6 citations · 12 across the 8 of their papers we have counts for
9 papers
Neural Shortest Path for Surface Reconstruction from Point Clouds
Yesom Park, Imseong Park, Jooyoung Hahn +1
In this paper, we propose the neural shortest path (NSP), a vector-valued implicit neural representation (INR) that approximates a distance function and its gradient. The key featu…
Localized Estimation of Condition Numbers for MILU Preconditioners on a Graph
Geonho Hwang, Yesom Park, Yueun Lee +2
This paper proposes a theoretical framework for analyzing Modified Incomplete LU (MILU) preconditioners. Considering a generalized MILU preconditioner on a weighted undirected grap…
Beyond Derivative Pathology of PINNs: Variable Splitting Strategy with Convergence Analysis
Yesom Park, Changhoon Song, Myungjoo Kang
Physics-informed neural networks (PINNs) have recently emerged as effective methods for solving partial differential equations (PDEs) in various problems. Substantial research focu…
-Poisson surface reconstruction in curl-free flow from point clouds
Yesom Park, Taekyung Lee, Jooyoung Hahn +1
The aim of this paper is the reconstruction of a smooth surface from an unorganized point cloud sampled by a closed surface, with the preservation of geometric shapes, without any…
ReSDF: Redistancing Implicit Surfaces using Neural Networks
Yesom Park, Chang hoon Song, Jooyoung Hahn +1
This paper proposes a deep-learning-based method for recovering a signed distance function (SDF) of a given hypersurface represented by an implicit level set function. Using the fl…
Restoration based Generative Models
Jaemoo Choi, Yesom Park, Myungjoo Kang
Denoising diffusion models (DDMs) have recently attracted increasing attention by showing impressive synthesis quality. DDMs are built on a diffusion process that pushes data to th…
Learning PDE Solution Operator for Continuous Modeling of Time-Series
Yesom Park, Jaemoo Choi, Changyeon Yoon +2
Learning underlying dynamics from data is important and challenging in many real-world scenarios. Incorporating differential equations (DEs) to design continuous networks has drawn…
Solving incompressible Navier--Stokes equations on irregular domains and quadtrees by monolithic approach
Hyuntae Cho, Yesom Park, Myungjoo Kang
We present a second-order monolithic method for solving incompressible Navier--Stokes equations on irregular domains with quadtree grids. A semi-collocated grid layout is adopted,…
A second-order accurate semi-Lagrangian method for convection-diffusion equations with interfacial jumps
Hyuntae Cho, Yesom Park, Myungjoo Kang
In this paper, we present a second-order accurate finite-difference method for solving convectiondiffusion equations with interfacial jumps on a moving interface. The proposed meth…