diff --git a/src/core/CL/cl_kernels/batchnormalization_layer.cl b/src/core/CL/cl_kernels/batchnormalization_layer.cl
index dfd16e0..60307bc 100644
--- a/src/core/CL/cl_kernels/batchnormalization_layer.cl
+++ b/src/core/CL/cl_kernels/batchnormalization_layer.cl
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2017-2018 ARM Limited.
+ * Copyright (c) 2017-2019 ARM Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -341,22 +341,10 @@
     Vector   bn_mean = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bn_mean);
     Vector   bn_var  = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bn_var);
 
-    // In-place ops
-#ifdef IN_PLACE_W
-    Tensor4D fused_w = conv_w;
-#else  /* IN_PLACE_W */
-    Tensor4D  fused_w                      = CONVERT_TO_TENSOR4D_STRUCT(fused_w, NUM_CHANNELS);
-#endif /* IN_PLACE */
-#ifdef IN_PLACE_B
-    Vector fused_b = conv_b;
-#else  /* IN_PLACE_W */
-    Vector    fused_b                      = CONVERT_TO_VECTOR_STRUCT_NO_STEP(fused_b);
-#endif /* IN_PLACE */
-
     // Conditional ops
 #ifdef HAS_BIAS
     Vector conv_b = CONVERT_TO_VECTOR_STRUCT_NO_STEP(conv_b);
-#endif /* USE_DEFAULT_BETA */
+#endif /* HAS_BIAS */
 #ifndef USE_DEFAULT_BETA
     Vector bn_beta = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bn_beta);
 #endif /* USE_DEFAULT_BETA */
@@ -364,6 +352,19 @@
     Vector bn_gamma = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bn_gamma);
 #endif /* USE_DEFAULT_GAMMA */
 
+    // In-place ops
+#ifdef IN_PLACE_W
+    Tensor4D fused_w          = conv_w;
+    uint     fused_w_stride_x = conv_w_stride_x;
+#else  /* IN_PLACE_W */
+    Tensor4D  fused_w                      = CONVERT_TO_TENSOR4D_STRUCT(fused_w, NUM_CHANNELS);
+#endif /* IN_PLACE_W */
+#ifdef IN_PLACE_B
+    Vector fused_b = conv_b;
+#else  /* IN_PLACE_B */
+    Vector    fused_b                      = CONVERT_TO_VECTOR_STRUCT_NO_STEP(fused_b);
+#endif /* IN_PLACE_B */
+
     const int current_slice = get_global_id(2) / NUM_CHANNELS;
 
 #if defined(VEC_SIZE) && defined(LAST_ACCESSED_X)