1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255
|
// ----------------------------------------------------------------------------
// - Open3D: www.open3d.org -
// ----------------------------------------------------------------------------
// Copyright (c) 2018-2024 www.open3d.org
// SPDX-License-Identifier: MIT
// ----------------------------------------------------------------------------
#include <cstdlib>
#include "open3d/Open3D.h"
using namespace open3d;
double GetRandom() { return double(std::rand()) / double(RAND_MAX); }
std::shared_ptr<geometry::PointCloud> MakePointCloud(
int npts, const Eigen::Vector3d center, double radius, bool colorize) {
auto cloud = std::make_shared<geometry::PointCloud>();
cloud->points_.reserve(npts);
for (int i = 0; i < npts; ++i) {
cloud->points_.push_back({radius * GetRandom() + center.x(),
radius * GetRandom() + center.y(),
radius * GetRandom() + center.z()});
}
if (colorize) {
cloud->colors_.reserve(npts);
for (int i = 0; i < npts; ++i) {
cloud->colors_.push_back({GetRandom(), GetRandom(), GetRandom()});
}
}
return cloud;
}
void SingleObject() {
// No colors, no normals, should appear unlit black
auto cube = geometry::TriangleMesh::CreateBox(1, 2, 4);
visualization::Draw({cube});
}
void MultiObjects() {
const double pc_rad = 1.0;
auto pc_nocolor = MakePointCloud(100, {0.0, -2.0, 0.0}, pc_rad, false);
auto pc_color = MakePointCloud(100, {3.0, -2.0, 0.0}, pc_rad, true);
const double r = 0.4;
auto sphere_unlit = geometry::TriangleMesh::CreateSphere(r);
sphere_unlit->Translate({0.0, 1.0, 0.0});
auto sphere_colored_unlit = geometry::TriangleMesh::CreateSphere(r);
sphere_colored_unlit->PaintUniformColor({1.0, 0.0, 0.0});
sphere_colored_unlit->Translate({2.0, 1.0, 0.0});
auto sphere_lit = geometry::TriangleMesh::CreateSphere(r);
sphere_lit->ComputeVertexNormals();
sphere_lit->Translate({4, 1, 0});
auto sphere_colored_lit = geometry::TriangleMesh::CreateSphere(r);
sphere_colored_lit->ComputeVertexNormals();
sphere_colored_lit->PaintUniformColor({0.0, 1.0, 0.0});
sphere_colored_lit->Translate({6, 1, 0});
auto big_bbox = std::make_shared<geometry::AxisAlignedBoundingBox>(
Eigen::Vector3d{-pc_rad, -3, -pc_rad},
Eigen::Vector3d{6.0 + r, 1.0 + r, pc_rad});
big_bbox->color_ = {0.0, 0.0, 0.0};
auto bbox = sphere_unlit->GetAxisAlignedBoundingBox();
auto sphere_bbox = std::make_shared<geometry::AxisAlignedBoundingBox>(
bbox.min_bound_, bbox.max_bound_);
sphere_bbox->color_ = {1.0, 0.5, 0.0};
auto lines = geometry::LineSet::CreateFromAxisAlignedBoundingBox(
sphere_lit->GetAxisAlignedBoundingBox());
lines->PaintUniformColor({0.0, 1.0, 0.0});
auto lines_colored = geometry::LineSet::CreateFromAxisAlignedBoundingBox(
sphere_colored_lit->GetAxisAlignedBoundingBox());
lines_colored->PaintUniformColor({0.0, 0.0, 1.0});
visualization::Draw({pc_nocolor, pc_color, sphere_unlit,
sphere_colored_unlit, sphere_lit, sphere_colored_lit,
big_bbox, sphere_bbox, lines, lines_colored});
}
void Actions() {
const char *SOURCE_NAME = "Source";
const char *RESULT_NAME = "Result (Poisson reconstruction)";
const char *TRUTH_NAME = "Ground truth";
data::BunnyMesh bunny_data;
auto bunny = std::make_shared<geometry::TriangleMesh>();
io::ReadTriangleMesh(bunny_data.GetPath(), *bunny);
bunny->PaintUniformColor({1, 0.75, 0});
bunny->ComputeVertexNormals();
auto cloud = std::make_shared<geometry::PointCloud>();
cloud->points_ = bunny->vertices_;
cloud->normals_ = bunny->vertex_normals_;
cloud->PaintUniformColor({0, 0.2, 1.0});
auto make_mesh = [SOURCE_NAME, RESULT_NAME](
visualization::visualizer::O3DVisualizer &o3dvis) {
std::shared_ptr<geometry::PointCloud> source =
std::dynamic_pointer_cast<geometry::PointCloud>(
o3dvis.GetGeometry(SOURCE_NAME).geometry);
auto mesh = std::get<0>(
geometry::TriangleMesh::CreateFromPointCloudPoisson(*source));
mesh->PaintUniformColor({1, 1, 1});
mesh->ComputeVertexNormals();
o3dvis.AddGeometry(RESULT_NAME, mesh);
o3dvis.ShowGeometry(SOURCE_NAME, false);
};
auto toggle_result =
[TRUTH_NAME,
RESULT_NAME](visualization::visualizer::O3DVisualizer &o3dvis) {
bool truth_vis = o3dvis.GetGeometry(TRUTH_NAME).is_visible;
o3dvis.ShowGeometry(TRUTH_NAME, !truth_vis);
o3dvis.ShowGeometry(RESULT_NAME, truth_vis);
};
visualization::Draw({visualization::DrawObject(SOURCE_NAME, cloud),
visualization::DrawObject(TRUTH_NAME, bunny, false)},
"Open3D: Draw Example: Actions", 1024, 768,
{{"Create Mesh", make_mesh},
