DocumentCode
263646
Title
Direct Optimization of T-Splines Based on Multiview Stereo
Author
Morwald, Thomas ; Balzer, Jonathan ; Vincze, Markus
Author_Institution
Univ. of Technol., Vienna, Austria
Volume
1
fYear
2014
fDate
8-11 Dec. 2014
Firstpage
20
Lastpage
27
Abstract
We propose a multi-view stereo reconstruction method in which the surface is represented by CAD-compatible T-splines. Our method hinges on the principle of is geometric analysis, formulating an energy functional that can be directly computed in terms of the T-spline basis. Paying attention to the idiosyncracies of this basis, we derive an analytic formula for the gradient of the functional which is then used in photo-consistency optimization. The numbers of degrees of freedom our model requires is drastically reduced compared to the state of the art. Gains in efficiency can firstly be attributed to the fact that T-splines are particularly suited for adaptive refinement. Secondly, evaluation of the proposed energy functional is highly parallelizable as demonstrated by means of a T-spline-specific GPU implementation. Our experiments indicate the superiority of T-spline surfaces over the widely-used triangular meshes in terms of memory efficiency and numerical stability, without relying on dedicated regularizers.
Keywords
CAD; graphics processing units; image reconstruction; image representation; optimisation; splines (mathematics); stereo image processing; CAD-compatible T-splines; T-spline surfaces; T-spline-specific GPU implementation; direct optimization; energy functional; geometric analysis; memory efficiency; multiview stereo reconstruction method; numerical stability; photo-consistency optimization; surface representation; Cameras; Computational modeling; Graphics processing units; Optimization; Splines (mathematics); Surface reconstruction; Three-dimensional displays; Multiview Stereo; Optimization; Reconstruction; T-spline;
fLanguage
English
Publisher
ieee
Conference_Titel
3D Vision (3DV), 2014 2nd International Conference on
Conference_Location
Tokyo
Type
conf
DOI
10.1109/3DV.2014.42
Filename
7035805
Link To Document