diff --git a/src/TensorFlowNET.Core/Operations/image_ops_impl.cs b/src/TensorFlowNET.Core/Operations/image_ops_impl.cs
index aa5238c9..b7db696f 100644
--- a/src/TensorFlowNET.Core/Operations/image_ops_impl.cs
+++ b/src/TensorFlowNET.Core/Operations/image_ops_impl.cs
@@ -34,7 +34,7 @@ namespace Tensorflow
             TensorShape image_shape;
             try
             {
-                if ( image.shape.NDims == null )
+                if ( image.shape.ndim == null )
                 {
                     image_shape = image.shape.with_rank(3);
                 } else {
@@ -49,19 +49,22 @@ namespace Tensorflow
             {
                 throw new ValueError("\'image\' must be fully defined.");
             }
-            foreach (int x in image_shape[-3..])
+            for ( int x = 1; x < 4; x++ )
             {
-                throw new ValueError("inner 3 dims of \'image.shape\' must be > 0: %s" %
-                                    image_shape);
+                if ( image_shape[image_shape.Length - x] == 0 )
+                {
+                    throw new ValueError(String.Format("inner 3 dims of \'image.shape\' must be > 0: {0}", image_shape));
+                }
             }
-            if ( !image_shape[-3..].is_fully_defined() )
+            if ( !image_shape.Skip(image_shape.Length - 3).ToArray().is_fully_defined())
             {
+                var temp_array = array_ops.shape(image);
                 return new Operation[] {
-                    check_ops.assert_positive(
-                        array_ops.shape(image)[-3..],
+                    positive = check_ops.assert_positive(
+                        temp_array.Skip(temp_array.Length -3).ToArray(),
                         new {@"inner 3 dims of 'image.shape'
                          must be > 0."}),
-                    check_ops.assert_greater_equal(
+                    greater_equal = check_ops.assert_greater_equal(
                         array_ops.rank(image),
                         ops.convert_to_tensor(3),
                         message: "'image' must be at least three-dimensional.")
@@ -76,7 +79,7 @@ namespace Tensorflow
             TensorShape image_shape = image.shape;
             if (image_shape == tensor_shape.unknown_shape())
             {
-                result.set_shape(new { null, null, null });
+                result.set_shape(new TensorShape { null, null, null });
             } else {
                 result.set_shape(image_shape);
             }
@@ -103,7 +106,7 @@ namespace Tensorflow
                 image = ops.convert_to_tensor(image, name: "image");
                 image = _AssertAtLeast3DImage(image);
                 Tensor shape = image.shape;
-                if ( shape.NDims == 3 || shape.NDims == null )
+                if ( shape.ndim == 3 || shape.ndim == null )
                 {
                     var uniform_random = random_ops.random_uniform(new {}, 0, 1.0, seed: seed);
                     var mirror_cond = math_ops.less(uniform_random, .5);
@@ -114,7 +117,7 @@ namespace Tensorflow
                         name: scope
                     );
                     return fix_image_flip_shape(image, result);
-                } else if ( shape.NDims == 4 )
+                } else if ( shape.ndim == 4 )
                 {
                     var batch_size = array_ops.shape(image);
                     var uniform_random = random_ops.random_uniform(batch_size[0],
@@ -146,10 +149,10 @@ namespace Tensorflow
                 image = ops.convert_to_tensor(image, name: "image");
                 image = _AssertAtLeast3DImage(image);
                 Tensor shape = image.shape;
-                if ( shape.NDims == 3 || shape.NDims == null )
+                if ( shape.ndim == 3 || shape.ndim == null )
                 {
                     return fix_image_flip_shape(image, array_ops.reverse(image, new { flip_index }));
-                } else if ( shape.NDims == 4 )
+                } else if ( shape.ndim == 4 )
                 {
                     return array_ops.reverse(image, new { flip_index + 1 });
                 } else