736 lines
24 KiB
C
736 lines
24 KiB
C
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// Copyright (c) 2015 INRIA Sophia-Antipolis (France).
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// All rights reserved.
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//
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// This file is part of CGAL (www.cgal.org).
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// You can redistribute it and/or modify it under the terms of the GNU
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// General Public License as published by the Free Software Foundation,
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// either version 3 of the License, or (at your option) any later version.
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//
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// Licensees holding a valid commercial license may use this file in
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// accordance with the commercial license agreement provided with the software.
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//
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// This file is provided AS IS with NO WARRANTY OF ANY KIND, INCLUDING THE
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// WARRANTY OF DESIGN, MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE.
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//
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// $URL$
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// $Id$
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// SPDX-License-Identifier: GPL-3.0+
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//
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//
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// Author(s) : Sven Oesau, Yannick Verdie, Clément Jamin, Pierre Alliez
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//
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#ifndef CGAL_SHAPE_DETECTION_3_OCTREE_H
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#define CGAL_SHAPE_DETECTION_3_OCTREE_H
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#include <CGAL/license/Point_set_shape_detection_3.h>
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#include <limits>
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#include <stack>
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#include <CGAL/Random.h>
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#include <CGAL/Bbox_3.h>
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#include <CGAL/Shape_detection_3/Shape_base.h>
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extern int scoreTime;
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namespace CGAL {
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namespace Shape_detection_3 {
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template<class Traits>
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class Efficient_RANSAC;
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namespace internal {
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const std::size_t size_t_max = (std::numeric_limits<std::size_t>::max)();
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template<class Sdt>
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class DirectPointAccessor {
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public:
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typedef Sdt Sd_traits;
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typedef typename Sd_traits::Input_range::iterator Input_iterator;
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DirectPointAccessor() {}
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DirectPointAccessor(const Input_iterator &begin,
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const Input_iterator &beyond,
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std::size_t offset) : m_first(begin), m_offset(offset) {
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m_beyond = (beyond == begin) ? begin : beyond - 1;
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}
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Input_iterator at(std::size_t i) {
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return m_first + i;
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}
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std::size_t index(std::size_t i) {
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return i + m_offset;
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}
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std::size_t offset() {
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return m_offset;
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}
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std::size_t size() {
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return m_beyond - m_first + 1;
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}
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Input_iterator first() {
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return m_first;
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}
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Input_iterator beyond() {
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return m_beyond;
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}
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void setData(Input_iterator &begin, Input_iterator &beyond) {
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m_beyond = (beyond == begin) ? begin : beyond - 1;
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}
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void swap(std::size_t a, std::size_t b) {
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typename std::iterator_traits<Input_iterator>::value_type tmp;
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tmp = m_first[a];
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m_first[a] = m_first[b];
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m_first[b] = tmp;
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}
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protected:
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Input_iterator m_first;
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private:
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Input_iterator m_beyond;
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std::size_t m_offset;
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};
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template<class Sdt>
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class IndexedPointAccessor {
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public:
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typedef Sdt Sd_traits;
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typedef typename Sd_traits::Input_range::iterator Input_iterator;
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IndexedPointAccessor() {}
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IndexedPointAccessor(const Input_iterator &begin,
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const Input_iterator &beyond, std::size_t)
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: m_first(begin) {
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m_beyond = (beyond == begin) ? begin : beyond - 1;
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m_indices.resize(size());
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for (std::size_t i = 0;i<size();i++)
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m_indices[i] = i;
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}
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Input_iterator at(std::size_t i) {
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return m_first + m_indices[i];
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}
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std::size_t index(std::size_t i) {
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return m_indices[i];
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}
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std::size_t offset() {
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return 0;
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}
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Input_iterator first() {
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return m_first;
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}
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Input_iterator beyond() {
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return m_beyond;
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}
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void setData(Input_iterator &begin, Input_iterator &beyond) {
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m_beyond = (beyond == begin) ? begin : beyond - 1;
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m_indices.resize(size());
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for (std::size_t i = 0;i<size();i++)
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m_indices[i] = i;
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}
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std::size_t size() {
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return m_beyond - m_first + 1;
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}
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void swap(std::size_t a, std::size_t b) {
