open3d.camera.PinholeCameraIntrinsic
open3d.camera.PinholeCameraIntrinsicParameters
open3d.camera.PinholeCameraParameters
open3d.camera.PinholeCameraTrajectory
open3d.core
open3d.core.Device
open3d.core.Dtype
open3d.core.DynamicSizeVector
open3d.core.HashMap
open3d.core.HashSet
open3d.core.Scalar
open3d.core.Tensor
open3d.core.Tensor.Topen3d.core.Tensor.absopen3d.core.Tensor.abs_open3d.core.Tensor.addopen3d.core.Tensor.add_open3d.core.Tensor.allopen3d.core.Tensor.allcloseopen3d.core.Tensor.anyopen3d.core.Tensor.appendopen3d.core.Tensor.arangeopen3d.core.Tensor.argmaxopen3d.core.Tensor.argminopen3d.core.Tensor.ceilopen3d.core.Tensor.clipopen3d.core.Tensor.clip_open3d.core.Tensor.cloneopen3d.core.Tensor.contiguousopen3d.core.Tensor.cosopen3d.core.Tensor.cos_open3d.core.Tensor.cpuopen3d.core.Tensor.cudaopen3d.core.Tensor.detopen3d.core.Tensor.diagopen3d.core.Tensor.divopen3d.core.Tensor.div_open3d.core.Tensor.emptyopen3d.core.Tensor.eqopen3d.core.Tensor.eq_open3d.core.Tensor.expopen3d.core.Tensor.exp_open3d.core.Tensor.eyeopen3d.core.Tensor.flattenopen3d.core.Tensor.flooropen3d.core.Tensor.from_dlpackopen3d.core.Tensor.from_numpyopen3d.core.Tensor.fullopen3d.core.Tensor.geopen3d.core.Tensor.ge_open3d.core.Tensor.gtopen3d.core.Tensor.gt_open3d.core.Tensor.invopen3d.core.Tensor.is_contiguousopen3d.core.Tensor.iscloseopen3d.core.Tensor.isfiniteopen3d.core.Tensor.isinfopen3d.core.Tensor.isnanopen3d.core.Tensor.issameopen3d.core.Tensor.itemopen3d.core.Tensor.leopen3d.core.Tensor.le_open3d.core.Tensor.loadopen3d.core.Tensor.logical_andopen3d.core.Tensor.logical_and_open3d.core.Tensor.logical_notopen3d.core.Tensor.logical_not_open3d.core.Tensor.logical_oropen3d.core.Tensor.logical_or_open3d.core.Tensor.logical_xoropen3d.core.Tensor.logical_xor_open3d.core.Tensor.lstsqopen3d.core.Tensor.ltopen3d.core.Tensor.lt_open3d.core.Tensor.luopen3d.core.Tensor.lu_ipivopen3d.core.Tensor.matmulopen3d.core.Tensor.maxopen3d.core.Tensor.meanopen3d.core.Tensor.minopen3d.core.Tensor.mulopen3d.core.Tensor.mul_open3d.core.Tensor.neopen3d.core.Tensor.ne_open3d.core.Tensor.negopen3d.core.Tensor.neg_open3d.core.Tensor.nonzeroopen3d.core.Tensor.num_elementsopen3d.core.Tensor.numpyopen3d.core.Tensor.onesopen3d.core.Tensor.prodopen3d.core.Tensor.reshapeopen3d.core.Tensor.roundopen3d.core.Tensor.saveopen3d.core.Tensor.sinopen3d.core.Tensor.sin_open3d.core.Tensor.solveopen3d.core.Tensor.sqrtopen3d.core.Tensor.sqrt_open3d.core.Tensor.subopen3d.core.Tensor.sub_open3d.core.Tensor.sumopen3d.core.Tensor.svdopen3d.core.Tensor.toopen3d.core.Tensor.to_dlpackopen3d.core.Tensor.trilopen3d.core.Tensor.triuopen3d.core.Tensor.triulopen3d.core.Tensor.truncopen3d.core.Tensor.zerosopen3d.core.Tensor.blobopen3d.core.Tensor.deviceopen3d.core.Tensor.dtypeopen3d.core.Tensor.is_cpuopen3d.core.Tensor.is_cudaopen3d.core.Tensor.ndimopen3d.core.Tensor.shapeopen3d.core.Tensor.strides
open3d.data.ArmadilloMesh
open3d.data.AvocadoModel
open3d.data.BedroomRGBDImages
open3d.data.BunnyMesh
open3d.data.CrateModel
open3d.data.DamagedHelmetModel
open3d.data.DataDescriptor
open3d.data.Dataset
open3d.data.DemoColoredICPPointClouds
open3d.data.DemoCropPointCloud
open3d.data.DemoCustomVisualization
open3d.data.DemoFeatureMatchingPointClouds
open3d.data.DemoICPPointClouds
open3d.data.DemoPoseGraphOptimization
open3d.data.DownloadDataset
open3d.data.EaglePointCloud
open3d.data.FlightHelmetModel
open3d.data.JackJackL515Bag
open3d.data.JuneauImage
open3d.data.KnotMesh
open3d.data.LivingRoomPointClouds
open3d.data.LoungeRGBDImages
open3d.data.MetalTexture
open3d.data.MonkeyModel
open3d.data.OfficePointClouds
open3d.data.PCDPointCloud
open3d.data.PLYPointCloud
open3d.data.PaintedPlasterTexture
open3d.data.RedwoodIndoorLivingRoom1
open3d.data.RedwoodIndoorLivingRoom2
open3d.data.RedwoodIndoorOffice1
open3d.data.RedwoodIndoorOffice2
open3d.data.SampleFountainRGBDImages
open3d.data.SampleL515Bag
open3d.data.SampleNYURGBDImage
open3d.data.SampleRedwoodRGBDImages
open3d.data.SampleSUNRGBDImage
open3d.data.SampleTUMRGBDImage
open3d.data.SwordModel
open3d.data.TerrazzoTexture
open3d.data.TilesTexture
