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IMESH: A DSL for Mesh Processing.

Authors :
Li, Yong
Kamil, Shoaib
Crane, Keenan
Jacobson, Alec
Gingold, Yotam
Source :
ACM Transactions on Graphics; Oct2024, Vol. 43 Issue 5, p1-17, 17p
Publication Year :
2024

Abstract

Mesh processing algorithms are often communicated via concise mathematical notation (e.g., summation over mesh neighborhoods). However, conversion of notation into working code remains a time-consuming and error-prone process, which requires arcane knowledge of low-level data structures and libraries—impeding rapid exploration of high-level algorithms. We address this problem by introducing a domain-specific language (DSL) for mesh processing called I MESH, which resembles notation commonly used in visual and geometric computing and automates the process of converting notation into code. The centerpiece of our language is a flexible notation for specifying and manipulating neighborhoods of a cell complex, internally represented via standard operations on sparse boundary matrices. This layered design enables natural expression of algorithms while minimizing demands on a code generation backend. In particular, by integrating I MESH with the linear algebra features of the I LA DSL and adding support for automatic differentiation, we can rapidly implement a rich variety of algorithms on point clouds, surface meshes, and volume meshes. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
07300301
Volume :
43
Issue :
5
Database :
Complementary Index
Journal :
ACM Transactions on Graphics
Publication Type :
Academic Journal
Accession number :
179943057
Full Text :
https://doi.org/10.1145/3662181