Dyke RM, Stride C, Lai YK, Rosin PL, Aubry M, Boyarski A, Bronstein AM, Bronstein MM, Cremers D, Fisher M, Groueix T, Guo D, Kim VG, Kimmel R, Lähner Z, Li K, Litany O, Remez T, Rodolà E, Russell BC, Sahillioglu Y, Slossberg R, Tam GK, Vestner M, Wu Z, Yang J (2019)
Publication Type: Conference contribution
Publication year: 2019
Publisher: Eurographics Association
Book Volume: PartF160897
Pages Range: 111-119
Conference Proceedings Title: Eurographics Workshop on 3D Object Retrieval, EG 3DOR
Event location: Genoa, ITA
ISBN: 9783038680772
The registration of surfaces with non-rigid deformation, especially non-isometric deformations, is a challenging problem. When applying such techniques to real scans, the problem is compounded by topological and geometric inconsistencies between shapes. In this paper, we capture a benchmark dataset of scanned 3D shapes undergoing various controlled deformations (articulating, bending, stretching and topologically changing), along with ground truth correspondences. With the aid of this tiered benchmark of increasingly challenging real scans, we explore this problem and investigate how robust current state-of-the-art methods perform in different challenging registration and correspondence scenarios. We discover that changes in topology is a challenging problem for some methods and that machine learning-based approaches prove to be more capable of handling non-isometric deformations on shapes that are moderately similar to the training set.
APA:
Dyke, R.M., Stride, C., Lai, Y.K., Rosin, P.L., Aubry, M., Boyarski, A.,... Yang, J. (2019). SHREC'19: Shape correspondence with isometric and non-isometric deformations. In Dieter Fellner (Eds.), Eurographics Workshop on 3D Object Retrieval, EG 3DOR (pp. 111-119). Genoa, ITA: Eurographics Association.
MLA:
Dyke, R. M., et al. "SHREC'19: Shape correspondence with isometric and non-isometric deformations." Proceedings of the 12th Eurographics Workshop on 3D Object Retrieval, 3DOR 2019, in conjunction with the 40th Annual Conference of the European Association for Computer Graphics, EG 2019, Genoa, ITA Ed. Dieter Fellner, Eurographics Association, 2019. 111-119.
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