open3d.data.WoodFloorTexture
open3d.data.WoodTexture
open3d.geometry.AxisAlignedBoundingBox
open3d.geometry.AxisAlignedBoundingBox.valueopen3d.geometry.AxisAlignedBoundingBox.clearopen3d.geometry.AxisAlignedBoundingBox.create_from_pointsopen3d.geometry.AxisAlignedBoundingBox.dimensionopen3d.geometry.AxisAlignedBoundingBox.get_axis_aligned_bounding_boxopen3d.geometry.AxisAlignedBoundingBox.get_box_pointsopen3d.geometry.AxisAlignedBoundingBox.get_centeropen3d.geometry.AxisAlignedBoundingBox.get_extentopen3d.geometry.AxisAlignedBoundingBox.get_geometry_typeopen3d.geometry.AxisAlignedBoundingBox.get_half_extentopen3d.geometry.AxisAlignedBoundingBox.get_max_boundopen3d.geometry.AxisAlignedBoundingBox.get_max_extentopen3d.geometry.AxisAlignedBoundingBox.get_min_boundopen3d.geometry.AxisAlignedBoundingBox.get_minimal_oriented_bounding_boxopen3d.geometry.AxisAlignedBoundingBox.get_oriented_bounding_boxopen3d.geometry.AxisAlignedBoundingBox.get_point_indices_within_bounding_boxopen3d.geometry.AxisAlignedBoundingBox.get_print_infoopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_axis_angleopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_quaternionopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_xyzopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_xzyopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_yxzopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_yzxopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_zxyopen3d.geometry.AxisAlignedBoundingBox.get_rotation_matrix_from_zyxopen3d.geometry.AxisAlignedBoundingBox.is_emptyopen3d.geometry.AxisAlignedBoundingBox.rotateopen3d.geometry.AxisAlignedBoundingBox.scaleopen3d.geometry.AxisAlignedBoundingBox.transformopen3d.geometry.AxisAlignedBoundingBox.translateopen3d.geometry.AxisAlignedBoundingBox.volumeopen3d.geometry.AxisAlignedBoundingBox.coloropen3d.geometry.AxisAlignedBoundingBox.max_boundopen3d.geometry.AxisAlignedBoundingBox.min_bound
open3d.geometry.DeformAsRigidAsPossibleEnergy
open3d.geometry.FilterScope
open3d.geometry.Geometry
open3d.geometry.Geometry2D
open3d.geometry.Geometry3D
open3d.geometry.HalfEdge
open3d.geometry.HalfEdgeTriangleMesh
open3d.geometry.HalfEdgeTriangleMesh.valueopen3d.geometry.HalfEdgeTriangleMesh.boundary_half_edges_from_vertexopen3d.geometry.HalfEdgeTriangleMesh.boundary_vertices_from_vertexopen3d.geometry.HalfEdgeTriangleMesh.clearopen3d.geometry.HalfEdgeTriangleMesh.compute_convex_hullopen3d.geometry.HalfEdgeTriangleMesh.create_from_triangle_meshopen3d.geometry.HalfEdgeTriangleMesh.dimensionopen3d.geometry.HalfEdgeTriangleMesh.get_axis_aligned_bounding_boxopen3d.geometry.HalfEdgeTriangleMesh.get_boundariesopen3d.geometry.HalfEdgeTriangleMesh.get_centeropen3d.geometry.HalfEdgeTriangleMesh.get_geometry_typeopen3d.geometry.HalfEdgeTriangleMesh.get_max_boundopen3d.geometry.HalfEdgeTriangleMesh.get_min_boundopen3d.geometry.HalfEdgeTriangleMesh.get_minimal_oriented_bounding_boxopen3d.geometry.HalfEdgeTriangleMesh.get_oriented_bounding_boxopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_axis_angleopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_quaternionopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_xyzopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_xzyopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_yxzopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_yzxopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_zxyopen3d.geometry.HalfEdgeTriangleMesh.get_rotation_matrix_from_zyxopen3d.geometry.HalfEdgeTriangleMesh.has_half_edgesopen3d.geometry.HalfEdgeTriangleMesh.has_vertex_colorsopen3d.geometry.HalfEdgeTriangleMesh.has_vertex_normalsopen3d.geometry.HalfEdgeTriangleMesh.has_verticesopen3d.geometry.HalfEdgeTriangleMesh.is_emptyopen3d.geometry.HalfEdgeTriangleMesh.normalize_normalsopen3d.geometry.HalfEdgeTriangleMesh.paint_uniform_coloropen3d.geometry.HalfEdgeTriangleMesh.rotateopen3d.geometry.HalfEdgeTriangleMesh.scaleopen3d.geometry.HalfEdgeTriangleMesh.transformopen3d.geometry.HalfEdgeTriangleMesh.translateopen3d.geometry.HalfEdgeTriangleMesh.half_edgesopen3d.geometry.HalfEdgeTriangleMesh.ordered_half_edge_from_vertexopen3d.geometry.HalfEdgeTriangleMesh.triangle_normalsopen3d.geometry.HalfEdgeTriangleMesh.trianglesopen3d.geometry.HalfEdgeTriangleMesh.vertex_colorsopen3d.geometry.HalfEdgeTriangleMesh.vertex_normalsopen3d.geometry.HalfEdgeTriangleMesh.vertices
