结构精雕细琢,建筑网格简化

IF 7.5 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
Zepeng Hou , Fan Zhang , Wenxuan Liu , Yunlong Gao , Xuan Wang , Xianfeng Huang
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引用次数: 0

摘要

三维建筑模型在智能城市和环境评估等领域得到了广泛的应用。然而,建筑模型复杂的几何结构和拓扑关系对渲染和空间分析等应用提出了重大挑战。现有方法依赖于基于局部几何的简化方法,对结构信息的利用不足,难以同时保持几何结构的保真度和拓扑有效性。本文首先提出了一种通过结构雕刻来简化人工建筑网格的新方法。首先分析平面基元的空间关系,构造属性连通图。然后对图进行分解,并根据各种连接关系提取结构。最后,采用视觉船体算法生成视觉网格,通过结构雕刻和网格简化,将视觉网格简化为低多边形网格。结构雕刻提出了一种由深度损失驱动的结构选择、结构原语生成和迭代雕刻的新框架。在各种建筑模型上的实验表明,我们的方法生成的轻质网格具有水密性、准确性和高几何相似性,优于其他最先进的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A structure carved building mesh simplification
Three-dimensional building models are extensively utilized in domains such as smart cities and environmental assessments. However, the complex geometric structures and topological relationships of building models present significant challenges for applications such as rendering and spatial analysis. Existing methods rely on local geometry-based simplification approaches while underutilizing structural information, making it difficult to preserve both geometric structure fidelity and topological validity. This paper first proposes a novel approach to simplify man-made building meshes through structure carving. Initially, the spatial relationships of planar primitives are analyzed to construct an attribute-connected graph. The graph is then decomposed, and structures are extracted based on various connected relationships. Finally, the visual hull algorithm is employed to generate the visual mesh, which is subsequently simplified into a low-poly mesh through structure carving and mesh simplification. Structure carving introduces a novel framework comprising structure selection, structure primitives generation, and iterative carving, driven by depth loss. Experiments on various building models show that our method generates lightweight meshes that are watertight, accurate, and exhibit high geometric similarity, outperforming other state-of-the-art methods.
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来源期刊
Expert Systems with Applications
Expert Systems with Applications 工程技术-工程:电子与电气
CiteScore
13.80
自引率
10.60%
发文量
2045
审稿时长
8.7 months
期刊介绍: Expert Systems With Applications is an international journal dedicated to the exchange of information on expert and intelligent systems used globally in industry, government, and universities. The journal emphasizes original papers covering the design, development, testing, implementation, and management of these systems, offering practical guidelines. It spans various sectors such as finance, engineering, marketing, law, project management, information management, medicine, and more. The journal also welcomes papers on multi-agent systems, knowledge management, neural networks, knowledge discovery, data mining, and other related areas, excluding applications to military/defense systems.
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