A Distributed Model for Computing 3D Mesh Local Descriptors Based on k-Rings

• Autores: Suni-Lopez, Franci, Hurtado, Jan, Márquez, Alejandra, Guzmán, Leonardo
• Formato: artículo
• Fecha de Publicación: 2022
• Institución: Universidad de Lima
• Repositorio: Revistas - Universidad de Lima
• Lenguaje: inglés
• OAI Identifier: oai:ojs.pkp.sfu.ca:article/5886
• Enlace del recurso: https://revistas.ulima.edu.pe/index.php/Interfases/article/view/5886
• Nivel de acceso: acceso abierto
• Materia: 3D local descriptor; geometry processing; distributed computing; large meshes; descriptor local 3D; procesamiento geométrico; computación distribuida; mallas grandes

In order to facilitate 3D object processing, it is common to use high-level representations such as local descriptors that are usually computed using defined neighborhoods. K-rings, a technique to define them, is widely used by several methods. In this work, we propose a model for the distributed computation of local descriptors over 3D triangular meshes, using the concept of k-rings. In our experiments, we measure the performance of our model on huge meshes, evaluating the speedup, the scalability, and the descriptor computation time. We show the optimal configuration of our model for the cluster we implemented and the linear growth of computation time regarding the mesh size and the number of rings. We used the Harris response, which describes the saliency of the object, for our tests.