open3d.geometry.Image
open3d.geometry.ImageFilterType
open3d.geometry.KDTreeFlann
open3d.geometry.KDTreeSearchParam
open3d.geometry.KDTreeSearchParamHybrid
open3d.geometry.KDTreeSearchParamKNN
open3d.geometry.KDTreeSearchParamRadius
open3d.geometry.LineSet
open3d.geometry.LineSet.valueopen3d.geometry.LineSet.clearopen3d.geometry.LineSet.create_camera_visualizationopen3d.geometry.LineSet.create_from_axis_aligned_bounding_boxopen3d.geometry.LineSet.create_from_oriented_bounding_boxopen3d.geometry.LineSet.create_from_point_cloud_correspondencesopen3d.geometry.LineSet.create_from_tetra_meshopen3d.geometry.LineSet.create_from_triangle_meshopen3d.geometry.LineSet.dimensionopen3d.geometry.LineSet.get_axis_aligned_bounding_boxopen3d.geometry.LineSet.get_centeropen3d.geometry.LineSet.get_geometry_typeopen3d.geometry.LineSet.get_line_coordinateopen3d.geometry.LineSet.get_max_boundopen3d.geometry.LineSet.get_min_boundopen3d.geometry.LineSet.get_minimal_oriented_bounding_boxopen3d.geometry.LineSet.get_oriented_bounding_boxopen3d.geometry.LineSet.get_rotation_matrix_from_axis_angleopen3d.geometry.LineSet.get_rotation_matrix_from_quaternionopen3d.geometry.LineSet.get_rotation_matrix_from_xyzopen3d.geometry.LineSet.get_rotation_matrix_from_xzyopen3d.geometry.LineSet.get_rotation_matrix_from_yxzopen3d.geometry.LineSet.get_rotation_matrix_from_yzxopen3d.geometry.LineSet.get_rotation_matrix_from_zxyopen3d.geometry.LineSet.get_rotation_matrix_from_zyxopen3d.geometry.LineSet.has_colorsopen3d.geometry.LineSet.has_linesopen3d.geometry.LineSet.has_pointsopen3d.geometry.LineSet.is_emptyopen3d.geometry.LineSet.paint_uniform_coloropen3d.geometry.LineSet.rotateopen3d.geometry.LineSet.scaleopen3d.geometry.LineSet.transformopen3d.geometry.LineSet.translateopen3d.geometry.LineSet.colorsopen3d.geometry.LineSet.linesopen3d.geometry.LineSet.points
open3d.geometry.MeshBase
open3d.geometry.Octree
open3d.geometry.OctreeColorLeafNode
open3d.geometry.OctreeInternalNode
open3d.geometry.OctreeInternalPointNode
open3d.geometry.OctreeLeafNode
open3d.geometry.OctreeNodeInfo
open3d.geometry.OctreePointColorLeafNode
open3d.geometry.OrientedBoundingBox
open3d.geometry.OrientedBoundingBox.valueopen3d.geometry.OrientedBoundingBox.clearopen3d.geometry.OrientedBoundingBox.create_from_axis_aligned_bounding_boxopen3d.geometry.OrientedBoundingBox.create_from_pointsopen3d.geometry.OrientedBoundingBox.dimensionopen3d.geometry.OrientedBoundingBox.get_axis_aligned_bounding_boxopen3d.geometry.OrientedBoundingBox.get_box_pointsopen3d.geometry.OrientedBoundingBox.get_centeropen3d.geometry.OrientedBoundingBox.get_geometry_typeopen3d.geometry.OrientedBoundingBox.get_max_boundopen3d.geometry.OrientedBoundingBox.get_min_boundopen3d.geometry.OrientedBoundingBox.get_minimal_oriented_bounding_boxopen3d.geometry.OrientedBoundingBox.get_oriented_bounding_boxopen3d.geometry.OrientedBoundingBox.get_point_indices_within_bounding_boxopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_axis_angleopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_quaternionopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_xyzopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_xzyopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_yxzopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_yzxopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_zxyopen3d.geometry.OrientedBoundingBox.get_rotation_matrix_from_zyxopen3d.geometry.OrientedBoundingBox.is_emptyopen3d.geometry.OrientedBoundingBox.rotateopen3d.geometry.OrientedBoundingBox.scaleopen3d.geometry.OrientedBoundingBox.transformopen3d.geometry.OrientedBoundingBox.translateopen3d.geometry.OrientedBoundingBox.volumeopen3d.geometry.OrientedBoundingBox.Ropen3d.geometry.OrientedBoundingBox.centeropen3d.geometry.OrientedBoundingBox.coloropen3d.geometry.OrientedBoundingBox.extent
