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Date Name Thumbnail Size Description Versions
12:21, 23 February 2015 PCL plotter VFH.png (file) 31 KB Using the Plotter class to plot a VFH descriptor in PCL. 1
16:48, 14 December 2014 Prism scene after.png (file) 81 KB Segmenting points sitting on a table (the mug) using the polygonal prism class. Some residual points can be seen too. 1
16:47, 14 December 2014 Prism scene before.png (file) 508 KB Original scene of a mug sitting on a table, before segmenting points lying on it using the polygonal prism class. 1
18:18, 6 December 2014 PCL upsampling local plane.png (file) 443 KB Cloud after upsampling with the method SAMPLE_LOCAL_PLANE, using an upsampling radius of 3cm and a step size of 2cm. 1
17:57, 6 December 2014 PCL upsampling uniform density.png (file) 478 KB Cloud after upsampling using RANDOM_UNIFORM_DENSITY method, with a target point density of 300 per 3cm radius. 1
17:54, 6 December 2014 PCL upsampling downsampled.png (file) 160 KB Cloud, depicting a table with a coffee mug on top, after downsampling with a voxel size of 1cm. 1
17:53, 6 December 2014 PCL upsampling original.png (file) 682 KB Original cloud before downsampling, depicting a table with a coffee mug on top. 1
18:33, 2 December 2014 Virtual scanner tesselated sphere.png (file) 1.13 MB Representation of the use of a tesselated sphere to mark the positions of a virtual camera with which a 3D CAD model can be rendered, simulating the scanning of a real life object. The series of snapshots that this generates will be used for object tra... 1
17:05, 2 December 2014 Pcl mesh2pcd example result.png (file) 129 KB Example of the usage of pcl_mesh2pcd: point cloud after raytracing and downsampling. 1
17:05, 2 December 2014 Pcl mesh2pcd example original.png (file) 87 KB Example of the usage of pcl_mesh2pcd: original mesh before raytracing. 1
19:25, 25 November 2014 Ccmake GUI PCL.png (file) 172 KB Screenshot of CCMake (CMake's curses interface) being used to configure a trunk version of PCL 1.8, on Ubuntu 14.04.1. 1
08:16, 18 June 2014 Kinect2.png (file) 103 KB Image of the Kinect 2 taken from http://www.microsoft.com/. 1
11:23, 23 May 2014 Hough voting pipeline.png (file) 22 KB Use of the Hough voting scheme (red blocks) in a 3D object recognition pipeline (image from [http://vision.deis.unibo.it/fede/papers/psivt10.pdf original paper] by Federico Tombari and Luigi Di Stefano). 1
10:52, 12 May 2014 Pan tilt unit.jpg (file) 37 KB Pan-tilt unit that allows to take snapshots of small objects from any angle, useful for training a 3D recognition system (image from http://pointclouds.org/). 1
09:04, 9 May 2014 3D recognition pipeline.png (file) 146 KB Example of local and global 3D recognition pipelines in PCL (image from [http://www.inf.ethz.ch/personal/zeislb/publications/aldoma_2012jram_PCLTutorial.pdf this paper] by Aitor Aldoma et al.). 1
09:28, 28 April 2014 PCL viewer VFH.png (file) 32 KB VFH histogram being plotted by the PCL application pcl_viewer. 1
09:01, 28 April 2014 Histogram visualizer VFH.png (file) 23 KB Using the HistogramVisualizer class to plot a VFH descriptor in PCL. 1
08:53, 24 April 2014 Cloud transformation.png (file) 382 KB Result (red) of transforming a cloud (white) with a matrix containing a rotation and a translation. 1
11:06, 10 April 2014 GRSD.png (file) 266 KB Surface labelling for the GRSD descriptor: red is a sharp edge or noise, yellow is a plane, green is a cylinder, and dark blue is a rim (image taken from [https://ias.in.tum.de/_media/spezial/bib/grsd10humanoids.pdf original paper] by Zoltan-Csaba Mart... 1
09:49, 9 April 2014 OUR-CVFH.png (file) 256 KB Example of SGURF reference frame computed for a region of a wine glass, with the resulting histogram (image taken from [http://vision.deis.unibo.it/fede/papers/dagm12.pdf original paper] by Aitor Aldoma et al.). 1
08:05, 2 April 2014 GFPFH.png (file) 977 KB Usage of a voxel grid for the GFPFH descriptor. For every pair of leaves, a ray is casted, and all leaves in its trajectory are checked to see if they contain free or unoccupied space, reflecting this in an histogram (image taken from [https://www.will... 1
07:59, 2 April 2014 FPFH CRF.png (file) 725 KB Classifying the points of a cloud (dark green for handle/stem, lighter green for convex cylinders, and greenish-yellow for concave cylinders), using a Conditional Random Field (CRF) for the GFPFH descriptor (image taken from [https://www.willowgarage.c... 1
10:45, 28 March 2014 ESF.png (file) 189 KB Example of how the shape functions of the ESF descriptor are computed (image from [http://www.inf.ethz.ch/personal/zeislb/publications/aldoma_2012jram_PCLTutorial.pdf PCL tutorial paper]). 1
12:23, 26 March 2014 CVFH regions.png (file) 184 KB Example of how the CVFH algorithm divides a clustered objet in further stable regions (image taken from [http://vpa2.sabanciuniv.edu/conferences/ICCV2011/ICCV2011_workshops/material/ws08_016.pdf original paper] by Aitor Aldoma et al.). 1
12:22, 26 March 2014 CVFH occlusion.png (file) 232 KB Example of a point cloud with typical occlusion artifacts (image taken from [http://vpa2.sabanciuniv.edu/conferences/ICCV2011/ICCV2011_workshops/material/ws08_016.pdf original paper] by Aitor Aldoma et al.). 1
