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The Polar Histogram Detector works as follows: - First it selects a region around the central row of the depth map (currently fixed in 10 pixels above and below). - It downsamples that region, dividing the field of view of the camera in smaller regions according to the 'angle-step' parameter. - For each angle-step, it selects the closest distance (lowest value in that direction) and stores its value into the histogram. - That histogram can then be used by an avoidance strategy to avoid obstacles in the field of view. Signed-off-by: Guilherme Campos Camargo <guilherme.campos.camargo@intel.com>
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/* | ||
// Copyright (c) 2016 Intel Corporation | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
*/ | ||
#include <common/common.hh> | ||
#include <memory> | ||
#include <vector> | ||
#include <glm/glm.hpp> | ||
#include "DepthImagePolarHistDetector.hh" | ||
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namespace defaults | ||
{ | ||
const unsigned int vertical_sweep_pixels = 10; | ||
const double angle_step = 5.0; | ||
} | ||
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DepthImagePolarHistDetector::DepthImagePolarHistDetector( | ||
std::shared_ptr<DepthCamera> depth_camera, double angle_step) | ||
: depth_camera(depth_camera), angle_step(angle_step) | ||
{ | ||
} | ||
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DepthImagePolarHistDetector::~DepthImagePolarHistDetector() | ||
{ | ||
} | ||
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std::vector<double> DepthImagePolarHistDetector::detect() | ||
{ | ||
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// Obtain camera depth buffer and camera properties | ||
std::vector<uint16_t> depth_buffer = this->depth_camera->get_depth_buffer(); | ||
unsigned int height = this->depth_camera->get_height(); | ||
unsigned int width = this->depth_camera->get_width(); | ||
double fov_tan = this->depth_camera->get_fov_tan(); | ||
double scale = this->depth_camera->get_scale(); | ||
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// Return an empty histogram if the depth buffer is invalid | ||
if(depth_buffer.size() == 0) { | ||
this->histogram.resize(0); | ||
return histogram; | ||
} | ||
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unsigned int histogram_size = | ||
glm::ceil(glm::atan(fov_tan) / glm::radians(this->angle_step)); | ||
unsigned int middle_row = height / 2; | ||
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// Make sure the chosen vertical sweep area is within the limits of the | ||
// depth buffer | ||
unsigned int vertical_sweep_pixels = | ||
glm::min(defaults::vertical_sweep_pixels, middle_row); | ||
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// Sweep a slice of the depth buffer filling up the histogram with the | ||
// closest distance found in a given direction | ||
this->histogram.resize(0); | ||
for (unsigned int i = (middle_row - vertical_sweep_pixels); | ||
i < (middle_row + vertical_sweep_pixels); i++) { | ||
for (unsigned int j = 0; j < width; j++) { | ||
unsigned int hist_pos = j / (width / histogram_size); | ||
uint16_t depth_value = depth_buffer[i * width + j]; | ||
if (depth_value == 0) { | ||
depth_value = UINT16_MAX; | ||
} | ||
if (histogram.size() <= hist_pos) { | ||
histogram.push_back(depth_value * scale); | ||
} else { | ||
this->histogram[hist_pos] = | ||
glm::min(depth_value * scale, | ||
this->histogram[j / (width / histogram_size)]); | ||
} | ||
} | ||
} | ||
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return this->histogram; | ||
} | ||
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/* | ||
// Copyright (c) 2016 Intel Corporation | ||
// | ||
// Licensed under the Apache License, Version 2.0 (the "License"); | ||
// you may not use this file except in compliance with the License. | ||
// You may obtain a copy of the License at | ||
// | ||
// http://www.apache.org/licenses/LICENSE-2.0 | ||
// | ||
// Unless required by applicable law or agreed to in writing, software | ||
// distributed under the License is distributed on an "AS IS" BASIS, | ||
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
// See the License for the specific language governing permissions and | ||
// limitations under the License. | ||
*/ | ||
#pragma once | ||
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#include <common/common.hh> | ||
#include <memory> | ||
#include <vector> | ||
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class DepthImagePolarHistDetector | ||
{ | ||
public: | ||
DepthImagePolarHistDetector(std::shared_ptr<DepthCamera> depth_camera, | ||
double angle_step); | ||
~DepthImagePolarHistDetector(); | ||
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std::vector<double> detect(); | ||
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private: | ||
std::shared_ptr<DepthCamera> depth_camera; | ||
double angle_step; | ||
std::vector<double> histogram; | ||
}; |