/* * Copyright (c) 2017 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. */ #include "arm_compute/runtime/NEON/functions/NECannyEdge.h" #include "arm_compute/core/Error.h" #include "arm_compute/core/ITensor.h" #include "arm_compute/core/NEON/kernels/NECannyEdgeKernel.h" #include "arm_compute/core/NEON/kernels/NEFillBorderKernel.h" #include "arm_compute/core/TensorInfo.h" #include "arm_compute/core/Validate.h" #include "arm_compute/runtime/NEON/NEScheduler.h" #include "arm_compute/runtime/NEON/functions/NESobel3x3.h" #include "arm_compute/runtime/NEON/functions/NESobel5x5.h" #include "arm_compute/runtime/NEON/functions/NESobel7x7.h" #include "arm_compute/runtime/TensorAllocator.h" #include "support/ToolchainSupport.h" #include #include using namespace arm_compute; NECannyEdge::NECannyEdge() // NOLINT : _sobel(), _gradient(), _non_max_suppr(), _edge_trace(), _border_mag_gradient(), _border_edge_trace(), _gx(), _gy(), _magnitude(), _phase(), _nonmax(), _output(nullptr) { } void NECannyEdge::configure(ITensor *input, ITensor *output, int32_t upper_thr, int32_t lower_thr, int32_t gradient_size, int32_t norm_type, BorderMode border_mode, uint8_t constant_border_value, bool use_fp16) { ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8); ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::U8); ARM_COMPUTE_ERROR_ON(gradient_size < 3); ARM_COMPUTE_ERROR_ON(gradient_size > 7); ARM_COMPUTE_ERROR_ON(lower_thr > upper_thr); ARM_COMPUTE_ERROR_ON((1 != norm_type) && (2 != norm_type)); _output = output; const TensorShape &shape = input->info()->tensor_shape(); TensorInfo gradient_info; TensorInfo magnitude_info; // Initialize images if(gradient_size < 7) { gradient_info.init(shape, Format::S16); magnitude_info.init(shape, Format::U16); } else { gradient_info.init(shape, Format::S32); magnitude_info.init(shape, Format::U32); } _gx.allocator()->init(gradient_info); _gy.allocator()->init(gradient_info); _magnitude.allocator()->init(magnitude_info); TensorInfo info(shape, Format::U8); _phase.allocator()->init(info); _nonmax.allocator()->init(info); // Configure/Init sobelNxN if(gradient_size == 3) { auto k = arm_compute::support::cpp14::make_unique(); k->configure(input, &_gx, &_gy, border_mode, constant_border_value); _sobel = std::move(k); } else if(gradient_size == 5) { auto k = arm_compute::support::cpp14::make_unique(); k->configure(input, &_gx, &_gy, border_mode, constant_border_value); _sobel = std::move(k); } else if(gradient_size == 7) { auto k = arm_compute::support::cpp14::make_unique(); k->configure(input, &_gx, &_gy, border_mode, constant_border_value); _sobel = std::move(k); } else { ARM_COMPUTE_ERROR("Gradient size not supported\n"); } // Configure gradient if(use_fp16) { auto k = arm_compute::support::cpp14::make_unique(); k->configure(&_gx, &_gy, &_magnitude, &_phase, norm_type); _gradient = std::move(k); } else { auto k = arm_compute::support::cpp14::make_unique(); k->configure(&_gx, &_gy, &_magnitude, &_phase, norm_type); _gradient = std::move(k); } // Configure non-maxima suppression _non_max_suppr.configure(&_magnitude, &_phase, &_nonmax, upper_thr, lower_thr, border_mode == BorderMode::UNDEFINED); // Fill border around magnitude image as non-maxima suppression will access // it. If border mode is undefined filling the border is a nop. _border_mag_gradient.configure(&_magnitude, _non_max_suppr.border_size(), border_mode, constant_border_value); // Configure edge tracing _edge_trace.configure(&_nonmax, output); // Fill border with "No edge" to stop recursion in edge trace _border_edge_trace.configure(&_nonmax, _edge_trace.border_size(), BorderMode::CONSTANT, 0); // Allocate intermediate tensors _gx.allocator()->allocate(); _gy.allocator()->allocate(); _phase.allocator()->allocate(); _magnitude.allocator()->allocate(); _nonmax.allocator()->allocate(); } void NECannyEdge::run() { ARM_COMPUTE_ERROR_ON_MSG(_sobel == nullptr, "Unconfigured function"); ARM_COMPUTE_ERROR_ON(_output == nullptr); // Run sobelNxN _sobel->run(); // Fill border before non-maxima suppression. Nop for border mode undefined. _border_mag_gradient.run(_border_mag_gradient.window()); // Run gradient NEScheduler::get().schedule(_gradient.get(), Window::DimY); // Run non-maxima suppression NEScheduler::get().schedule(&_non_max_suppr, Window::DimY); ARM_COMPUTE_ERROR_ON(_output->buffer() == nullptr); memset(_output->buffer(), 0, _output->info()->total_size()); // Fill border before edge trace _border_edge_trace.run(_border_edge_trace.window()); // Run edge tracing _edge_trace.run(_edge_trace.window()); }