diff --git a/src/core/CL/kernels/CLDerivativeKernel.cpp b/src/core/CL/kernels/CLDerivativeKernel.cpp
new file mode 100644
index 0000000..36ba06d
--- /dev/null
+++ b/src/core/CL/kernels/CLDerivativeKernel.cpp
@@ -0,0 +1,145 @@
+/*
+ * Copyright (c) 2016, 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#include "arm_compute/core/CL/kernels/CLDerivativeKernel.h"
+
+#include "arm_compute/core/CL/CLKernelLibrary.h"
+#include "arm_compute/core/CL/ICLTensor.h"
+#include "arm_compute/core/CL/OpenCL.h"
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/core/Validate.h"
+#include "arm_compute/core/Window.h"
+
+#include <set>
+#include <string>
+
+using namespace arm_compute;
+
+CLDerivativeKernel::CLDerivativeKernel()
+    : _input(nullptr), _output_x(nullptr), _output_y(nullptr), _run_derivative_x(false), _run_derivative_y(false)
+{
+}
+
+BorderSize CLDerivativeKernel::border_size() const
+{
+    return BorderSize(1);
+}
+
+void CLDerivativeKernel::configure(const ICLTensor *input, ICLTensor *output_x, ICLTensor *output_y, bool border_undefined)
+{
+    ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8);
+    ARM_COMPUTE_ERROR_ON((output_x == nullptr) && (output_y == nullptr));
+
+    _run_derivative_x = output_x != nullptr;
+    _run_derivative_y = output_y != nullptr;
+
+    if(_run_derivative_x)
+    {
+        ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output_x, 1, DataType::S16);
+    }
+
+    if(_run_derivative_y)
+    {
+        ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output_y, 1, DataType::S16);
+    }
+
+    _input    = input;
+    _output_x = output_x;
+    _output_y = output_y;
+
+    // Set build options
+    std::set<std::string> build_opts;
+
+    if(_run_derivative_x)
+    {
+        build_opts.insert("-DGRAD_X");
+    }
+
+    if(_run_derivative_y)
+    {
+        build_opts.insert("-DGRAD_Y");
+    }
+
+    // Create kernel
+    _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel("derivative", build_opts));
+
+    // Configure kernel window
+    constexpr unsigned int num_elems_processed_per_iteration = 16;
+    constexpr unsigned int num_read_rows_per_iteration       = 3;
+
+    Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration), border_undefined, border_size());
+
+    AccessWindowRectangle  input_access(input->info(), 0, 0, 0, 0);
+    AccessWindowHorizontal output_x_access(output_x == nullptr ? nullptr : output_x->info(), 0, num_elems_processed_per_iteration);
+    AccessWindowHorizontal output_y_access(output_y == nullptr ? nullptr : output_y->info(), 0, num_elems_processed_per_iteration);
+    if(_run_derivative_x && _run_derivative_y)
+    {
+        input_access = AccessWindowRectangle(input->info(), -border_size().left, -border_size().top, num_elems_processed_per_iteration, num_read_rows_per_iteration);
+    }
+    else if(_run_derivative_x)
+    {
+        input_access = AccessWindowHorizontal(input->info(), -border_size().left, num_elems_processed_per_iteration);
+    }
+    else if(_run_derivative_y)
+    {
+        input_access = AccessWindowRectangle(input->info(), 0, -border_size().top, num_elems_processed_per_iteration, num_read_rows_per_iteration);
+    }
+
+    update_window_and_padding(win,
+                              input_access,
+                              output_x_access,
+                              output_y_access);
+
+    output_x_access.set_valid_region(win, input->info()->valid_region(), border_undefined, border_size());
+    output_y_access.set_valid_region(win, input->info()->valid_region(), border_undefined, border_size());
+
+    ICLKernel::configure(win);
+}
+
+void CLDerivativeKernel::run(const Window &window, cl::CommandQueue &queue)
+{
+    ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+    ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
+
+    Window slice = window.first_slice_window_2D();
+    do
+    {
+        unsigned int idx = 0;
+        add_2D_tensor_argument(idx, _input, slice);
+
+        if(_run_derivative_x)
+        {
+            add_2D_tensor_argument(idx, _output_x, slice);
+        }
+
+        if(_run_derivative_y)
+        {
+            add_2D_tensor_argument(idx, _output_y, slice);
+        }
+
+        enqueue(queue, *this, slice);
+    }
+    while(window.slide_window_slice_2D(slice));
+}