Open3D (C++ API)  0.19.0
Loading...
Searching...
No Matches
VoxelGrid.h
Go to the documentation of this file.
1// ----------------------------------------------------------------------------
2// - Open3D: www.open3d.org -
3// ----------------------------------------------------------------------------
4// Copyright (c) 2018-2024 www.open3d.org
5// SPDX-License-Identifier: MIT
6// ----------------------------------------------------------------------------
7
8#pragma once
9
10#include <Eigen/Core>
11#include <memory>
12#include <unordered_map>
13#include <vector>
14
18
19namespace open3d {
20
21namespace camera {
22class PinholeCameraParameters;
23}
24
25namespace geometry {
26
27class PointCloud;
28class TriangleMesh;
29class Octree;
30class Image;
31
35class Voxel {
36public:
38 Voxel() {}
42 Voxel(const Eigen::Vector3i &grid_index) : grid_index_(grid_index) {}
47 Voxel(const Eigen::Vector3i &grid_index, const Eigen::Vector3d &color)
48 : grid_index_(grid_index), color_(color) {}
49 ~Voxel() {}
50
51public:
53 Eigen::Vector3i grid_index_ = Eigen::Vector3i(0, 0, 0);
55 Eigen::Vector3d color_ = Eigen::Vector3d(0, 0, 0);
56};
57
61class VoxelGrid : public Geometry3D {
62public:
66 VoxelGrid(const VoxelGrid &src_voxel_grid);
67 ~VoxelGrid() override {}
68
69 VoxelGrid &Clear() override;
70 bool IsEmpty() const override;
71 Eigen::Vector3d GetMinBound() const override;
72 Eigen::Vector3d GetMaxBound() const override;
73 Eigen::Vector3d GetCenter() const override;
74
79 std::vector<Eigen::Vector3d> GetAllVoxelCorners() const;
83
87 bool robust = false) const override;
88
92 bool robust = false) const override;
93
94 VoxelGrid &Transform(const Eigen::Matrix4d &transformation) override;
95 VoxelGrid &Translate(const Eigen::Vector3d &translation,
96 bool relative = true) override;
97 VoxelGrid &Scale(const double scale,
98 const Eigen::Vector3d &center) override;
99 VoxelGrid &Rotate(const Eigen::Matrix3d &R,
100 const Eigen::Vector3d &center) override;
101
102 VoxelGrid &operator+=(const VoxelGrid &voxelgrid);
103 VoxelGrid operator+(const VoxelGrid &voxelgrid) const;
104
106 bool HasVoxels() const { return voxels_.size() > 0; }
108 bool HasColors() const {
109 return true; // By default, the colors are (0, 0, 0)
110 }
112 Eigen::Vector3i GetVoxel(const Eigen::Vector3d &point) const;
113
115 Eigen::Vector3d GetVoxelCenterCoordinate(const Eigen::Vector3i &idx) const {
116 auto it = voxels_.find(idx);
117 if (it != voxels_.end()) {
118 auto voxel = it->second;
119 Eigen::Vector3d local = (voxel.grid_index_.cast<double>() +
120 Eigen::Vector3d(0.5, 0.5, 0.5)) *
122 return origin_ + rotation_ * local;
123 } else {
124 return Eigen::Vector3d::Zero();
125 }
126 }
127
129 void AddVoxel(const Voxel &voxel);
130
132 void RemoveVoxel(const Eigen::Vector3i &idx);
133
135 std::vector<Eigen::Vector3d> GetVoxelBoundingPoints(
136 const Eigen::Vector3i &index) const;
137
140 std::vector<bool> CheckIfIncluded(
141 const std::vector<Eigen::Vector3d> &queries);
142
153 const Image &depth_map,
154 const camera::PinholeCameraParameters &camera_parameter,
155 bool keep_voxels_outside_image);
156
167 const Image &silhouette_mask,
168 const camera::PinholeCameraParameters &camera_parameter,
169 bool keep_voxels_outside_image);
170
174 void CreateFromOctree(const Octree &octree);
175
179 std::shared_ptr<geometry::Octree> ToOctree(const size_t &max_depth) const;
180
190 static std::shared_ptr<VoxelGrid> CreateDense(const Eigen::Vector3d &origin,
191 const Eigen::Vector3d &color,
192 double voxel_size,
193 double width,
194 double height,
195 double depth);
196
200 enum class VoxelPoolingMode { AVG, MIN, MAX, SUM };
201
211 static std::shared_ptr<VoxelGrid> CreateFromPointCloud(
212 const PointCloud &input,
213 double voxel_size,
215
227 static std::shared_ptr<VoxelGrid> CreateFromPointCloudWithinBounds(
228 const PointCloud &input,
229 double voxel_size,
230 const Eigen::Vector3d &min_bound,