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std::size_t tmp = m_indices[a];
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m_indices[a] = m_indices[b];
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m_indices[b] = tmp;
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}
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protected:
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Input_iterator m_first;
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private:
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std::vector<std::size_t> m_indices;
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Input_iterator m_beyond;
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};
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template<class PointAccessor>
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class Octree : public PointAccessor {
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typedef typename PointAccessor::Sd_traits Sd_traits;
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typedef typename Sd_traits::Input_range::iterator Input_iterator;
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typedef Shape_base<Sd_traits> Shape;
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typedef typename Sd_traits::Point_3 Point_3;
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typedef typename Sd_traits::Vector_3 Vector_3;
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typedef typename Sd_traits::FT FT;
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typedef typename Sd_traits::Point_map Point_map;
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typedef typename Sd_traits::Normal_map Normal_map;
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template<class Sd_traits>
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friend class ::CGAL::Shape_detection_3::Efficient_RANSAC;
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struct Cell {
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std::size_t first, last;
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Cell *child[8];
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Point_3 center;
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std::size_t level;
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Cell(std::size_t first, std::size_t last, Point_3 center, std::size_t level)
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: first(first), last(last), center(center), level(level) {
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memset(child, 0, sizeof(Cell *) * 8);
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}
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bool isLeaf() const {
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for (std::size_t i = 0;i<8;i++) {
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if (child[i])
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return false;
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}
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return true;
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}
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std::size_t size() const {
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if (first == size_t_max || last == size_t_max)
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return 0;
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else return (last - first + 1);
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}
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};
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// --------------------------------------------------------------------------
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// Utilities
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// --------------------------------------------------------------------------
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FT get_x(const Vector_3& v){ return m_traits.compute_x_3_object()(v); }
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FT get_y(const Vector_3& v){ return m_traits.compute_y_3_object()(v); }
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FT get_z(const Vector_3& v){ return m_traits.compute_z_3_object()(v); }
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FT get_x(const Point_3& p){ return m_traits.compute_x_3_object()(p); }
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FT get_y(const Point_3& p){ return m_traits.compute_y_3_object()(p); }
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FT get_z(const Point_3& p){ return m_traits.compute_z_3_object()(p); }
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FT get_coord(const Point_3& p, unsigned int d)
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{
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CGAL_assertion(d >= 0 && d < 3);
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switch (d)
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{
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case 0: return get_x(p);
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case 1: return get_y(p);
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case 2: return get_z(p);
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default: return FT(0);
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}
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}
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Point_3 constr_pt(FT x, FT y, FT z) const
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{ return m_traits.construct_point_3_object()(x, y, z); }
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Vector_3 constr_vec(const Point_3& p, const Point_3& q) const
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{ return m_traits.construct_vector_3_object()(p, q); }
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Point_3 transl(const Point_3& p, const Vector_3 &v)
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{ return m_traits.construct_translated_point_3_object()(p, v); }
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public:
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Octree(Sd_traits const& traits)
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: m_traits(traits), m_bucket_size(20), m_set_max_level(10), m_root(NULL) {}
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Octree(Sd_traits const& traits,
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const Input_iterator &first,
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const Input_iterator &beyond,
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Point_map& point_pmap,
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Normal_map& normal_pmap,
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std::size_t offset = 0,
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std::size_t bucketSize = 20,
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std::size_t maxLevel = 10)
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: PointAccessor(first, beyond, offset),
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m_traits(traits),
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m_root(NULL),
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m_bucket_size(bucketSize),
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m_set_max_level(maxLevel),
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m_point_pmap (point_pmap),
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m_normal_pmap (normal_pmap) {}
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~Octree() {
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if (!m_root)
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return;
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std::stack<Cell *> stack;
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stack.push(m_root);
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while (!stack.empty()) {
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Cell *cell = stack.top();
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stack.pop();
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for (std::size_t i = 0;i<8;i++)
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if (cell->child[i])
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stack.push(cell->child[i]);
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delete cell;
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}
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}
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// Sorting data in a way such that points of one cell
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// are always in one range and ordered child-wise:
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// +---+---+
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// | 1.| 0.|
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// +---+---+
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// | 3.| 2.|
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// +---+---+
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// z max before z min, then y max before y min, then x max before x min
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void createTree(double cluster_epsilon_for_max_level_recomputation = -1.) {
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buildBoundingCube();
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std::size_t count = 0;
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m_max_level = 0;
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if (cluster_epsilon_for_max_level_recomputation > 0.)
