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author | Michalis Spyrou <michalis.spyrou@arm.com> | 2020-10-21 00:04:14 +0100 |
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committer | Michalis Spyrou <michalis.spyrou@arm.com> | 2020-11-03 15:10:47 +0000 |
commit | ebcebf1dee7f8314976b1e0cabd62b4cf893d765 (patch) | |
tree | 95d3e691a0e88a3e213a1d30446a9224497f2055 /src/core/NEON/kernels/NELKTrackerKernel.h | |
parent | da4b1b2055d96aaf73704eb9b0b82d74dc2d699c (diff) | |
download | ComputeLibrary-ebcebf1dee7f8314976b1e0cabd62b4cf893d765.tar.gz |
COMPMID-3638: Move NEON kernels
Signed-off-by: Michalis Spyrou <michalis.spyrou@arm.com>
Change-Id: Ieed3e4bc8be7fef80c90c5094599b477a56fc473
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/4285
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/NELKTrackerKernel.h')
-rw-r--r-- | src/core/NEON/kernels/NELKTrackerKernel.h | 141 |
1 files changed, 141 insertions, 0 deletions
diff --git a/src/core/NEON/kernels/NELKTrackerKernel.h b/src/core/NEON/kernels/NELKTrackerKernel.h new file mode 100644 index 0000000000..c24166c042 --- /dev/null +++ b/src/core/NEON/kernels/NELKTrackerKernel.h @@ -0,0 +1,141 @@ +/* + * 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_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 <cstddef> +#include <cstdint> +#include <tuple> +#include <utility> + +namespace arm_compute +{ +class ITensor; + +/** Interface for NEON Array of Internal Key Points. */ +using INELKInternalKeypointArray = IArray<NELKInternalKeypoint>; + +/** 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<int, int, int> 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<int, int> 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 */ |