/* * Copyright (c) 2018 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_TEST_HOG_DETECTOR_FIXTURE #define ARM_COMPUTE_TEST_HOG_DETECTOR_FIXTURE #include "arm_compute/core/HOGInfo.h" #include "arm_compute/core/Types.h" #include "tests/AssetsLibrary.h" #include "tests/Globals.h" #include "tests/IAccessor.h" #include "tests/IHOGAccessor.h" #include "tests/framework/Asserts.h" #include "tests/framework/Fixture.h" #include "tests/validation/fixtures/HOGDescriptorFixture.h" #include "tests/validation/reference/HOGDetector.h" namespace arm_compute { namespace test { namespace validation { template class HOGDetectorValidationFixture : public HOGDescriptorValidationFixture { public: template void setup(Size2D detection_window_stride, std::string image, HOGInfo hog_info, Format format, BorderMode border_mode) { using HDF = HOGDescriptorValidationFixture; HDF::setup(image, hog_info, format, border_mode); const unsigned int max_num_detection_windows = 100000; // Initialise descriptor (linear SVM coefficients). // NOTE: Fixed values are used to keep the number of detection windows detected // consistent in order to have meaningful validation tolerances. // The values are "unbalanced" to reduce the number of detected objects std::random_device::result_type seed = 0; std::vector descriptor = generate_random_real(hog_info.descriptor_size(), -0.505f, 0.495f, seed); // Compute target and reference values using feature vector from descriptor kernel _target = compute_target(HDF::_target, descriptor, max_num_detection_windows, hog_info, detection_window_stride); _reference = compute_reference(HDF::_reference, descriptor, max_num_detection_windows, hog_info, detection_window_stride); } protected: std::vector compute_target(const TensorType &src, const std::vector &descriptor, unsigned int max_num_detection_windows, const HOGInfo &hog_info, const Size2D &detection_window_stride) { // Create HOG HOGType hog = create_HOG(hog_info); // Create array of detection windows DetectionWindowArrayType detection_windows(max_num_detection_windows); // Copy HOG descriptor values to HOG memory { HOGAccessorType hog_accessor(hog); std::memcpy(hog_accessor.descriptor(), descriptor.data(), descriptor.size() * sizeof(U)); } // Create and configure function HOGDetectorType hog_detector; hog_detector.configure(&src, &hog, &detection_windows, detection_window_stride); // Reset detection windows detection_windows.clear(); // Compute function hog_detector.run(); // Create array of detection windows std::vector windows; // Copy detection windows ArrayAccessorType accessor(detection_windows); for(size_t i = 0; i < accessor.num_values(); i++) { DetectionWindow win; win.x = accessor.at(i).x; win.y = accessor.at(i).y; win.width = accessor.at(i).width; win.height = accessor.at(i).height; win.idx_class = accessor.at(i).idx_class; win.score = accessor.at(i).score; windows.push_back(win); } return windows; } std::vector compute_reference(const SimpleTensor &src, const std::vector &descriptor, unsigned int max_num_detection_windows, const HOGInfo &hog_info, const Size2D &detection_window_stride) { // Assumes defaults value of zero for threshold and class_idx. return reference::hog_detector(src, descriptor, max_num_detection_windows, hog_info, detection_window_stride); } std::vector _target{}; std::vector _reference{}; }; } // namespace validation } // namespace test } // namespace arm_compute #endif /* ARM_COMPUTE_TEST_HOG_DETECTOR_FIXTURE */