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{
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FT bbox_diagonal = (FT) CGAL::sqrt(
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(m_bBox.xmax() - m_bBox.xmin()) * (m_bBox.xmax() - m_bBox.xmin())
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+ (m_bBox.ymax() - m_bBox.ymin()) * (m_bBox.ymax() - m_bBox.ymin())
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+ (m_bBox.zmax() - m_bBox.zmin()) * (m_bBox.zmax() - m_bBox.zmin()));
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m_set_max_level = std::size_t (std::log (bbox_diagonal
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/ cluster_epsilon_for_max_level_recomputation)
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/ std::log (2.0));
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}
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std::stack<Cell *> stack;
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m_root = new Cell(0, this->size() - 1, m_center, 0);
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stack.push(m_root);
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while (!stack.empty()) {
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Cell *cell= stack.top();
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stack.pop();
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m_max_level = std::max<std::size_t>(m_max_level, cell->level);
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if (cell->level == m_set_max_level)
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continue;
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std::size_t zLowYHighXSplit, zLowYLowXSplit, zLowYSplit;
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std::size_t zHighYSplit, zHighYHighXSplit, zHighYLowXSplit;
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std::size_t zSplit = split(cell->first, cell->last, 2, get_z(cell->center));
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if (zSplit != size_t_max) {
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zLowYSplit = split(cell->first, zSplit, 1, get_y(cell->center));
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if (zLowYSplit != size_t_max) {
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zLowYLowXSplit = split(cell->first,
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zLowYSplit, 0, get_x(cell->center));
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zLowYHighXSplit = split(zLowYSplit + 1,
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zSplit, 0, get_x(cell->center));
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}
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else {
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zLowYLowXSplit = size_t_max;
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zLowYHighXSplit = split(cell->first, zSplit, 0, get_x(cell->center));
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}
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zHighYSplit = split(zSplit + 1, cell->last, 1, get_y(cell->center));
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if (zHighYSplit != size_t_max) {
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zHighYHighXSplit = split(zHighYSplit + 1,
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cell->last, 0, get_x(cell->center));
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zHighYLowXSplit = split(zSplit + 1,
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zHighYSplit, 0, get_x(cell->center));
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}
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else {
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zHighYLowXSplit = size_t_max;
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zHighYHighXSplit = split(zSplit + 1,
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cell->last, 0, get_x(cell->center));
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}
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}
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else {
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zLowYSplit = size_t_max;
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zLowYLowXSplit = size_t_max;
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zLowYHighXSplit = size_t_max;
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zHighYSplit = split(cell->first,
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cell->last,
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1,
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get_y(cell->center));
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if (zHighYSplit != size_t_max) {
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zHighYHighXSplit = split(zHighYSplit + 1,
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cell->last,
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0,
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get_x(cell->center));
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zHighYLowXSplit = split(cell->first,
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zHighYSplit,
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0,
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get_x(cell->center));
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}
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else {
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zHighYLowXSplit = size_t_max;
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zHighYHighXSplit = split(cell->first,
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cell->last,
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0,
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get_x(cell->center));
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}
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}
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FT width = m_width / (1<<(cell->level + 1));
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if (zSplit != size_t_max) {
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if (zLowYSplit != size_t_max) {
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if (zLowYLowXSplit != size_t_max) {
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if (cell->first <= zLowYLowXSplit) {
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//---
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cell->child[7] = new Cell(cell->first,
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zLowYLowXSplit,
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transl(cell->center, constr_vec(