open3d.geometry.PointCloud
open3d.geometry.PointCloud.valueopen3d.geometry.PointCloud.clearopen3d.geometry.PointCloud.cluster_dbscanopen3d.geometry.PointCloud.compute_convex_hullopen3d.geometry.PointCloud.compute_mahalanobis_distanceopen3d.geometry.PointCloud.compute_mean_and_covarianceopen3d.geometry.PointCloud.compute_nearest_neighbor_distanceopen3d.geometry.PointCloud.compute_point_cloud_distanceopen3d.geometry.PointCloud.create_from_depth_imageopen3d.geometry.PointCloud.create_from_rgbd_imageopen3d.geometry.PointCloud.cropopen3d.geometry.PointCloud.detect_planar_patchesopen3d.geometry.PointCloud.dimensionopen3d.geometry.PointCloud.estimate_covariancesopen3d.geometry.PointCloud.estimate_normalsopen3d.geometry.PointCloud.estimate_point_covariancesopen3d.geometry.PointCloud.farthest_point_down_sampleopen3d.geometry.PointCloud.get_axis_aligned_bounding_boxopen3d.geometry.PointCloud.get_centeropen3d.geometry.PointCloud.get_geometry_typeopen3d.geometry.PointCloud.get_max_boundopen3d.geometry.PointCloud.get_min_boundopen3d.geometry.PointCloud.get_minimal_oriented_bounding_boxopen3d.geometry.PointCloud.get_oriented_bounding_boxopen3d.geometry.PointCloud.get_rotation_matrix_from_axis_angleopen3d.geometry.PointCloud.get_rotation_matrix_from_quaternionopen3d.geometry.PointCloud.get_rotation_matrix_from_xyzopen3d.geometry.PointCloud.get_rotation_matrix_from_xzyopen3d.geometry.PointCloud.get_rotation_matrix_from_yxzopen3d.geometry.PointCloud.get_rotation_matrix_from_yzxopen3d.geometry.PointCloud.get_rotation_matrix_from_zxyopen3d.geometry.PointCloud.get_rotation_matrix_from_zyxopen3d.geometry.PointCloud.has_colorsopen3d.geometry.PointCloud.has_covariancesopen3d.geometry.PointCloud.has_normalsopen3d.geometry.PointCloud.has_pointsopen3d.geometry.PointCloud.hidden_point_removalopen3d.geometry.PointCloud.is_emptyopen3d.geometry.PointCloud.normalize_normalsopen3d.geometry.PointCloud.orient_normals_consistent_tangent_planeopen3d.geometry.PointCloud.orient_normals_to_align_with_directionopen3d.geometry.PointCloud.orient_normals_towards_camera_locationopen3d.geometry.PointCloud.paint_uniform_coloropen3d.geometry.PointCloud.random_down_sampleopen3d.geometry.PointCloud.remove_duplicated_pointsopen3d.geometry.PointCloud.remove_non_finite_pointsopen3d.geometry.PointCloud.remove_radius_outlieropen3d.geometry.PointCloud.remove_statistical_outlieropen3d.geometry.PointCloud.rotateopen3d.geometry.PointCloud.scaleopen3d.geometry.PointCloud.segment_planeopen3d.geometry.PointCloud.select_by_indexopen3d.geometry.PointCloud.transformopen3d.geometry.PointCloud.translateopen3d.geometry.PointCloud.uniform_down_sampleopen3d.geometry.PointCloud.voxel_down_sampleopen3d.geometry.PointCloud.voxel_down_sample_and_traceopen3d.geometry.PointCloud.colorsopen3d.geometry.PointCloud.covariancesopen3d.geometry.PointCloud.normalsopen3d.geometry.PointCloud.points
open3d.geometry.RGBDImage
open3d.geometry.SimplificationContraction
open3d.geometry.TetraMesh
open3d.geometry.TetraMesh.valueopen3d.geometry.TetraMesh.clearopen3d.geometry.TetraMesh.compute_convex_hullopen3d.geometry.TetraMesh.create_from_point_cloudopen3d.geometry.TetraMesh.dimensionopen3d.geometry.TetraMesh.extract_triangle_meshopen3d.geometry.TetraMesh.get_axis_aligned_bounding_boxopen3d.geometry.TetraMesh.get_centeropen3d.geometry.TetraMesh.get_geometry_typeopen3d.geometry.TetraMesh.get_max_boundopen3d.geometry.TetraMesh.get_min_boundopen3d.geometry.TetraMesh.get_minimal_oriented_bounding_boxopen3d.geometry.TetraMesh.get_oriented_bounding_boxopen3d.geometry.TetraMesh.get_rotation_matrix_from_axis_angleopen3d.geometry.TetraMesh.get_rotation_matrix_from_quaternionopen3d.geometry.TetraMesh.get_rotation_matrix_from_xyzopen3d.geometry.TetraMesh.get_rotation_matrix_from_xzyopen3d.geometry.TetraMesh.get_rotation_matrix_from_yxzopen3d.geometry.TetraMesh.get_rotation_matrix_from_yzxopen3d.geometry.TetraMesh.get_rotation_matrix_from_zxyopen3d.geometry.TetraMesh.get_rotation_matrix_from_zyxopen3d.geometry.TetraMesh.has_tetrasopen3d.geometry.TetraMesh.has_vertex_colorsopen3d.geometry.TetraMesh.has_vertex_normalsopen3d.geometry.TetraMesh.has_verticesopen3d.geometry.TetraMesh.is_emptyopen3d.geometry.TetraMesh.normalize_normalsopen3d.geometry.TetraMesh.paint_uniform_coloropen3d.geometry.TetraMesh.remove_degenerate_tetrasopen3d.geometry.TetraMesh.remove_duplicated_tetrasopen3d.geometry.TetraMesh.remove_duplicated_verticesopen3d.geometry.TetraMesh.remove_unreferenced_verticesopen3d.geometry.TetraMesh.rotateopen3d.geometry.TetraMesh.scaleopen3d.geometry.TetraMesh.transformopen3d.geometry.TetraMesh.translateopen3d.geometry.TetraMesh.tetrasopen3d.geometry.TetraMesh.vertex_colorsopen3d.geometry.TetraMesh.vertex_normalsopen3d.geometry.TetraMesh.vertices
open3d.geometry.TriangleMesh
open3d.geometry.TriangleMesh.valueopen3d.geometry.TriangleMesh.clearopen3d.geometry.TriangleMesh.cluster_connected_trianglesopen3d.geometry.TriangleMesh.compute_adjacency_listopen3d.geometry.TriangleMesh.compute_convex_hullopen3d.geometry.TriangleMesh.compute_triangle_normalsopen3d.geometry.TriangleMesh.compute_vertex_normalsopen3d.geometry.TriangleMesh.create_arrowopen3d.geometry.TriangleMesh.create_boxopen3d.geometry.TriangleMesh.create_coneopen3d.geometry.TriangleMesh.create_coordinate_frameopen3d.geometry.TriangleMesh.create_cylinderopen3d.geometry.TriangleMesh.create_from_oriented_bounding_boxopen3d.geometry.TriangleMesh.create_from_point_cloud_alpha_shapeopen3d.geometry.TriangleMesh.create_from_point_cloud_ball_pivotingopen3d.geometry.TriangleMesh.create_from_point_cloud_poissonopen3d.geometry.TriangleMesh.create_icosahedronopen3d.geometry.TriangleMesh.create_mobiusopen3d.geometry.TriangleMesh.create_octahedronopen3d.geometry.TriangleMesh.create_sphereopen3d.geometry.TriangleMesh.create_tetrahedronopen3d.geometry.TriangleMesh.create_torusopen3d.geometry.TriangleMesh.cropopen3d.geometry.TriangleMesh.deform_as_rigid_as_possibleopen3d.geometry.TriangleMesh.dimensionopen3d.geometry.TriangleMesh.euler_poincare_characteristicopen3d.geometry.TriangleMesh.filter_sharpenopen3d.geometry.TriangleMesh.filter_smooth_laplacianopen3d.geometry.TriangleMesh.filter_smooth_simpleopen3d.geometry.TriangleMesh.filter_smooth_taubinopen3d.geometry.TriangleMesh.get_axis_aligned_bounding_boxopen3d.geometry.TriangleMesh.get_centeropen3d.geometry.TriangleMesh.get_geometry_typeopen3d.geometry.TriangleMesh.get_max_boundopen3d.geometry.TriangleMesh.get_min_boundopen3d.geometry.TriangleMesh.get_minimal_oriented_bounding_boxopen3d.geometry.TriangleMesh.get_non_manifold_edgesopen3d.geometry.TriangleMesh.get_non_manifold_verticesopen3d.geometry.TriangleMesh.get_oriented_bounding_boxopen3d.geometry.TriangleMesh.get_rotation_matrix_from_axis_angleopen3d.geometry.TriangleMesh.get_rotation_matrix_from_quaternionopen3d.geometry.TriangleMesh.get_rotation_matrix_from_xyzopen3d.geometry.TriangleMesh.get_rotation_matrix_from_xzyopen3d.geometry.TriangleMesh.get_rotation_matrix_from_yxzopen3d.geometry.TriangleMesh.get_rotation_matrix_from_yzxopen3d.geometry.TriangleMesh.get_rotation_matrix_from_zxyopen3d.geometry.TriangleMesh.get_rotation_matrix_from_zyxopen3d.geometry.TriangleMesh.get_self_intersecting_trianglesopen3d.geometry.TriangleMesh.get_surface_areaopen3d.geometry.TriangleMesh.get_volumeopen3d.geometry.TriangleMesh.has_adjacency_listopen3d.geometry.TriangleMesh.has_texturesopen3d.geometry.TriangleMesh.has_triangle_material_idsopen3d.geometry.TriangleMesh.has_triangle_normalsopen3d.geometry.TriangleMesh.has_triangle_uvsopen3d.geometry.TriangleMesh.has_trianglesopen3d.geometry.TriangleMesh.has_vertex_colorsopen3d.geometry.TriangleMesh.has_vertex_normalsopen3d.geometry.TriangleMesh.has_verticesopen3d.geometry.TriangleMesh.is_edge_manifoldopen3d.geometry.TriangleMesh.is_emptyopen3d.geometry.TriangleMesh.is_intersectingopen3d.geometry.TriangleMesh.is_orientableopen3d.geometry.TriangleMesh.is_self_intersectingopen3d.geometry.TriangleMesh.is_vertex_manifoldopen3d.geometry.TriangleMesh.is_watertightopen3d.geometry.TriangleMesh.merge_close_verticesopen3d.geometry.TriangleMesh.normalize_normalsopen3d.geometry.