/* * Copyright (c) 2016-2021 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_LKTRACKERKERNEL_H #define ARM_COMPUTE_LKTRACKERKERNEL_H #include "arm_compute/core/IArray.h" #include "arm_compute/core/Types.h" #include "src/core/NEON/INEKernel.h" #include #include #include #include namespace arm_compute { class ITensor; /** Interface for Neon Array of Internal Key Points. */ using INELKInternalKeypointArray = IArray; /** Interface for the Lucas-Kanade tracker kernel */ class NELKTrackerKernel : public INEKernel { public: const char *name() const override { return "NELKTrackerKernel"; } /** Default constructor */ NELKTrackerKernel(); /** Prevent instances of this class from being copied (As this class contains pointers) */ NELKTrackerKernel(const NELKTrackerKernel &) = delete; /** Prevent instances of this class from being copied (As this class contains pointers) */ NELKTrackerKernel &operator=(const NELKTrackerKernel &) = delete; /** Allow instances of this class to be moved */ NELKTrackerKernel(NELKTrackerKernel &&) = default; /** Allow instances of this class to be moved */ NELKTrackerKernel &operator=(NELKTrackerKernel &&) = default; /** Default destructor */ ~NELKTrackerKernel() = default; /** Initialise the kernel input and output * * @param[in] input_old Pointer to the input old tensor. Data type supported: U8 * @param[in] input_new Pointer to the input new tensor. Data type supported. U8 * @param[in] old_scharr_gx Pointer to the input scharr X tensor. Data type supported: S16 * @param[in] old_scharr_gy Pointer to the input scharr Y tensor. Data type supported: S16 * @param[in] old_points Pointer to the IKeyPointArray storing old key points * @param[in] new_points_estimates Pointer to the IKeyPointArray storing new estimates key points * @param[out] new_points Pointer to the IKeyPointArray storing new key points * @param[in, out] old_points_internal Pointer to the array of NELKInternalKeypoint for old points * @param[out] new_points_internal Pointer to the array of NELKInternalKeypoint for new points * @param[in] termination The criteria to terminate the search of each keypoint. * @param[in] use_initial_estimate The flag to indicate whether the initial estimated position should be used * @param[in] epsilon The error for terminating the algorithm * @param[in] num_iterations The maximum number of iterations before terminate the algorithm * @param[in] window_dimension The size of the window on which to perform the algorithm * @param[in] level The pyramid level * @param[in] num_levels The number of pyramid levels * @param[in] pyramid_scale Scale factor used for generating the pyramid */ void configure(const ITensor *input_old, const ITensor *input_new, const ITensor *old_scharr_gx, const ITensor *old_scharr_gy, const IKeyPointArray *old_points, const IKeyPointArray *new_points_estimates, IKeyPointArray *new_points, INELKInternalKeypointArray *old_points_internal, INELKInternalKeypointArray *new_points_internal, Termination termination, bool use_initial_estimate, float epsilon, unsigned int num_iterations, size_t window_dimension, size_t level, size_t num_levels, float pyramid_scale); // Inherited methods overridden: void run(const Window &window, const ThreadInfo &info) override; BorderSize border_size() const override; private: /** Initialise the array of keypoints in the provide range * * @param[in] start Index of first element in the keypoints array to be initialised * @param[in] end Index after last elelemnt in the keypoints array to be initialised */ void init_keypoints(int start, int end); /** Compute the structure tensor A^T * A based on the scharr gradients I_x and I_y * * @param[in] keypoint Keypoint for which gradients are computed * @param[out] bilinear_ix Intermediate interpolated data for X gradient * @param[out] bilinear_iy Intermediate interpolated data for Y gradient * * @return Values A11, A12, A22 */ std::tuple compute_spatial_gradient_matrix(const NELKInternalKeypoint &keypoint, int32_t *bilinear_ix, int32_t *bilinear_iy); /** Compute the vector A^T * b, i.e. -sum(I_d * I_t) for d in {x,y} * * @param[in] old_keypoint Old keypoint for which gradient is computed * @param[in] new_keypoint New keypoint for which gradient is computed * @param[in] bilinear_ix Intermediate interpolated data for X gradient * @param[in] bilinear_iy Intermediate interpolated data for Y gradient * * @return Values b1, b2 */ std::pair compute_image_mismatch_vector(const NELKInternalKeypoint &old_keypoint, const NELKInternalKeypoint &new_keypoint, const int32_t *bilinear_ix, const int32_t *bilinear_iy); const ITensor *_input_old; const ITensor *_input_new; const ITensor *_old_scharr_gx; const ITensor *_old_scharr_gy; IKeyPointArray *_new_points; const IKeyPointArray *_new_points_estimates; const IKeyPointArray *_old_points; INELKInternalKeypointArray *_old_points_internal; INELKInternalKeypointArray *_new_points_internal; Termination _termination; bool _use_initial_estimate; float _pyramid_scale; float _epsilon; unsigned int _num_iterations; int _window_dimension; unsigned int _level; unsigned int _num_levels; ValidRegion _valid_region; }; } // namespace arm_compute #endif /*ARM_COMPUTE_NELKTRACKERKERNEL_H */