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ORIGIN, constr_pt(-width,-width,-width))),
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cell->level + 1);
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if (cell->child[7]->size() > m_bucket_size)
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stack.push(cell->child[7]);
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}
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}
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else zLowYLowXSplit = cell->first - 1;
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if (zLowYLowXSplit < zLowYSplit || zLowYLowXSplit == size_t_max) {
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//+--
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cell->child[6] = new Cell(zLowYLowXSplit + 1,
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zLowYSplit,
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transl(cell->center, constr_vec(
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ORIGIN, constr_pt(width,-width,-width))),
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cell->level + 1);
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if (cell->child[6]->size() > m_bucket_size)
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stack.push(cell->child[6]);
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}
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}
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else zLowYSplit = cell->first - 1;
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if (zLowYHighXSplit != size_t_max) {
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if (zLowYSplit < zLowYHighXSplit || zLowYSplit == size_t_max) {
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//-+-
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cell->child[5] = new Cell(zLowYSplit + 1,
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zLowYHighXSplit,
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transl(cell->center, constr_vec(
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ORIGIN, constr_pt(-width, width,-width))),
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cell->level + 1);
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if (cell->child[5]->size() > m_bucket_size)
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stack.push(cell->child[5]);
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}
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}
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else zLowYHighXSplit = zLowYSplit;
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if (zLowYHighXSplit < zSplit || zLowYHighXSplit == size_t_max) {
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//++-
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cell->child[4] = new Cell(zLowYHighXSplit + 1,
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zSplit,
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transl(cell->center, constr_vec(
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ORIGIN, constr_pt(width, width,-width))),
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cell->level + 1);
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if (cell->child[4]->size() > m_bucket_size)
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||
|
stack.push(cell->child[4]);
|
||
|
}
|
||
|
}
|
||
|
else zSplit = cell->first - 1;
|
||
|
|
||
|
if (zHighYSplit != size_t_max) {
|
||
|
if (zHighYLowXSplit != size_t_max) {
|
||
|
|
||
|
if (zSplit < zHighYLowXSplit || zSplit == size_t_max) {
|
||
|
//--+
|
||
|
cell->child[3] = new Cell(zSplit + 1,
|
||
|
zHighYLowXSplit,
|
||
|
transl(cell->center, constr_vec(
|
||
|
ORIGIN, constr_pt(-width,-width, width))),
|
||
|
cell->level + 1);
|
||
|
|
||
|
if (cell->child[3]->size() > m_bucket_size)
|
||
|
stack.push(cell->child[3]);
|
||
|
}
|
||
|
}
|
||
|
else zHighYLowXSplit = zSplit;
|
||
|
|
||
|
if (zHighYLowXSplit < zHighYSplit || zHighYLowXSplit == size_t_max) {
|
||
|
//+-+
|
||
|
cell->child[2] = new Cell(zHighYLowXSplit + 1,
|
||
|
zHighYSplit,
|
||
|
transl(cell->center, constr_vec(
|
||
|
ORIGIN, constr_pt(width,-width, width))),
|
||
|
cell->level + 1);
|
||
|
|
||
|
if (cell->child[2]->size() > m_bucket_size)
|
||
|
stack.push(cell->child[2]);
|
||
|
}
|
||
|
|
||
|
}
|
||
|
else zHighYSplit = zSplit;
|
||
|
|
||
|
if (zHighYHighXSplit != size_t_max) {
|
||
|
if (zHighYSplit < zHighYHighXSplit || zHighYSplit == size_t_max) {
|
||
|
//-++
|
||
|
cell->child[1] = new Cell(zHighYSplit + 1,
|
||
|
zHighYHighXSplit,
|
||
|
transl(cell->center, constr_vec(
|
||
|
ORIGIN, constr_pt(-width, width, width))),
|
||
|
cell->level + 1);
|
||
|
|
||
|
if (cell->child[1]->size() > m_bucket_size)
|
||
|
stack.push(cell->child[1]);
|
||
|
}
|
||
|
}
|
||
|
else zHighYHighXSplit = zHighYSplit;
|
||
|
|
||
|
if (zHighYHighXSplit <= cell->last || zHighYHighXSplit == size_t_max) {
|
||
|
if (zHighYHighXSplit < cell->last || zHighYHighXSplit == size_t_max) {
|
||
|
//+++
|
||
|
cell->child[0] = new Cell(zHighYHighXSplit + 1,
|
||
|
cell->last,
|
||
|
transl(cell->center, constr_vec(
|
||
|
ORIGIN, constr_pt(width, width, width))),
|
||
|
cell->level + 1);
|
||
|
|
||
|
if (cell->child[0]->size() > m_bucket_size)
|
||
|
stack.push(cell->child[0]);
|
||
|
}
|
||
|
}
|
||
|
|
||
|
std::size_t sum = 0;
|
||
|
for (std::size_t i = 0;i<8;i++)
|
||
|
sum += (cell->child[i]) ? cell->child[i]->size() : 0;
|
||
|
|
||
|
count++;
|
||
|
}
|
||
|
}
|
||
|
|
||
|
bool drawSamplesFromCellContainingPoint(const Point_3 &p,
|
||
|
std::size_t level,
|
||
|
std::set<std::size_t>& indices,
|
||
|
const std::vector<int>& shapeIndex,
|
||
|
std::size_t requiredSamples) {
|
||
|
|
||
|
bool upperZ, upperY, upperX;
|
||
|
Cell *cur = m_root;
|
||
|
|
||
|
while (cur && cur->level < level) {
|
||
|
upperX = get_x(cur->center) <= get_x(p);
|
||
|
upperY = get_y(cur->center) <= get_y(p);
|
||
|
upperZ = get_z(cur->center) <= get_z(p);
|
||
|
|
||
|
if (upperZ) {
|
||
|
if (upperY)
|
||
|
cur = (upperX) ? cur->child[0] : cur->child[1];
|
||
|
else cur = (upperX) ? cur->child[2] : cur->child[3];
|
||
|
}
|
||
|
else {
|
||
|
if (upperY)
|
||
|
cur = (upperX) ? cur->child[4] : cur->child[5];
|
||
|
else cur = (upperX) ? cur->child[6] : cur->child[7];
|
||
|
}
|
||
|
}
|
||
|
|
||
|
if (cur) {
|
||
|
std::size_t enough = 0;
|
||
|
for (std::size_t i = cur->first;i<=cur->last;i++) {
|
||
|
std::size_t j = this->index(i);
|
||
|
if (shapeIndex[j] == -1) {
|
||
|
enough++;
|
||
|
if (enough >= requiredSamples)
|
||
|
break;
|
||
|
}
|
||
|
}
|
||
|
if (enough >= requiredSamples) {
|
||
|
do {
|
||
|
std::size_t p = CGAL::get_default_random().
|
||
|
uniform_int<std::size_t>(0, cur->size() - 1);
|
||
|
std::size_t j = this->index(cur->first + p);
|
||
|
if (shapeIndex[j] == -1)
|
||
|
indices.insert(j);
|
||
|
} while (indices.size() < requiredSamples);
|
||
|
|
||
|
return true;
|
||
|
}
|
||
|
else return false;
|
||
|
}
|
||
|
else return false;
|
||
|
}
|
||
|
|
||
|
std::size_t maxLevel() {
|
||
|
return m_max_level;
|
||
|
}
|
||
|
|
||
|
std::size_t fullScore(Shape *candidate,
|
||
|
std::vector<int> &shapeIndex,
|
||
|
FT epsilon,
|
||
|
FT normal_threshold) {
|
||
|
|
||
|
std::vector<std::size_t> indices(m_root->size());
|
||
|
for (std::size_t i = 0;i<m_root->size();i++) {
|
||
|
indices[i] = index(m_root->first + i);
|
||
|
}
|
||
|
|
||
|
candidate->cost_function(this->begin() + m_root->first,
|
||
|
this->begin() + m_root->last,
|
||
|
shapeIndex,
|
||
|
epsilon,
|
||
|
normal_threshold,
|
||
|
indices);
|
||
|
|
||
|
return candidate->m_indices.size();
|
||
|
}
|
||
|
|
||
|
std::size_t score(Shape *candidate,
|
||
|
std::vector<int> &shapeIndex,
|
||
|
FT epsilon,
|
||
|
FT normal_threshold) {
|
||
|
|
||
|
std::stack<Cell *> stack;
|
||
|
stack.push(m_root);
|
||
|
|
||
|
while(!stack.empty()) {
|
||
|
Cell *cell = stack.top();
|
||
|
stack.pop();
|
||
|
|
||
|
FT width = m_width / (1<<(cell->level));
|
||
|
|
||
|
FT diag = CGAL::sqrt(FT(3) * width * width) + epsilon;
|
||
|
|
||
|
FT dist = candidate->squared_distance(cell->center);
|
||
|
|
||
|
if (dist > (diag * diag))
|
||
|
continue;
|
||
|
|
||
|
// differ between full or partial overlap?
