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Leveraging Shape Completion for 3D Siamese Tracking [PDF]

open access: yes2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2019
Point clouds are challenging to process due to their sparsity, therefore autonomous vehicles rely more on appearance attributes than pure geometric features. However, 3D LIDAR perception can provide crucial information for urban navigation in challenging light or weather conditions.
Silvio Giancola, Bernard Ghanem
exaly   +5 more sources

Temporally Coherent Completion of Dynamic Shapes [PDF]

open access: yesACM Transactions on Graphics, 2012
We present a novel shape completion technique for creating temporally coherent watertight surfaces from real-time captured dynamic performances. Because of occlusions and low surface albedo, scanned mesh sequences typically exhibit large holes that persist over extended periods of time.
Linjie Luo   +2 more
exaly   +2 more sources
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Euler Spiral for Shape Completion

Kluwer International Series in Engineering and Computer Science, 2000
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Benjamin Ben Kimia
exaly   +4 more sources

Shape Completion Enabled Robotic Grasping [PDF]

open access: yes2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017
This work provides an architecture to enable robotic grasp planning via shape completion. Shape completion is accomplished through the use of a 3D convolutional neural network (CNN). The network is trained on our own new open source dataset of over 440,000 3D exemplars captured from varying viewpoints.
Jacob Varley, Peter Allen
exaly   +5 more sources

Completion and Reconstruction with Primitive Shapes

Computer Graphics Forum, 2009
AbstractWe consider the problem of reconstruction from incomplete point‐clouds. To find a closed mesh the reconstruction is guided by a set of primitive shapes which has been detected on the input point‐cloud (e.g. planes, cylinders etc.). With this guidance we not only continue the surrounding structure into the holes but also synthesize plausible ...
Ruwen Schnabel   +2 more
openaire   +2 more sources

Surface completion for shape and appearance

The Visual Computer, 2006
In this paper, we present a new surface content completion system that can effectively repair both shape and appearance from scanned, incomplete point set inputs. First, geometric holes can be robustly identified from noisy and defective data sets without the need for any normal or orientation information.
Seyoun Park   +3 more
openaire   +3 more sources

Data-Driven Structural Priors for Shape Completion

ACM Transactions on Graphics, 2015
Acquiring 3D geometry of an object is a tedious and time-consuming task, typically requiring scanning the surface from multiple viewpoints. In this work we focus on reconstructing complete geometry from a single scan acquired with a low-quality consumer-level scanning device.
Leonidas J. Guibas, Kimvladimir G
exaly   +4 more sources

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