TY - JOUR
T1 - To cut or to fill
T2 - A global optimization approach to topological simplification
AU - Zeng, Dan
AU - Chambers, Erin
AU - Letscher, David
AU - Ju, Tao
N1 - Funding Information:
This work is supported by NSF grants CCF-1614562, DBI-1759836, CCF-1907612, EF-1921728, and NIH grant CA233303-1. Dan Zeng is supported by an Imaging Science Pathway fellowship at Washington University in St. Louis. We would like to thank Christopher Topp for providing the Sorghum and Root data.
Publisher Copyright:
© 2020 Association for Computing Machinery.
PY - 2020/11/26
Y1 - 2020/11/26
N2 - We present a novel algorithm for simplifying the topology of a 3D shape, which is characterized by the number of connected components, handles, and cavities. Existing methods either limit their modifications to be only cutting or only filling, or take a heuristic approach to decide where to cut or fill. We consider the problem of finding a globally optimal set of cuts and fills that achieve the simplest topology while minimizing geometric changes. We show that the problem can be formulated as graph labelling, and we solve it by a transformation to the Node-Weighted Steiner Tree problem. When tested on examples with varying levels of topological complexity, the algorithm shows notable improvement over existing simplification methods in both topological simplicity and geometric distortions.
AB - We present a novel algorithm for simplifying the topology of a 3D shape, which is characterized by the number of connected components, handles, and cavities. Existing methods either limit their modifications to be only cutting or only filling, or take a heuristic approach to decide where to cut or fill. We consider the problem of finding a globally optimal set of cuts and fills that achieve the simplest topology while minimizing geometric changes. We show that the problem can be formulated as graph labelling, and we solve it by a transformation to the Node-Weighted Steiner Tree problem. When tested on examples with varying levels of topological complexity, the algorithm shows notable improvement over existing simplification methods in both topological simplicity and geometric distortions.
KW - cell complexes
KW - global optimization
KW - graph labelling
KW - steiner tree
KW - topology simplification
UR - http://www.scopus.com/inward/record.url?scp=85097380023&partnerID=8YFLogxK
U2 - 10.1145/3414685.3417854
DO - 10.1145/3414685.3417854
M3 - Article
AN - SCOPUS:85097380023
SN - 0730-0301
VL - 39
JO - ACM Transactions on Graphics
JF - ACM Transactions on Graphics
IS - 6
M1 - 201
ER -