|
||
|
// if full overlap further traversal of this branch is not necessary
|
||
|
if (cell->isLeaf()) {
|
||
|
std::vector<std::size_t> indices;
|
||
|
indices.reserve(cell->size());
|
||
|
for (std::size_t i = 0;i<cell->size();i++) {
|
||
|
if (shapeIndex[this->index(cell->first + i)] == -1) {
|
||
|
indices.push_back(this->index(cell->first + i));
|
||
|
}
|
||
|
}
|
||
|
|
||
|
candidate->cost_function(epsilon,
|
||
|
normal_threshold,
|
||
|
indices);
|
||
|
}
|
||
|
else {
|
||
|
for (std::size_t i = 0;i<8;i++)
|
||
|
if (cell->child[i])
|
||
|
stack.push(cell->child[i]);
|
||
|
}
|
||
|
|
||
|
}
|
||
|
|
||
|
return candidate->m_indices.size();
|
||
|
}
|
||
|
|
||
|
void setBucketSize(std::size_t bucketSize) {
|
||
|
m_bucket_size = bucketSize;
|
||
|
}
|
||
|
|
||
|
const Bbox_3 &boundingBox() {
|
||
|
return m_bBox;
|
||
|
}
|
||
|
|
||
|
const Bbox_3 &buildBoundingCube() {
|
||
|
FT min[] = {std::numeric_limits<FT>::infinity(),
|
||
|
std::numeric_limits<FT>::infinity(),
|
||
|
std::numeric_limits<FT>::infinity()};
|
||
|
FT max[] = {-std::numeric_limits<FT>::infinity(),
|
||
|
-std::numeric_limits<FT>::infinity(),
|
||
|
-std::numeric_limits<FT>::infinity()};
|
||
|
|
||
|
for (std::size_t i = 0;i<this->size();i++) {
|
||
|
Point_3 p = get(m_point_pmap, *this->at(i));
|
||
|
min[0] = (std::min<FT>)(min[0], get_x(p));
|
||
|
min[1] = (std::min<FT>)(min[1], get_y(p));
|
||
|
min[2] = (std::min<FT>)(min[2], get_z(p));
|
||
|
max[0] = (std::max<FT>)(max[0], get_x(p));
|
||
|
max[1] = (std::max<FT>)(max[1], get_y(p));
|
||
|
max[2] = (std::max<FT>)(max[2], get_z(p));
|
||
|
}
|
||
|
|
||
|
m_bBox = Bbox_3(min[0], min[1], min[2], max[0], max[1], max[2]);
|
||
|
|
||
|
m_width = (std::max)(max[0] - min[0],
|
||
|
(std::max)(max[1] - min[1], max[2] - min[2])) * (FT) 0.5;
|
||
|
m_center = constr_pt((min[0] + max[0]) * (FT) 0.5,
|
||
|
(min[1] + max[1]) * (FT) 0.5,
|
||
|
(min[2] + max[2]) * (FT) 0.5);
|
||
|
|
||
|
return m_bBox;
|
||
|
}
|
||
|
|
||
|
// returns index of last point below threshold
|
||
|
std::size_t split(std::size_t first, std::size_t last, std::size_t dimension, FT threshold) {
|
||
|
if (last == size_t_max || first == size_t_max)
|
||
|
return size_t_max;
|
||
|
|
||
|
if (first > last)
|
||
|
return first - 1;
|
||
|
|
||
|
std::size_t origFirst = first;
|
||
|
|
||
|
while(first < last) {
|
||
|
// find first above threshold
|
||
|
while (get_coord(
|
||
|
get(m_point_pmap, *this->at(first)),
|
||
|
static_cast<unsigned int>(dimension)) < threshold
|
||
|
&& first < last) {
|
||
|
first++;
|
||
|
}
|
||
|
|
||
|
// check if last has been reached
|
||
|
if (first == last) {
|
||
|
return (get_coord(
|
||
|
get(m_point_pmap, *this->at(first)),
|
||
|
static_cast<unsigned int>(dimension)) < threshold) ?
|
||
|
first : (first == origFirst) ? size_t_max : first - 1;
|
||
|
}
|
||
|
|
||
|
// find last below threshold
|
||
|
while (get_coord(
|
||
|
get(m_point_pmap, *this->at(last)),
|
||
|
static_cast<unsigned int>(dimension)) >= threshold
|
||
|
&& last > first) {
|
||
|
last--;
|
||
|
}
|
||
|
|
||
|
// check if first has been reached
|
||
|
if (last == first) {
|
||
|
return (get_coord(
|
||
|
get(m_point_pmap, *this->at(first)),
|
||
|
static_cast<unsigned int>(dimension)) < threshold) ?
|
||
|
first : (first == origFirst) ? size_t_max : first - 1;
|
||
|
}
|
||
|
|
||
|
this->swap(first, last);
|
||
|
first++;
|
||
|
last--;
|
||
|
}
|
||
|
|
||
|
return (get_coord(
|
||
|
get(m_point_pmap, *this->at(first)),
|
||
|
static_cast<unsigned int>(dimension)) < threshold) ?
|
||
|
first : (first == origFirst) ? size_t_max : first - 1;
|
||
|
}
|
||
|
|
||
|
Sd_traits m_traits;
|
||
|
Bbox_3 m_bBox;
|
||
|
Cell *m_root;
|
||
|
Point_3 m_center;
|
||
|
FT m_width;
|
||
|
std::size_t m_bucket_size;
|
||
|
std::size_t m_set_max_level;
|
||
|
std::size_t m_max_level;
|
||
|
Point_map m_point_pmap;
|
||
|
Normal_map m_normal_pmap;
|
||
|
};
|
||
|
}
|
||
|
}
|
||
|
}
|
||
|
|
||
|
#endif
|