231 const Eigen::Vector3d &max_bound,
233
240 static std::shared_ptr<VoxelGrid> CreateFromTriangleMesh(
241 const TriangleMesh &input, double voxel_size);
242
251 static std::shared_ptr<VoxelGrid> CreateFromTriangleMeshWithinBounds(
252 const TriangleMesh &input,
253 double voxel_size,
254 const Eigen::Vector3d &min_bound,
255 const Eigen::Vector3d &max_bound);
256
260 std::vector<Voxel> GetVoxels() const;
261
262public:
264 double voxel_size_ = 0.0;
266 Eigen::Vector3d origin_ = Eigen::Vector3d::Zero();
269 Eigen::Matrix3d rotation_ = Eigen::Matrix3d::Identity();
271 std::unordered_map<Eigen::Vector3i,
272 Voxel,
275};
276
282public:
283 AvgColorVoxel() : num_of_points_(0), color_(0.0, 0.0, 0.0) {}
284
285public:
286 void Add(const Eigen::Vector3i &voxel_index) {
287 if (num_of_points_ > 0 && voxel_index != voxel_index_) {
288 utility::LogWarning(
289 "Tried to aggregate ColorVoxel with different "
290 "voxel_index");
291 }
292 voxel_index_ = voxel_index;
293 }
294
295 void Add(const Eigen::Vector3i &voxel_index, const Eigen::Vector3d &color) {
296 Add(voxel_index);
297 color_ += color;
299 }
300
301 Eigen::Vector3i GetVoxelIndex() const { return voxel_index_; }
302
303 Eigen::Vector3d GetAverageColor() const {
304 if (num_of_points_ > 0) {
305 return color_ / double(num_of_points_);
306 } else {
307 return color_;
308 }
309 }
310
311public:
313 Eigen::Vector3i voxel_index_;
314 Eigen::Vector3d color_;
315};
316
322public:
324 : num_of_points_(0),
325 color_(0.0, 0.0, 0.0),
326 min_color_(Eigen::Vector3d::Constant(
327 std::numeric_limits<double>::max())),
328 max_color_(Eigen::Vector3d::Constant(
329 std::numeric_limits<double>::lowest())) {}
330
331public:
332 void Add(const Eigen::Vector3i &voxel_index) {
333 if (num_of_points_ > 0 && voxel_index != voxel_index_) {
334 utility::LogWarning(
335 "Tried to aggregate ColorVoxel with different "
336 "voxel_index");
337 }
338 voxel_index_ = voxel_index;
339 }
340
341 void Add(const Eigen::Vector3i &voxel_index, const Eigen::Vector3d &color) {
342 Add(voxel_index);
343 color_ += color;
345 min_color_ = min_color_.cwiseMin(color);
346 max_color_ = max_color_.cwiseMax(color);
347 }
348
349 Eigen::Vector3i GetVoxelIndex() const { return voxel_index_; }
350
351 Eigen::Vector3d GetAverageColor() const {
352 if (num_of_points_ > 0) {
353 return color_ / double(num_of_points_);
354 } else {
355 return color_;
356 }
357 }
358
359 Eigen::Vector3d GetMinColor() const { return min_color_; }
360
361 Eigen::Vector3d GetMaxColor() const { return max_color_; }
362
363 Eigen::Vector3d GetSumColor() const { return color_; }
364
365public:
367 Eigen::Vector3i voxel_index_;
368 Eigen::Vector3d color_;
369
370private:
371 Eigen::Vector3d min_color_;
372 Eigen::Vector3d max_color_;
373};
374
375} // namespace geometry
376} // namespace open3d
math::float4 color
Definition LineSetBuffers.cpp:45
Point< Real, 3 > point
Definition SurfaceReconstructionPoisson.cpp:163
Contains both intrinsic and extrinsic pinhole camera parameters.
Definition PinholeCameraParameters.h:21
Class to aggregate color values from different votes in one voxel Can be used to compute min,...
Definition VoxelGrid.h:321
Eigen::Vector3d color_
Definition VoxelGrid.h:368
void Add(const Eigen::Vector3i &voxel_index, const Eigen::Vector3d &color)
Definition VoxelGrid.h:341
AggColorVoxel()
Definition VoxelGrid.h:323
Eigen::Vector3d GetMaxColor() const
Definition VoxelGrid.h:361
Eigen::Vector3i GetVoxelIndex() const
Definition VoxelGrid.h:349
Eigen::Vector3i voxel_index_
Definition VoxelGrid.h:367
Eigen::Vector3d GetSumColor() const
Definition VoxelGrid.h:363
void Add(const Eigen::Vector3i &voxel_index)
Definition VoxelGrid.h:332
Eigen::Vector3d GetAverageColor() const
Definition VoxelGrid.h:351
int num_of_points_
Definition VoxelGrid.h:366
Eigen::Vector3d GetMinColor() const
Definition VoxelGrid.h:359
Class to aggregate color values from different votes in one voxel Computes the average color value in...
