scholarly journals Information-Gain View Planning for Free-Form Object Reconstruction with a 3D ToF Camera

Author(s):  
Sergi Foix ◽  
Simon Kriegel ◽  
Stefan Fuchs ◽  
Guillem Alenyà ◽  
Carme Torras
Author(s):  
Liangzhi Li ◽  
Nanfeng Xiao

Purpose – This paper aims to propose a new view planning method which can be used to calculate the next-best-view (NBV) for multiple manipulators simultaneously and build an automated three-dimensional (3D) object reconstruction system, which is based on the proposed method and can adapt to various industrial applications. Design/methodology/approach – The entire 3D space is encoded with octree, which marks the voxels with different tags. A set of candidate viewpoints is generated, filtered and evaluated. The viewpoint with the highest score is selected as the NBV. Findings – The proposed method is able to make the multiple manipulators, equipped with “eye-in-hand” RGB-D sensors, work together to accelerate the object reconstruction process. Originality/value – Compared to the existed approaches, the proposed method in this paper is fast, computationally efficient, has low memory cost and can be used in actual industrial productions where the multiple different manipulators exist. And, more notably, a new algorithm is designed to speed up the generation and filtration of the candidate viewpoints, which can guarantee both speed and quality.


Author(s):  
Dominic Jack ◽  
Jhony K. Pontes ◽  
Sridha Sridharan ◽  
Clinton Fookes ◽  
Sareh Shirazi ◽  
...  

2003 ◽  
Vol 35 (1) ◽  
pp. 64-96 ◽  
Author(s):  
William R. Scott ◽  
Gerhard Roth ◽  
Jean-François Rivest

10.5772/58759 ◽  
2014 ◽  
Vol 11 (10) ◽  
pp. 159 ◽  
Author(s):  
J. Irving Vasquez-Gomez ◽  
L. Enrique Sucar ◽  
Rafael Murrieta-Cid ◽  
Efrain Lopez-Damian

2020 ◽  
Vol 17 (1) ◽  
pp. 172988142090420
Author(s):  
Yanzi Kong ◽  
Feng Zhu ◽  
Yingming Hao ◽  
Haibo Sun ◽  
Yilin Xie ◽  
...  

Active reconstruction is an intelligent perception method that achieves object modeling with few views and short motion paths by systematically adjusting the parameters of the camera while ensuring model integrity. Part of the object information is always known for vision tasks in real scenes, and it provides some guidance for the view planning. A two-step active reconstruction algorithm based on partial prior information is presented, which includes rough shape estimation phase and complete object reconstruction phase, and both of them introduce the concept of active vision. An information expression method is proposed that can be used to manually initialize the repository according to specific visual tasks, and then the prior information and detected information are used to plan the next best view online until the object reconstruction is completed. The method is evaluated with simulated experiments and the result is compared with other methods.


Sign in / Sign up

Export Citation Format

Share Document