View Planning for Automated Three-Dimensional Object Reconstruction and Inspection
ثبت نشده
چکیده
Laser scanning range sensors are widely used for high-precision, high-density three-dimensional (3D) reconstruction and inspection of the surface of physical objects. The process typically involves planning a set of views, physically altering the relative object-sensor pose, taking scans, registering the acquired geometric data in a common coordinate frame of reference, and finally integrating range images into a nonredundant model. Efficiencies could be achieved by automating or semiautomating this process. While challenges remain, there are adequate solutions to semiautomate the scan-register-integrate tasks. On the other hand, view planning remains an open problem—that is, the task of finding a suitably small set of sensor poses and configurations for specified reconstruction or inspection goals. This paper surveys and compares view planning techniques for automated 3D object reconstruction and inspection by means of active, triangulation-based range sensors.
منابع مشابه
Viewpoint Selection for Complete Surface Coverage of Three Dimensional Objects
Many machine vision tasks, e.g. object recognition and object inspection, cannot be performed robustly from a single image. For certain tasks (e.g. 3D object recognition and automated inspection) the availability of multiple views of an object is a requirement. This paper presents a novel approach to selecting a minimised number of views that allow each object face to be adequately viewed accor...
متن کاملView Planning for Multi-Stage Object Reconstruction
Previous work has presented a view planning concept for automated object reconstruction. The multi-stage concept comprises a rapid initial exploration stage to produce a low resolution approximate object model the rough model. With the rough model as the new knowledge base, a view plan is developed for a subsequent precision measurement stage capturing detailed object geometry in accordance wit...
متن کاملInstitut de Technologie de l ’ information View Planning with a Registration Component
The view planning problem, also known as the next-bestview (NBV) problem, for object reconstruction and inspection has been shown to be isomorphic to the set covering problem which is NP-Complete. In this paper we express a theoretical framework for the NBV problem as an integer programming problem including a registration constraint. Experimental view planning results using a modi ed greedy se...
متن کاملActive Lighting Applied to 3D Reconstruction of Specular Metallic Surfaces by Polarization Imaging
In the field of industrial vision, the three-dimensional inspection of highly reflective metallic objects is still a delicate task. This paper deals with a new automated 3D inspection system based on polarization analysis. We first present an extension of the ‘Shape from Polarization’ method for dielectric to metallic surfaces. Then, we describe a new way of solving the ambiguity concerning the...
متن کاملStereo Vision System for Real Time Inspection and 3D Reconstruction
This work presents a three-dimensional vision system for inspection activities of installations by remotely operated vehicles. A real-time stereo vision system is used for the acquisition of stereo pairs of images that, after preprocessing, are submitted to a reconstruction procedure in order to obtain three-dimensional coordinates, to perform dimensioning of objects in the acquired images.
متن کامل