Definition VoxelGrid.h:281
AvgColorVoxel()
Definition VoxelGrid.h:283
void Add(const Eigen::Vector3i &voxel_index, const Eigen::Vector3d &color)
Definition VoxelGrid.h:295
Eigen::Vector3d color_
Definition VoxelGrid.h:314
void Add(const Eigen::Vector3i &voxel_index)
Definition VoxelGrid.h:286
Eigen::Vector3i GetVoxelIndex() const
Definition VoxelGrid.h:301
int num_of_points_
Definition VoxelGrid.h:312
Eigen::Vector3i voxel_index_
Definition VoxelGrid.h:313
Eigen::Vector3d GetAverageColor() const
Definition VoxelGrid.h:303
A bounding box that is aligned along the coordinate axes and defined by the min_bound and max_bound.
Definition BoundingVolume.h:285
The base geometry class for 3D geometries.
Definition Geometry3D.h:29
The base geometry class.
Definition Geometry.h:18
GeometryType
Specifies possible geometry types.
Definition Geometry.h:23
The Image class stores image with customizable width, height, num of channels and bytes per channel.
Definition Image.h:34
Octree datastructure.
Definition Octree.h:244
A bounding box oriented along an arbitrary frame of reference.
Definition BoundingVolume.h:138
A point cloud consists of point coordinates, and optionally point colors and point normals.
Definition PointCloud.h:36
Triangle mesh contains vertices and triangles represented by the indices to the vertices.
Definition TriangleMesh.h:35
VoxelGrid is a collection of voxels which are aligned in grid.
Definition VoxelGrid.h:61
static std::shared_ptr< VoxelGrid > CreateFromTriangleMesh(const TriangleMesh &input, double voxel_size)
Definition VoxelGridFactory.cpp:166
AxisAlignedBoundingBox GetAxisAlignedBoundingBox() const override
Definition VoxelGrid.cpp:108
void CreateFromOctree(const Octree &octree)
Definition VoxelGrid.cpp:250
VoxelGrid & CarveSilhouette(const Image &silhouette_mask, const camera::PinholeCameraParameters &camera_parameter, bool keep_voxels_outside_image)
Definition VoxelGrid.cpp:340
VoxelPoolingMode
Possible ways of determining voxel color from PointCloud.
Definition VoxelGrid.h:200
VoxelGrid operator+(const VoxelGrid &voxelgrid) const
Definition VoxelGrid.cpp:204
std::vector< Eigen::Vector3d > GetVoxelBoundingPoints(const Eigen::Vector3i &index) const
Return a vector of 3D coordinates that define the indexed voxel cube.
Definition VoxelGrid.cpp:215
VoxelGrid()
Default Constructor.
Definition VoxelGrid.h:64
VoxelGrid & Rotate(const Eigen::Matrix3d &R, const Eigen::Vector3d &center) override
Apply rotation to the geometry coordinates and normals. Given a rotation matrix , and center ,...
Definition VoxelGrid.cpp:145
OrientedBoundingBox GetOrientedBoundingBox(bool robust=false) const override
Definition VoxelGrid.cpp:115
std::unordered_map< Eigen::Vector3i, Voxel, utility::hash_eigen< Eigen::Vector3i > > voxels_
Voxels contained in voxel grid.
Definition VoxelGrid.h:274
bool IsEmpty() const override
Returns true iff the geometry is empty.
Definition VoxelGrid.cpp:37
Eigen::Vector3d GetVoxelCenterCoordinate(const Eigen::Vector3i &idx) const
Function that returns the 3d coordinates of the queried voxel center.
Definition VoxelGrid.h:115
Eigen::Vector3d origin_
Coordinate of the origin point.
Definition VoxelGrid.h:266
VoxelGrid & Clear() override
Clear all elements in the geometry.
Definition VoxelGrid.cpp:30
VoxelGrid & CarveDepthMap(const Image &depth_map, const camera::PinholeCameraParameters &camera_parameter, bool keep_voxels_outside_image)
Definition VoxelGrid.cpp:296
VoxelGrid & Scale(const double scale, const Eigen::Vector3d &center) override
Apply scaling to the geometry coordinates. Given a scaling factor , and center , a given point is tr...
