Deep Points Consolidation

作者：Wu Shihao; Huang Hui^*; Gong Minglun; Zwicker Matthias; Cohen Or Daniel

来源：ACM Transactions on Graphics, 2015, 34(6): 176.

DOI：10.1145/2816795.2818073

• Points representation
• meso-skeleton
• consolidation

In this paper, we present a consolidation method that is based on a new representation of 3D point sets. The key idea is to augment each surface point into a deep point by associating it with an inner point that resides on the meso-skeleton, which consists of a mixture of skeletal curves and sheets. The deep points representation is a result of a joint optimization applied to both ends of the deep points. The optimization objective is to fairly distribute the end points across the surface and the meso-skeleton, such that the deep point orientations agree with the surface normals. The optimization converges where the inner points form a coherent meso-skeleton, and the surface points are consolidated with the missing regions completed. The strength of this new representation stems from the fact that it is comprised of both local and non-local geometric information. We demonstrate the advantages of the deep points consolidation technique by employing it to consolidate and complete noisy point-sampled geometry with large missing parts.

• 出版日期2015-11