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diff --git a/src/core/NEON/kernels/NEHOGDetectorKernel.h b/src/core/NEON/kernels/NEHOGDetectorKernel.h
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+/*
+ * 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_NEHOGDETECTORKERNEL_H
+#define ARM_COMPUTE_NEHOGDETECTORKERNEL_H
+
+#include "arm_compute/core/IArray.h"
+#include "arm_compute/core/IHOG.h"
+#include "src/core/NEON/INEKernel.h"
+#include "support/Mutex.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** NEON kernel to perform HOG detector kernel using linear SVM */
+class NEHOGDetectorKernel : public INEKernel
+{
+public:
+    const char *name() const override
+    {
+        return "NEHOGDetectorKernel";
+    }
+    /** Default constructor */
+    NEHOGDetectorKernel();
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    NEHOGDetectorKernel(const NEHOGDetectorKernel &) = delete;
+    /** Prevent instances of this class from being copied (As this class contains pointers) */
+    NEHOGDetectorKernel &operator=(const NEHOGDetectorKernel &) = delete;
+    /** Prevent instances of this class from being moved (As this class contains non movable objects) */
+    NEHOGDetectorKernel(NEHOGDetectorKernel &&) = delete;
+    /** Prevent instances of this class from being moved (As this class contains non movable objects) */
+    NEHOGDetectorKernel &operator=(NEHOGDetectorKernel &&) = delete;
+    /** Default destructor */
+    ~NEHOGDetectorKernel() = default;
+
+    /** Initialise the kernel's input, HOG data-object, detection window, the stride of the detection window, the threshold and index of the object to detect
+     *
+     * @param[in]  input                   Input tensor which stores the HOG descriptor obtained with @ref NEHOGOrientationBinningKernel. Data type supported: F32. Number of channels supported: equal to the number of histogram bins per block
+     * @param[in]  hog                     HOG data object used by @ref NEHOGOrientationBinningKernel and  @ref NEHOGBlockNormalizationKernel
+     * @param[out] detection_windows       Array of @ref DetectionWindow. This array stores all the detected objects
+     * @param[in]  detection_window_stride Distance in pixels between 2 consecutive detection windows in x and y directions.
+     *                                     It must be multiple of the hog->info()->block_stride()
+     * @param[in]  threshold               (Optional) Threshold for the distance between features and SVM classifying plane
+     * @param[in]  idx_class               (Optional) Index of the class used for evaluating which class the detection window belongs to
+     */
+    void configure(const ITensor *input, const IHOG *hog, IDetectionWindowArray *detection_windows, const Size2D &detection_window_stride, float threshold = 0.0f, uint16_t idx_class = 0);
+
+    // Inherited methods overridden:
+    void run(const Window &window, const ThreadInfo &info) override;
+
+private:
+    const ITensor         *_input;
+    IDetectionWindowArray *_detection_windows;
+    const float           *_hog_descriptor;
+    float                  _bias;
+    float                  _threshold;
+    uint16_t               _idx_class;
+    size_t                 _num_bins_per_descriptor_x;
+    size_t                 _num_blocks_per_descriptor_y;
+    size_t                 _block_stride_width;
+    size_t                 _block_stride_height;
+    size_t                 _detection_window_width;
+    size_t                 _detection_window_height;
+    size_t                 _max_num_detection_windows;
+    arm_compute::Mutex     _mutex;
+};
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_NEHOGDETECTORKERNEL_H */