
 
+        public static float min(float a, float b)
+            => Math.Min(a, b);
+
         public static T[] list<T>(IEnumerable<T> list)
             => list.ToArray();
 
diff --git a/src/TensorFlowNET.Core/Framework/importer.py.cs b/src/TensorFlowNET.Core/Framework/importer.cs
similarity index 75%
rename from src/TensorFlowNET.Core/Framework/importer.py.cs
rename to src/TensorFlowNET.Core/Framework/importer.cs
index b6c011c4..b4bf1c73 100644
--- a/src/TensorFlowNET.Core/Framework/importer.py.cs
+++ b/src/TensorFlowNET.Core/Framework/importer.cs
@@ -54,6 +54,7 @@ namespace Tensorflow
                 input_map = _ConvertInputMapValues(name, input_map);
             });
 
+            TF_ImportGraphDefResults results = null;
             var bytes = graph_def.ToByteString().ToArray();
             using (var buffer = c_api_util.tf_buffer(bytes))
             using (var scoped_options = c_api_util.ScopedTFImportGraphDefOptions())
@@ -61,9 +62,8 @@ namespace Tensorflow
             {
                 _PopulateTFImportGraphDefOptions(scoped_options, prefix, input_map, return_elements);
                 // need to create a class ImportGraphDefWithResults with IDisposal
-                var results = c_api.TF_GraphImportGraphDefWithResults(graph, buffer, scoped_options, status);
+                results = c_api.TF_GraphImportGraphDefWithResults(graph, buffer, scoped_options, status);
                 status.Check(true);
-                c_api.TF_DeleteImportGraphDefResults(results);
             }
 
             _ProcessNewOps(graph);
@@ -71,7 +71,34 @@ namespace Tensorflow
             if (return_elements == null)
                 return null;
             else
-                throw new NotImplementedException("import_graph_def return_elements");
+                return _GatherReturnElements(return_elements, graph, results);
+        }
+
+        private static ITensorOrOperation[] _GatherReturnElements(string[] requested_return_elements, 
+            Graph graph, 
+            TF_ImportGraphDefResults results)
+        {
+            var return_outputs = results.return_tensors;
+            var return_opers = results.return_opers;
+
+            var combined_return_elements = new List<ITensorOrOperation>();
+            int outputs_idx = 0;
+            int opers_idx = 0;
+            foreach(var name in requested_return_elements)
+            {
+                if (name.Contains(":"))
+                {
+                    combined_return_elements.append(graph.get_tensor_by_tf_output(return_outputs[outputs_idx]));
+                    outputs_idx += 1;
+                }
+                else
+                {
+                    throw new NotImplementedException("_GatherReturnElements");
+                    // combined_return_elements.append(graph._get_operation_by_tf_operation(return_opers[opers_idx]));
+                }
+            }
+
+            return combined_return_elements.ToArray();
         }
 
         private static void _ProcessNewOps(Graph graph)
@@ -100,8 +127,29 @@ namespace Tensorflow
 
             foreach (var name in return_elements)
             {
-                throw new NotImplementedException("_PopulateTFImportGraphDefOptions");
+                if(name.Contains(":"))
+                {
+                    var (op_name, index) = _ParseTensorName(name);
+                    c_api.TF_ImportGraphDefOptionsAddReturnOutput(options, op_name, index);
+                }
+                else
+                {
+                    c_api.TF_ImportGraphDefOptionsAddReturnOperation(options, name);
+                }
             }
+
+            // c_api.TF_ImportGraphDefOptionsSetValidateColocationConstraints(options, validate_colocation_constraints);
+        }
+
+        private static (string, int) _ParseTensorName(string tensor_name)
+        {
+            var components = tensor_name.Split(':');
+            if (components.Length == 2)
+                return (components[0], int.Parse(components[1]));
+            else if (components.Length == 1)
+                return (components[0], 0);
+            else
+                throw new ValueError($"Cannot convert {tensor_name} to a tensor name.");
         }
 
         public static Dictionary<string, Tensor> _ConvertInputMapValues(string name, Dictionary<string, Tensor> input_map)
diff --git a/src/TensorFlowNET.Core/Graphs/Graph.cs b/src/TensorFlowNET.Core/Graphs/Graph.cs
index 1f62295a..48420d18 100644
--- a/src/TensorFlowNET.Core/Graphs/Graph.cs
+++ b/src/TensorFlowNET.Core/Graphs/Graph.cs
@@ -494,6 +494,12 @@ namespace Tensorflow
             c_api.TF_DeleteGraph(handle);
         }
 
