diff --git a/src/core/CL/kernels/CLFillBorderKernel.h b/src/core/CL/kernels/CLFillBorderKernel.h
new file mode 100644
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+++ b/src/core/CL/kernels/CLFillBorderKernel.h
@@ -0,0 +1,96 @@
+/*
+ * Copyright (c) 2016-2020 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.
+ */
+#ifndef ARM_COMPUTE_CLFILLBORDERKERNEL_H
+#define ARM_COMPUTE_CLFILLBORDERKERNEL_H
+
+#include "arm_compute/core/PixelValue.h"
+#include "arm_compute/core/Types.h"
+#include "src/core/CL/ICLKernel.h"
+
+namespace arm_compute
+{
+class ICLTensor;
+
+/** Interface for filling the border of a kernel */
+class CLFillBorderKernel : public ICLKernel
+{
+public:
+    /** Default constructor */
+    CLFillBorderKernel();
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    CLFillBorderKernel(const CLFillBorderKernel &) = delete;
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    CLFillBorderKernel &operator=(const CLFillBorderKernel &) = delete;
+    /** Allow instances of this class to be moved */
+    CLFillBorderKernel(CLFillBorderKernel &&) = default;
+    /** Allow instances of this class to be moved */
+    CLFillBorderKernel &operator=(CLFillBorderKernel &&) = default;
+    /** Default destructor */
+    ~CLFillBorderKernel() = default;
+
+    /** Initialise the kernel's input, output and border mode.
+     *
+     * @param[in]     compile_context       The compile context to be used.
+     * @param[in,out] tensor                Tensor to process Data types supported: U8/QASYMM8/S8/QASYMM8_SIGNED/U16/S16/U32/S32/F16/F32.
+     * @param[in]     border_size           Size of the border to fill in elements.
+     * @param[in]     border_mode           Border mode to use for the convolution.
+     * @param[in]     constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT.
+     */
+    void configure(const CLCompileContext &compile_context, ICLTensor *tensor, BorderSize border_size, BorderMode border_mode, const PixelValue &constant_border_value = PixelValue());
+    /** Initialise the kernel's input, output and border mode.
+     *
+     * @param[in,out] tensor                Tensor to process Data types supported: U8/QASYMM8/S8/QASYMM8_SIGNED/U16/S16/U32/S32/F16/F32.
+     * @param[in]     border_size           Size of the border to fill in elements.
+     * @param[in]     border_mode           Border mode to use for the convolution.
+     * @param[in]     constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT.
+     */
+    void configure(ICLTensor *tensor, BorderSize border_size, BorderMode border_mode, const PixelValue &constant_border_value = PixelValue());
+    /** Initialise the kernel's input, output and border mode.
+     *
+     * @param[in]     compile_context       The compile context to be used.
+     * @param[in,out] tensor                Tensor to process Data types supported: U8/QASYMM8/S8/QASYMM8_SIGNED/U16/S16/U32/S32/F16/F32.
+     * @param[in]     border_size           Size of the border to fill in elements.
+     * @param[in]     border_mode           Border mode to use for the convolution.
+     * @param[in]     constant_border_value (Optional) Constant value to use for borders if border_mode is set to CONSTANT.
+     */
+    void configure(const CLCompileContext &compile_context, ITensorInfo *tensor, BorderSize border_size, BorderMode border_mode, const PixelValue &constant_border_value = PixelValue());
+
+    /** Function to set the constant value on fill border kernel depending on type.
+     *
+     * @param[in] idx                   Index of the kernel argument to set.
+     * @param[in] constant_border_value Constant value to use for borders if border_mode is set to CONSTANT.
+     */
+    template <class T>
+    void set_constant_border(unsigned int idx, const PixelValue &constant_border_value);
+
+    // Inherited methods overridden:
+    void run_op(ITensorPack &tensors, const Window &window, cl::CommandQueue &queue) override;
+    void run(const Window &window, cl::CommandQueue &queue) override;
+    bool is_parallelisable() const override;
+
+private:
+    ICLTensor *_tensor;
+};
+} // namespace arm_compute
+#endif /*ARM_COMPUTE_CLFILLBORDERKERNEL_H */