TriangleMesh.orient_trianglesopen3d.geometry.TriangleMesh.paint_uniform_coloropen3d.geometry.TriangleMesh.remove_degenerate_trianglesopen3d.geometry.TriangleMesh.remove_duplicated_trianglesopen3d.geometry.TriangleMesh.remove_duplicated_verticesopen3d.geometry.TriangleMesh.remove_non_manifold_edgesopen3d.geometry.TriangleMesh.remove_triangles_by_indexopen3d.geometry.TriangleMesh.remove_triangles_by_maskopen3d.geometry.TriangleMesh.remove_unreferenced_verticesopen3d.geometry.TriangleMesh.remove_vertices_by_indexopen3d.geometry.TriangleMesh.remove_vertices_by_maskopen3d.geometry.TriangleMesh.rotateopen3d.geometry.TriangleMesh.sample_points_poisson_diskopen3d.geometry.TriangleMesh.sample_points_uniformlyopen3d.geometry.TriangleMesh.scaleopen3d.geometry.TriangleMesh.select_by_indexopen3d.geometry.TriangleMesh.simplify_quadric_decimationopen3d.geometry.TriangleMesh.simplify_vertex_clusteringopen3d.geometry.TriangleMesh.subdivide_loopopen3d.geometry.TriangleMesh.subdivide_midpointopen3d.geometry.TriangleMesh.transformopen3d.geometry.TriangleMesh.translateopen3d.geometry.TriangleMesh.adjacency_listopen3d.geometry.TriangleMesh.texturesopen3d.geometry.TriangleMesh.triangle_material_idsopen3d.geometry.TriangleMesh.triangle_normalsopen3d.geometry.TriangleMesh.triangle_uvsopen3d.geometry.TriangleMesh.trianglesopen3d.geometry.TriangleMesh.vertex_colorsopen3d.geometry.TriangleMesh.vertex_normalsopen3d.geometry.TriangleMesh.vertices
open3d.geometry.Voxel
open3d.geometry.VoxelGrid
open3d.geometry.VoxelGrid.valueopen3d.geometry.VoxelGrid.carve_depth_mapopen3d.geometry.VoxelGrid.carve_silhouetteopen3d.geometry.VoxelGrid.check_if_includedopen3d.geometry.VoxelGrid.clearopen3d.geometry.VoxelGrid.create_denseopen3d.geometry.VoxelGrid.create_from_octreeopen3d.geometry.VoxelGrid.create_from_point_cloudopen3d.geometry.VoxelGrid.create_from_point_cloud_within_boundsopen3d.geometry.VoxelGrid.create_from_triangle_meshopen3d.geometry.VoxelGrid.create_from_triangle_mesh_within_boundsopen3d.geometry.VoxelGrid.dimensionopen3d.geometry.VoxelGrid.get_axis_aligned_bounding_boxopen3d.geometry.VoxelGrid.get_centeropen3d.geometry.VoxelGrid.get_geometry_typeopen3d.geometry.VoxelGrid.get_max_boundopen3d.geometry.VoxelGrid.get_min_boundopen3d.geometry.VoxelGrid.get_minimal_oriented_bounding_boxopen3d.geometry.VoxelGrid.get_oriented_bounding_boxopen3d.geometry.VoxelGrid.get_rotation_matrix_from_axis_angleopen3d.geometry.VoxelGrid.get_rotation_matrix_from_quaternionopen3d.geometry.VoxelGrid.get_rotation_matrix_from_xyzopen3d.geometry.VoxelGrid.get_rotation_matrix_from_xzyopen3d.geometry.VoxelGrid.get_rotation_matrix_from_yxzopen3d.geometry.VoxelGrid.get_rotation_matrix_from_yzxopen3d.geometry.VoxelGrid.get_rotation_matrix_from_zxyopen3d.geometry.VoxelGrid.get_rotation_matrix_from_zyxopen3d.geometry.VoxelGrid.get_voxelopen3d.geometry.VoxelGrid.get_voxel_bounding_pointsopen3d.geometry.VoxelGrid.get_voxel_center_coordinateopen3d.geometry.VoxelGrid.get_voxelsopen3d.geometry.VoxelGrid.has_colorsopen3d.geometry.VoxelGrid.has_voxelsopen3d.geometry.VoxelGrid.is_emptyopen3d.geometry.VoxelGrid.rotateopen3d.geometry.VoxelGrid.scaleopen3d.geometry.VoxelGrid.to_octreeopen3d.geometry.VoxelGrid.transformopen3d.geometry.VoxelGrid.translateopen3d.geometry.VoxelGrid.originopen3d.geometry.VoxelGrid.voxel_size
open3d.geometry
open3d.io.AzureKinectMKVMetadata
open3d.io.AzureKinectMKVReader
open3d.io.AzureKinectRecorder
open3d.io.AzureKinectSensor
open3d.io.FileGeometry
open3d.io
open3d.utility.DoubleVector
open3d.utility.IntVector
open3d.utility.Matrix3dVector
open3d.utility.Matrix4dVector
open3d.utility.Vector2dVector
open3d.utility.Vector2iVector
open3d.utility.Vector3dVector
open3d.utility.Vector3iVector
open3d.utility.Vector4iVector
open3d.utility.VerbosityLevel
open3d.utility
open3d.visualization.ExternalVisualizer
open3d.visualization.Material
open3d.visualization.MeshColorOption
open3d.visualization.MeshShadeOption
open3d.visualization.PickedPoint
open3d.visualization.PointColorOption
open3d.visualization.RenderOption
open3d.visualization.ScalarProperties