09:52, 26 March 2014 VFH histogram.png (file) 52 KB Graphical visualization of a resulting VFH histogram, which is the concatenation of 4 different histograms (1 for the viewpoint component and 3 for the extended FPFH component) (image taken from [http://www.willowgarage.com/sites/default/files/Rusu10IR... 1
09:49, 26 March 2014 VFH extended FPFH component.png (file) 98 KB Calculation of the extended FPFH component of the VFH descriptor (image from [http://www.willowgarage.com/sites/default/files/Rusu10IROS.pdf original paper] by Radu Bogdan Rusu et al.). 1
09:48, 26 March 2014 VFH viewpoint component.png (file) 85 KB Calculation of the viewpoint component of the VFH descriptor (image from [http://www.willowgarage.com/sites/default/files/Rusu10IROS.pdf original paper] by Radu Bogdan Rusu et al.). 1
11:50, 25 March 2014 NARF descriptor.png (file) 1.48 MB Example of NARF descriptor (right) being computed on a keypoint from a range image (left). A start pattern is overlaid onto a local range patch, and the final descriptor encodes the amount of surface changes under each beam (image from [http://www.will... 1
12:41, 21 March 2014 NARF keypoints support sizes.png (file) 145 KB NARF keypoint interest regions that vary according to the support size: 20cm (up) and 1m (down) (image taken from [http://www.willowgarage.com/sites/default/files/icra2011_3dfeatures.pdf original paper] by Bastian Steder et al.). 1
12:39, 21 March 2014 NARF keypoints.png (file) 656 KB Example of NARF keypoints found on two objects (image from [http://www.willowgarage.com/sites/default/files/icra2011_3dfeatures.pdf original paper] from Bastian Steder et al.). 1
11:47, 21 March 2014 Range image borders example.png (file) 831 KB Example of object and shadow borders as seen on a point cloud. 1
11:05, 21 March 2014 Range image NARF keypoints.png (file) 177 KB NARF keypoints detected on a range image. 1
11:05, 21 March 2014 Range image border type.png (file) 80 KB Types of borders on range images. Obstacle borders correspond to the edges of objects, shadow borders to the edge of occlusions. Veil points are interpolated points between these two, a typical phenomenon in LIDAR scans (image taken from [http://www.wi... 1
11:03, 21 March 2014 Range image borders.png (file) 181 KB Borders detected by PCL on a range image. 1
11:02, 21 March 2014 Range image border detection.png (file) 243 KB Example of border detection on range images (image taken from [http://www.willowgarage.com/sites/default/files/icra2011_3dfeatures.pdf original paper] by Bastian Steder et al.). 1
12:38, 20 March 2014 Range image planar.png (file) 168 KB Range image created from a point cloud, using planar projection. 1
12:38, 20 March 2014 Range image spherical.png (file) 212 KB Range image created from a point cloud, using spherical projection. 1
12:24, 12 March 2014 RIFT.png (file) 58 KB Computation of the Rotation Invariant Feature Transform (RIFT) descriptor, showing the resulting features at three points (image taken from [http://www.cs.illinois.edu/~slazebni/publications/pami05.pdf original paper]). 1
12:43, 11 March 2014 Spin images.png (file) 218 KB Example of spin images computed for 3 different points of a 3D model (image taken from thesis of Andrew Edie Johnson). 1
09:57, 11 March 2014 SHOT support structure.png (file) 48 KB Support structure (sphere) used to compute the Signature of Histograms of Orientations descriptor on a point, showing the division into bins. Only 4 azimuth subdivisions are shown for clarity, 8 are actually used (image taken from original paper by Fed... 1
11:33, 5 March 2014 3DSC support structure.png (file) 287 KB Support structure (sphere) used to compute the 3D Shape Context descriptor on a point, showing the division into bins (image taken from original paper by Andrea Frome et al.) 1
09:23, 5 March 2014 RSD values.png (file) 204 KB Values of RSD descriptor for the points of a cloud. Points lying on a flat plane have the maximum possible sphere radius, points lying on a sphere or cylinder have the actual radius of the object (image taken from http://ias.in.tum.de/_media/events/rgb... 1
09:22, 5 March 2014 RSD sphere.png (file) 14 KB Sphere that fits two points with given normals, computed for the RSD descriptor (image taken from http://ias.in.tum.de/_media/events/rgbd2011/marton.pdf). 1
12:15, 4 March 2014 PFH neighbors.png (file) 17 KB Example of how the point pairs that are computed for the PFH descriptor (image taken from http://pointclouds.org). 1
12:14, 4 March 2014 FPFH neighbors.png (file) 46 KB Example of how the point pairs that are computed for the FPFH descriptor (image taken from http://pointclouds.org). 1
11:40, 27 February 2014 PFH frame.png (file) 26 KB Fixed coordinate frame and angular features computed for a pair of points, for the FPH descriptor (image taken from http://pointclouds.org). 1
11:55, 25 February 2014 Correspondence.jpg (file) 94 KB 3 point feature correspondences found between two clouds (image taken from http://pointclouds.org). 1
10:50, 21 February 2014 ConcaveHullAfter.png (file) 12 KB Concave hull computed for the table at https://github.com/PointCloudLibrary/data/blob/master/tutorials/table_scene_lms400.pcd 1
10:49, 21 February 2014 ConcaveHullBefore.png (file) 113 KB Point cloud scene of a table with an object on top, taken from the PCL dataset (https://github.com/PointCloudLibrary/data/blob/master/tutorials/table_scene_lms400.pcd). 1
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