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diff --git a/src/core/NEON/kernels/NEFFTRadixStageKernel.h b/src/core/NEON/kernels/NEFFTRadixStageKernel.h
new file mode 100644
index 0000000000..54f32efa23
--- /dev/null
+++ b/src/core/NEON/kernels/NEFFTRadixStageKernel.h
@@ -0,0 +1,112 @@
+/*
+ * Copyright (c) 2019-2021 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_NEFFTRADIXSTAGEKERNEL_H
+#define ARM_COMPUTE_NEFFTRADIXSTAGEKERNEL_H
+
+#include "arm_compute/core/KernelDescriptors.h"
+
+#include "src/core/NEON/INEKernel.h"
+
+#include <arm_neon.h>
+#include <set>
+
+namespace arm_compute
+{
+// Forward declarations
+class ITensor;
+
+/** Interface for the FFT kernel. */
+class NEFFTRadixStageKernel : public INEKernel
+{
+public:
+    const char *name() const override
+    {
+        return "NEFFTRadixStageKernel";
+    }
+    /** Constructor */
+    NEFFTRadixStageKernel();
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    NEFFTRadixStageKernel(const NEFFTRadixStageKernel &) = delete;
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    NEFFTRadixStageKernel &operator=(const NEFFTRadixStageKernel &) = delete;
+    /** Default Move Constructor. */
+    NEFFTRadixStageKernel(NEFFTRadixStageKernel &&) = default;
+    /** Default move assignment operator */
+    NEFFTRadixStageKernel &operator=(NEFFTRadixStageKernel &&) = default;
+    /** Default destructor */
+    ~NEFFTRadixStageKernel() = default;
+    /** Set the input and output tensors.
+     *
+     * @note If the output tensor is nullptr, the FFT will be performed in-place
+     *
+     * @param[in,out] input  Source tensor. Data types supported: F32. Number of channels supported: 2 (complex tensor).
+     * @param[out]    output Destination tensor. Data type supported: same as @p input. Number of channels supported: same as @p input.
+     * @param[in]     config FFT descriptor metadata.
+     */
+    void configure(ITensor *input, ITensor *output, const FFTRadixStageKernelInfo &config);
+    /** Static function to check if given info will lead to a valid configuration of @ref NEFFTRadixStageKernel
+     *
+     * @param[in] input  Source tensor info. Data types supported: F32. Number of channels supported: 2 (complex tensor).
+     * @param[in] output Destination tensor info. Data type supported: same as @p input. Number of channels supported: same as @p input.
+     * @param[in] config FFT descriptor metadata.
+     *
+     * @return a status
+     */
+    static Status validate(const ITensorInfo *input, const ITensorInfo *output, const FFTRadixStageKernelInfo &config);
+    /** Returns the radix that are support by the FFT kernel
+     *
+     * @return A set of supported radix
+     */
+    static std::set<unsigned int> supported_radix();
+
+    // Inherited methods overridden:
+    void run(const Window &window, const ThreadInfo &info) override;
+
+private:
+    ITensor     *_input;
+    ITensor     *_output;
+    unsigned int _Nx;
+    unsigned int _axis;
+    unsigned int _radix;
+
+    void set_radix_stage_axis0(const FFTRadixStageKernelInfo &config);
+    void set_radix_stage_axis1(const FFTRadixStageKernelInfo &config);
+
+    using FFTFunctionPointerAxis0 =
+        std::function<void(float *, float *, unsigned int, unsigned int, const float32x2_t &, unsigned int)>;
+    using FFTFunctionPointerAxis1 = std::function<void(float *,
+                                                       float *,
+                                                       unsigned int,
+                                                       unsigned int,
+                                                       const float32x2_t &,
+                                                       unsigned int,
+                                                       unsigned int,
+                                                       unsigned int,
+                                                       unsigned int)>;
+
+    FFTFunctionPointerAxis0 _func_0;
+    FFTFunctionPointerAxis1 _func_1;
+};
+} // namespace arm_compute
+#endif /*ARM_COMPUTE_NEFFTRADIXSTAGEKERNEL_H */