+        public Tensor get_tensor_by_tf_output(TF_Output tf_output)
+        {
+            var op = _get_operation_by_tf_operation(tf_output.oper);
+            return op.outputs[tf_output.index];
+        }
+
         /// <summary>
         /// Returns the <see cref="Tensor"/> with the given <paramref name="name"/>.
         /// This method may be called concurrently from multiple threads.
diff --git a/src/TensorFlowNET.Core/Graphs/TF_ImportGraphDefResults.cs b/src/TensorFlowNET.Core/Graphs/TF_ImportGraphDefResults.cs
index e9ad8474..71ea5306 100644
--- a/src/TensorFlowNET.Core/Graphs/TF_ImportGraphDefResults.cs
+++ b/src/TensorFlowNET.Core/Graphs/TF_ImportGraphDefResults.cs
@@ -3,13 +3,62 @@ using System.Runtime.InteropServices;
 
 namespace Tensorflow
 {
-    [StructLayout(LayoutKind.Sequential)]
-    public struct TF_ImportGraphDefResults
+    public class TF_ImportGraphDefResults : DisposableObject
     {
-        public IntPtr return_tensors;
-        public IntPtr return_nodes;
+        /*public IntPtr return_nodes;
         public IntPtr missing_unused_key_names;
         public IntPtr missing_unused_key_indexes;
-        public IntPtr missing_unused_key_names_data;
+        public IntPtr missing_unused_key_names_data;*/
+
+        public TF_ImportGraphDefResults(IntPtr handle)
+        {
+            _handle = handle;
+        }
+
+        public TF_Output[] return_tensors
+        {
+            get
+            {
+                IntPtr return_output_handle = IntPtr.Zero;
+                int num_outputs = -1;
+                c_api.TF_ImportGraphDefResultsReturnOutputs(_handle, ref num_outputs, ref return_output_handle);
+                TF_Output[] return_outputs = new TF_Output[num_outputs];
+                unsafe
+                {
+                    var tf_output_ptr = (TF_Output*)return_output_handle;
+                    for (int i = 0; i < num_outputs; i++)
+                        return_outputs[i] = *(tf_output_ptr + i);
+                    return return_outputs;
+                }
+            }
+        }
+
+        public TF_Operation[] return_opers
+        {
+            get
+            {
+                return new TF_Operation[0];
+                /*TF_Operation return_output_handle = new TF_Operation();
+                int num_outputs = -1;
+                c_api.TF_ImportGraphDefResultsReturnOperations(_handle, ref num_outputs, ref return_output_handle);
+                TF_Operation[] return_outputs = new TF_Operation[num_outputs];
+                unsafe
+                {
+                    var tf_output_ptr = (TF_Operation*)return_output_handle;
+                    for (int i = 0; i < num_outputs; i++)
+                        return_outputs[i] = *(tf_output_ptr + i);
+                    return return_outputs;
+                }*/
+            }
+        }
+
+        public static implicit operator TF_ImportGraphDefResults(IntPtr handle)
+            => new TF_ImportGraphDefResults(handle);
+
+        public static implicit operator IntPtr(TF_ImportGraphDefResults results)
+            => results._handle;
+
+        protected override void DisposeUnmanagedResources(IntPtr handle)
+            => c_api.TF_DeleteImportGraphDefResults(handle);
     }
 }
diff --git a/src/TensorFlowNET.Core/Status/Status.cs b/src/TensorFlowNET.Core/Status/Status.cs
index 21ff6f6e..928f39f2 100644
--- a/src/TensorFlowNET.Core/Status/Status.cs
+++ b/src/TensorFlowNET.Core/Status/Status.cs
@@ -65,9 +65,7 @@ namespace Tensorflow
         }
 
         public static implicit operator IntPtr(Status status)
-        {
-            return status._handle;
-        }
+            => status._handle;
 
         protected override void DisposeUnmanagedResources(IntPtr handle)
             => TF_DeleteStatus(handle);