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Alignment and Improvement of Shape-From-Silhouette Reconstructed 3D Objects

Authors: Perez Jimenez, Alberto; Perez Soler, Javier; Perez-Cortes, Juan-Carlos; Guardiola Garcia, Jose Luis;

Alignment and Improvement of Shape-From-Silhouette Reconstructed 3D Objects

Abstract

[EN] 3D object alignment is essential in multiple fields. For instance, to allow precise measurements in metrology, to perform surface/volumetric checks or quality control in industrial inspection, to align partial captures of a 3D object during object scanning, to simplify object recognition or classification in pattern recognition, accuracy and speed, being opposed, are desirable features of those algorithms. Nevertheless, they can be more or less critical depending on the application area. In the present work, we propose a methodology to improve the alignment of 3D objects reconstructed using shape-from-silhouette techniques. This reconstruction technique produces objects with small synthetic bulges, making them more difficult to align accurately. On the one hand, prealignment and branch-and-bound techniques are used to improve the convergence and speed of the alignment algorithms. On the other hand, a method to obtain a precise alignment even in the presence of bulges is presented. Finally, a refinement of the shape-from-silhouettes technique is shown. This technique uses multiple captures to refine object reconstruction and reduce or eliminate, among other improvements, synthetic bulges.

This work was supported in part by European Union Horizon Europe Programme Artificial Intelligence Driven Industrial Equipment Product Life Cycle Boosting Agility, Sustainability and Resilience (AIDEAS) under Grant 101057294; and in part by the Generalitat Valenciana through Instituto Valenciano de Competitividad Empresarial [Valencian Institute of Business Competitiveness (IVACE)] Distributed Nominatively to Valencian Technological Innovation Centres under Project IMAMCA/2023/11.

Country
Spain
Keywords

Eigenvalues and eigenfunctions, Inspection, Branch-and-bound, industrial inspection, Principal component analysisç, Industrial inspection, Cameras, TK1-9971, Industrial engineering, ARQUITECTURA Y TECNOLOGIA DE COMPUTADORES, Image reconstruction, branch-and-bound, Three-dimensional displays, Shape-from-silhouette, Electrical engineering. Electronics. Nuclear engineering, 3D reconstruction, shape-from-silhouette, Convergence, Shape measurement, 3D alignment

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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