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English(EN) TreeSRNF: Square-Root Normal Fields for Generative Modelling of the Geometric and Structural Variability in Tree-like 3D Objects

新的TreeSRNF框架对3D树形进行建模和生成

作者 PulseAugur 编辑部 · [2 个来源] ·

研究人员开发了一个名为TreeSRNF的新数学框架，用于生成3D树状对象的模型。该方法能够准确捕捉植物等对象的几何形状和分支结构。通过将这些对象视为一个具有特殊度量的全新黎曼树形空间中的点，该框架允许将变形分析为轨迹，并能够计算不同树形之间的对应关系和测地线路径。该系统还可以通过从学习到的概率分布中采样来生成新颖的树形对象，在真实和合成植物数据上均优于现有的最先进方法。 AI

影响 该框架有望在复杂3D对象创建领域推动生成式AI的能力，特别是在植物学和计算机图形学等领域。

排序理由 该集群包含一篇详细介绍用于3D对象的新生成建模框架的学术论文。

在 arXiv cs.CV 阅读 →

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新的TreeSRNF框架对3D树形进行建模和生成

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报道来源 [2]

  1. arXiv cs.CV TIER_1 English(EN) · Tahmina Khanam, Hamid Laga, Mohammed Bennamoun, Guanjin Wang, Ferdous Sohel, Farid Boussaid, Anuj Srivastava ·

    TreeSRNF：用于生成树状3D对象几何和结构变异建模的平方根归一化场

    arXiv:2607.13456v1 Announce Type: new Abstract: We introduce a novel mathematical framework for analyzing and generating complex tree-shaped 3D objects, such as botanical trees and plants, which deform both in their 3D geometry and branching structure. Unlike previous works, whic…

  2. arXiv cs.CV TIER_1 English(EN) · Anuj Srivastava ·

    TreeSRNF：用于生成树状3D对象几何和结构变异性的平方根归一化场

    We introduce a novel mathematical framework for analyzing and generating complex tree-shaped 3D objects, such as botanical trees and plants, which deform both in their 3D geometry and branching structure. Unlike previous works, which either consider only the skeletal structure of…

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