diff --git a/src/runtime/NEON/functions/NEGEMM.cpp b/src/runtime/NEON/functions/NEGEMM.cpp
index 4166cff..0215098 100644
--- a/src/runtime/NEON/functions/NEGEMM.cpp
+++ b/src/runtime/NEON/functions/NEGEMM.cpp
@@ -34,7 +34,12 @@
 #include "arm_compute/runtime/NEON/functions/NEGEMMAssemblyDispatch.h"
 #include "arm_compute/runtime/TensorAllocator.h"
 #include "src/core/CPP/Validate.h"
+#include "src/core/NEON/kernels/NEGEMMInterleave4x4Kernel.h"
+#include "src/core/NEON/kernels/NEGEMMMatrixAdditionKernel.h"
+#include "src/core/NEON/kernels/NEGEMMMatrixMultiplyKernel.h"
+#include "src/core/NEON/kernels/NEGEMMTranspose1xWKernel.h"
 #include "src/core/helpers/AutoConfiguration.h"
+#include "support/MemorySupport.h"
 
 #include <cmath>
 
@@ -42,6 +47,8 @@
 
 namespace arm_compute
 {
+NEGEMM::~NEGEMM() = default;
+
 NEGEMM::NEGEMM(std::shared_ptr<IMemoryManager> memory_manager, IWeightsManager *weights_manager)
     : _memory_group(memory_manager), _weights_manager(weights_manager), _interleave_kernel(), _transpose_kernel(), _mm_kernel(), _asm_glue(memory_manager, weights_manager), _ma_kernel(),
       _alpha_scale_func(nullptr), _add_bias(), _activation_func(), _tmp_a(), _tmp_b(), _tmp_d(), _original_b(nullptr), _run_vector_matrix_multiplication(false), _run_alpha_scale(false),
@@ -88,11 +95,13 @@
             _memory_group.manage(&_tmp_d);
         }
 
+        _mm_kernel = arm_compute::support::cpp14::make_unique<NEGEMMMatrixMultiplyKernel>();
+
         // Select between GEMV and GEMM
         if(_run_vector_matrix_multiplication)
         {
             // Configure the matrix multiply kernel
-            _mm_kernel.configure(a, b, gemm_output_to_use, alpha, false);
+            _mm_kernel->configure(a, b, gemm_output_to_use, alpha, false);
         }
         else
         {
@@ -124,13 +133,15 @@
             int k = a->info()->dimension(0);
 
             // Configure interleave kernel
-            _interleave_kernel.configure(a, &_tmp_a);
+            _interleave_kernel = arm_compute::support::cpp14::make_unique<NEGEMMInterleave4x4Kernel>();
+            _interleave_kernel->configure(a, &_tmp_a);
 
             // Configure transpose kernel
-            _transpose_kernel.configure(b, &_tmp_b);
+            _transpose_kernel = arm_compute::support::cpp14::make_unique<NEGEMMTranspose1xWKernel>();
+            _transpose_kernel->configure(b, &_tmp_b);
 
             // Configure matrix multiplication kernel
-            _mm_kernel.configure(&_tmp_a, &_tmp_b, gemm_output_to_use, alpha, true, GEMMReshapeInfo(m, n, k));
+            _mm_kernel->configure(&_tmp_a, &_tmp_b, gemm_output_to_use, alpha, true, GEMMReshapeInfo(m, n, k));
 
             // Allocate once the all configure methods have been called
             _tmp_a.allocator()->allocate();
@@ -150,7 +161,8 @@
     // Configure matrix addition kernel
     if(_run_addition)
     {
-        _ma_kernel.configure(c, d, beta);
+        _ma_kernel = arm_compute::support::cpp14::make_unique<NEGEMMMatrixAdditionKernel>();
+        _ma_kernel->configure(c, d, beta);
     }
 
     // Configure activation
@@ -298,16 +310,16 @@
         if(!_run_vector_matrix_multiplication)
         {
             // Run interleave kernel
-            NEScheduler::get().schedule(&_interleave_kernel, Window::DimY);
+            NEScheduler::get().schedule(_interleave_kernel.get(), Window::DimY);
 
             if(!_reshape_b_only_on_first_run)
             {
                 // Run transpose kernel
-                NEScheduler::get().schedule(&_transpose_kernel, Window::DimY);
+                NEScheduler::get().schedule(_transpose_kernel.get(), Window::DimY);
             }
         }
 
-        NEScheduler::get().schedule(&_mm_kernel, _run_vector_matrix_multiplication ? Window::DimX : Window::DimY);
+        NEScheduler::get().schedule(_mm_kernel.get(), _run_vector_matrix_multiplication ? Window::DimX : Window::DimY);
 
         // Run bias addition kernel
         if(_run_bias_addition)
@@ -319,7 +331,7 @@
     // Run matrix addition kernel
     if(_run_addition)
     {
-        NEScheduler::get().schedule(&_ma_kernel, Window::DimY);
+        NEScheduler::get().schedule(_ma_kernel.get(), Window::DimY);
     }
 
     // Run activation function
@@ -355,7 +367,7 @@
             }
 
             _tmp_b.allocator()->allocate();
-            NEScheduler::get().schedule(&_transpose_kernel, Window::DimY);
+            NEScheduler::get().schedule(_transpose_kernel.get(), Window::DimY);
             if(!original_b_managed_by_weights_manager)
             {
                 _original_b->mark_as_unused();