open3d.visualization.SelectionPolygonVolume
open3d.visualization.TextureMaps
open3d.visualization.VectorProperties
open3d.visualization.ViewControl
open3d.visualization.Visualizer
open3d.visualization.VisualizerWithEditing
open3d.visualization.VisualizerWithKeyCallback
open3d.visualization.VisualizerWithKeyCallback.add_geometryopen3d.visualization.VisualizerWithKeyCallback.capture_depth_float_bufferopen3d.visualization.VisualizerWithKeyCallback.capture_depth_imageopen3d.visualization.VisualizerWithKeyCallback.capture_depth_point_cloudopen3d.visualization.VisualizerWithKeyCallback.capture_screen_float_bufferopen3d.visualization.VisualizerWithKeyCallback.capture_screen_imageopen3d.visualization.VisualizerWithKeyCallback.clear_geometriesopen3d.visualization.VisualizerWithKeyCallback.closeopen3d.visualization.VisualizerWithKeyCallback.create_windowopen3d.visualization.VisualizerWithKeyCallback.destroy_windowopen3d.visualization.VisualizerWithKeyCallback.get_render_optionopen3d.visualization.VisualizerWithKeyCallback.get_view_controlopen3d.visualization.VisualizerWithKeyCallback.get_window_nameopen3d.visualization.VisualizerWithKeyCallback.is_full_screenopen3d.visualization.VisualizerWithKeyCallback.poll_eventsopen3d.visualization.VisualizerWithKeyCallback.register_animation_callbackopen3d.visualization.VisualizerWithKeyCallback.register_key_action_callbackopen3d.visualization.VisualizerWithKeyCallback.register_key_callbackopen3d.visualization.VisualizerWithKeyCallback.remove_geometryopen3d.visualization.VisualizerWithKeyCallback.reset_view_pointopen3d.visualization.VisualizerWithKeyCallback.runopen3d.visualization.VisualizerWithKeyCallback.set_full_screenopen3d.visualization.VisualizerWithKeyCallback.toggle_full_screenopen3d.visualization.VisualizerWithKeyCallback.update_geometryopen3d.visualization.VisualizerWithKeyCallback.update_renderer
open3d.visualization.VisualizerWithVertexSelection
open3d.visualization.VisualizerWithVertexSelection.add_geometryopen3d.visualization.VisualizerWithVertexSelection.add_picked_pointsopen3d.visualization.VisualizerWithVertexSelection.capture_depth_float_bufferopen3d.visualization.VisualizerWithVertexSelection.capture_depth_imageopen3d.visualization.VisualizerWithVertexSelection.capture_depth_point_cloudopen3d.visualization.VisualizerWithVertexSelection.capture_screen_float_bufferopen3d.visualization.VisualizerWithVertexSelection.capture_screen_imageopen3d.visualization.VisualizerWithVertexSelection.clear_geometriesopen3d.visualization.VisualizerWithVertexSelection.clear_picked_pointsopen3d.visualization.VisualizerWithVertexSelection.closeopen3d.visualization.VisualizerWithVertexSelection.create_windowopen3d.visualization.VisualizerWithVertexSelection.destroy_windowopen3d.visualization.VisualizerWithVertexSelection.get_picked_pointsopen3d.visualization.VisualizerWithVertexSelection.get_render_optionopen3d.visualization.VisualizerWithVertexSelection.get_view_controlopen3d.visualization.VisualizerWithVertexSelection.get_window_nameopen3d.visualization.VisualizerWithVertexSelection.is_full_screenopen3d.visualization.VisualizerWithVertexSelection.pick_pointsopen3d.visualization.VisualizerWithVertexSelection.poll_eventsopen3d.visualization.VisualizerWithVertexSelection.register_animation_callbackopen3d.visualization.VisualizerWithVertexSelection.register_selection_changed_callbackopen3d.visualization.VisualizerWithVertexSelection.register_selection_moved_callbackopen3d.visualization.VisualizerWithVertexSelection.register_selection_moving_callbackopen3d.visualization.VisualizerWithVertexSelection.remove_geometryopen3d.visualization.VisualizerWithVertexSelection.remove_picked_pointsopen3d.visualization.VisualizerWithVertexSelection.reset_view_pointopen3d.visualization.VisualizerWithVertexSelection.runopen3d.visualization.VisualizerWithVertexSelection.set_full_screenopen3d.visualization.VisualizerWithVertexSelection.toggle_full_screenopen3d.visualization.VisualizerWithVertexSelection.update_geometryopen3d.visualization.VisualizerWithVertexSelection.update_renderer
open3d.visualization