Definition VoxelGrid.cpp:139
Eigen::Vector3d GetMinBound() const override
Returns min bounds for geometry coordinates.
Definition VoxelGrid.cpp:39
bool HasVoxels() const
Returns true if the voxel grid contains voxels.
Definition VoxelGrid.h:106
std::vector< bool > CheckIfIncluded(const std::vector< Eigen::Vector3d > &queries)
Definition VoxelGrid.cpp:237
VoxelGrid & Transform(const Eigen::Matrix4d &transformation) override
Apply transformation (4x4 matrix) to the geometry coordinates.
Definition VoxelGrid.cpp:125
bool HasColors() const
Returns true if the voxel grid contains voxel colors.
Definition VoxelGrid.h:108
Eigen::Vector3d GetMaxBound() const override
Returns max bounds for geometry coordinates.
Definition VoxelGrid.cpp:54
std::vector< Eigen::Vector3d > GetAllVoxelCorners() const
Returns the 3D coordinates of all corners of every voxel in the grid.
Definition VoxelGrid.cpp:69
static std::shared_ptr< VoxelGrid > CreateFromTriangleMeshWithinBounds(const TriangleMesh &input, double voxel_size, const Eigen::Vector3d &min_bound, const Eigen::Vector3d &max_bound)
Definition VoxelGridFactory.cpp:108
Eigen::Vector3d GetCenter() const override
Returns the center of the geometry coordinates.
Definition VoxelGrid.cpp:92
static std::shared_ptr< VoxelGrid > CreateFromPointCloudWithinBounds(const PointCloud &input, double voxel_size, const Eigen::Vector3d &min_bound, const Eigen::Vector3d &max_bound, VoxelPoolingMode color_mode=VoxelPoolingMode::AVG)
Definition VoxelGridFactory.cpp:44
void AddVoxel(const Voxel &voxel)
Add a voxel with specified grid index and color.
Definition VoxelGrid.cpp:231
VoxelGrid & Translate(const Eigen::Vector3d &translation, bool relative=true) override
Apply translation to the geometry coordinates.
Definition VoxelGrid.cpp:133
std::vector< Voxel > GetVoxels() const
Definition VoxelGrid.cpp:384
double voxel_size_
Size of the voxel.
Definition VoxelGrid.h:264
static std::shared_ptr< VoxelGrid > CreateDense(const Eigen::Vector3d &origin, const Eigen::Vector3d &color, double voxel_size, double width, double height, double depth)
Definition VoxelGridFactory.cpp:21
static std::shared_ptr< VoxelGrid > CreateFromPointCloud(const PointCloud &input, double voxel_size, VoxelPoolingMode color_mode=VoxelPoolingMode::AVG)
Definition VoxelGridFactory.cpp:97
void RemoveVoxel(const Eigen::Vector3i &idx)
Remove a voxel with specified grid index.
Definition VoxelGrid.cpp:235
VoxelGrid & operator+=(const VoxelGrid &voxelgrid)
Definition VoxelGrid.cpp:153
Eigen::Vector3i GetVoxel(const Eigen::Vector3d &point) const
Returns voxel index given query point.
Definition VoxelGrid.cpp:208
OrientedBoundingBox GetMinimalOrientedBoundingBox(bool robust=false) const override
Definition VoxelGrid.cpp:119
std::shared_ptr< geometry::Octree > ToOctree(const size_t &max_depth) const
Definition VoxelGrid.cpp:289
Eigen::Matrix3d rotation_
Definition VoxelGrid.h:269
~VoxelGrid() override
Definition VoxelGrid.h:67
Base Voxel class, containing grid id and color.
Definition VoxelGrid.h:35
~Voxel()
Definition VoxelGrid.h:49
Eigen::Vector3i grid_index_
Grid coordinate index of the voxel.
Definition VoxelGrid.h:53
Voxel(const Eigen::Vector3i &grid_index, const Eigen::Vector3d &color)
Parameterized Constructor.
Definition VoxelGrid.h:47
Eigen::Vector3d color_
Color of the voxel.
Definition VoxelGrid.h:55
Voxel(const Eigen::Vector3i &grid_index)
Parameterized Constructor.
Definition VoxelGrid.h:42
Voxel()
Default Constructor.
Definition VoxelGrid.h:38
int width
Definition FilePCD.cpp:53
int height
Definition FilePCD.cpp:54
Definition NonRigidOptimizer.cpp:22
Definition PinholeCameraIntrinsic.cpp:16
Definition Device.h:113
Definition Helper.h:71