{"Toggle truth/result", toggle_result}});
}
Eigen::Matrix4d_u GetICPTransform(
const geometry::PointCloud &source,
const geometry::PointCloud &target,
const std::vector<visualization::visualizer::O3DVisualizerSelections::
SelectedIndex> &source_picked,
const std::vector<visualization::visualizer::O3DVisualizerSelections::
SelectedIndex> &target_picked) {
std::vector<Eigen::Vector2i> indices;
for (size_t i = 0; i < source_picked.size(); ++i) {
indices.push_back({source_picked[i].index, target_picked[i].index});
}
// Estimate rough transformation using correspondences
pipelines::registration::TransformationEstimationPointToPoint p2p;
auto trans_init = p2p.ComputeTransformation(source, target, indices);
// Point-to-point ICP for refinement
const double max_dist = 0.03; // 3cm distance threshold
auto result = pipelines::registration::RegistrationICP(
source, target, max_dist, trans_init);
return result.transformation_;
}
void Selections() {
std::cout << "Selection example:" << std::endl;
std::cout << " One set: pick three points from the source (yellow), "
<< std::endl;
std::cout << " then pick the same three points in the target"
"(blue) cloud"
<< std::endl;
std::cout << " Two sets: pick three points from the source cloud, "
<< std::endl;
std::cout << " then create a new selection set, and pick the"
<< std::endl;
std::cout << " three points from the target." << std::endl;
data::DemoICPPointClouds demo_icp_pointclouds;
auto source = std::make_shared<geometry::PointCloud>();
io::ReadPointCloud(demo_icp_pointclouds.GetPaths(0), *source);
if (source->points_.empty()) {
utility::LogError("Could not open {}",
demo_icp_pointclouds.GetPaths(0));
return;
}
auto target = std::make_shared<geometry::PointCloud>();
io::ReadPointCloud(demo_icp_pointclouds.GetPaths(1), *target);
if (target->points_.empty()) {
utility::LogError("Could not open {}",
demo_icp_pointclouds.GetPaths(1));
return;
}
source->PaintUniformColor({1.000, 0.706, 0.000});
target->PaintUniformColor({0.000, 0.651, 0.929});
const char *source_name = "Source (yellow)";
const char *target_name = "Target (blue)";
auto DoICPOneSet =
[source, target, source_name,
target_name](visualization::visualizer::O3DVisualizer &o3dvis) {
auto sets = o3dvis.GetSelectionSets();
if (sets.empty()) {
utility::LogWarning(
"You must select points for correspondence before "
"running ICP!");
return;
}
auto &source_picked_set = sets[0][source_name];
auto &target_picked_set = sets[0][target_name];
std::vector<visualization::visualizer::O3DVisualizerSelections::
SelectedIndex>
source_picked(source_picked_set.begin(),
source_picked_set.end());
std::vector<visualization::visualizer::O3DVisualizerSelections::
SelectedIndex>
target_picked(target_picked_set.begin(),
target_picked_set.end());
std::sort(source_picked.begin(), source_picked.end());
std::sort(target_picked.begin(), target_picked.end());
auto t = GetICPTransform(*source, *target, source_picked,
target_picked);
source->Transform(t);
// Update the source geometry
o3dvis.RemoveGeometry(source_name);
o3dvis.AddGeometry(source_name, source);
};
auto DoICPTwoSets =
[source, target, source_name,
target_name](visualization::visualizer::O3DVisualizer &o3dvis) {
auto sets = o3dvis.GetSelectionSets();
if (sets.size() < 2) {
utility::LogWarning(
"You must have at least two sets of selected "
"points before running ICP!");
return;
}
auto &source_picked_set = sets[0][source_name];
auto &target_picked_set = sets[1][target_name];
std::vector<visualization::visualizer::O3DVisualizerSelections::
SelectedIndex>
source_picked(source_picked_set.begin(),
source_picked_set.end());
std::vector<visualization::visualizer::O3DVisualizerSelections::
SelectedIndex>
target_picked(target_picked_set.begin(),
target_picked_set.end());
std::sort(source_picked.begin(), source_picked.end());
std::sort(target_picked.begin(), target_picked.end());
auto t = GetICPTransform(*source, *target, source_picked,
target_picked);
source->Transform(t);
// Update the source geometry
o3dvis.RemoveGeometry(source_name);
o3dvis.AddGeometry(source_name, source);
};
visualization::Draw({visualization::DrawObject(source_name, source),
visualization::DrawObject(target_name, target)},
"Open3D: Draw example: Selection", 1024, 768,
{{"ICP Registration (one set)", DoICPOneSet},
{"ICP Registration (two sets)", DoICPTwoSets}});
}
int main(int argc, char **argv) {
SingleObject();
MultiObjects();
Actions();
Selections();
}
|