sycl_demo

sycl_demo 是 Open3D 的 open3d.core 库中的一个示例程序,需要使用到 Intel 的 DPC++(Data Parallel C++)工具包。该示例程序演示了 Open3D 的核心函数在 DPC++ 环境下的使用方式。

安装依赖

在运行 sycl_demo 之前,需要安装以下依赖:

编译运行

在安装完依赖之后,可以进入 sycl_demo 目录进行编译和运行。

cd open3d/src/Open3D/Core/sycl_demo
mkdir build && cd build
cmake .. -DOPEN3D_CORE_WITH_SYCL=ON
make
./sycl_demo

功能说明

sycl_demo 演示了 Open3D 的一些核心函数在 DPC++ 环境下的使用方式。包括以下功能:

  • 构建一个由三个点云组成的自定义场景。
  • 将场景中的点云进行下采样(Voxel Downsample)和法线估计(Estimate Normals)处理。
  • 对目标点云进行 ICP(Iterative Closest Point)配准操作,得到与参考点云的变换矩阵。
  • 在窗口中显示结果。

代码说明

代码主要分为两部分,一部分是用于构建点云场景的代码,一部分是用于处理点云场景的代码。

构建点云场景的代码

参考 sycl_demo.cpp 中的 ConstructScene 函数,场景分为三个部分:

// 场景分为三个部分,分别是圆柱体,球体和平面
const geometry::PointCloud cylinder = *CreateCylinder(0.5, 2.0);
const geometry::PointCloud sphere = *CreateSphere(0.7);
const geometry::PointCloud plane = *CreatePlane(2.0, 2.0, 0.0, 0.0);

对于每个模型,可以设置名称、颜色和位置:

cylinder.SetPointColors(Eigen::Vector3d(1, 0, 0));  // 设置颜色为红色
cylinder.Transform(transform::Translate(Eigen::Vector3d(1.2, 0.0, 0.0)));  // 平移
cylinder.Transform(transform::AxisAngleRotate(M_PI / 4, Eigen::Vector3d(0, 0, 1)));  // 旋转
cylinder.SetPointAttr("name", "cylinder");  // 设置名称为“cylinder”

处理点云场景的代码

参考 sycl_demo.cpp 中的 DownsampleAndEstimateNormalsAlign 函数,其中 DownsampleAndEstimateNormals 函数先进行下采样和法线估计:

// Voxel Downsample
const float voxel_size = 0.05;
auto cylinder_downsampled = *cylinder.VoxelDownSample(voxel_size);  // 进行下采样
auto sphere_downsampled = *sphere.VoxelDownSample(voxel_size);  // 进行下采样
auto plane_downsampled = *plane.VoxelDownSample(voxel_size);  // 进行下采样

// Estimate Normals
const int max_nn = 30;  // 最大近邻数
const float radius = 2.0 * voxel_size;
geometry::KDTreeSearchParamRadius search_param(radius);
cylinder_downsampled.EstimateNormals(geometry::KDTreeSearchParamKNN(max_nn));  // 进行法线估计
sphere_downsampled.EstimateNormals(geometry::KDTreeSearchParamKNN(max_nn));  // 进行法线估计
plane_downsampled.EstimateNormals(geometry::KDTreeSearchParamRadius(radius));  // 进行法线估计

Align 函数则是使用 ICP(Iterative Closest Point)进行配准:

// 对目标点云进行 ICP 配准操作,得到与参考点云的变换矩阵
const double voxel_size = 0.05;
auto [combined_downsampled, transformation] = registration::RegistrationICP(
        *cylinder_downsampled + *sphere_downsampled + *plane_downsampled,  // 目标点云
        *reference_downsampled,      // 参考点云
        voxel_size,                  // voxel 大小
        transform::TransformationEstimationPointToPoint(),  // 配准方法
        registration::ICPConvergenceCriteria(1e-6, 1e-6, 1000)  // 收敛阈值
        );

结论

通过本文介绍的方式,您可以快速掌握 Open3D 在 DPC++ 环境下的使用方式,并且通过 sycl_demo 的演示,了解了 Open3D 的部分核心函数的使用方法。如果您想深入了解 Open3D 的更多功能和使用方法,请参考Open3D官方文档。

参考资料