Structure-aware shape processing

Author: jogw

August undefined, 2024

http://www.vovakim.com/papers_small/14_SIGCourse_StructAware.pdf WebAug 4, 2024 · We propose a new procedure to guide training of a data-driven shape generative model using a structure-aware loss function. Complex 3D shapes often can be summarized using a coarsely defined structure …

(PDF) Structure-aware Building Mesh Polygonization - ResearchGate

WebStructure-aware shape processing goes beyond local geometry and low level processing … Webet al. 2024) where landmark-based structure priors are used for structure-aware shape generation. In (Wang et al. 2024a), 3D shapes are generated with part labeling based on GAN and then reﬁned using a pre-trained part reﬁner. Our method takes a reverse process where we ﬁrst generate parts and then their assembling transformations. starch bottle

Learning Part Generation and Assembly for Structure-aware …

WebPart analysis lies at the core of structure-aware shape processing. Extracting parts from a … WebAug 1, 2024 · We introduce StructureNet, a hierarchical graph network which (i) can directly encode shapes represented as such n-ary graphs; (ii) can be robustly trained on large and complex shape families; and (iii) can be used to generate a great diversity of realistic structured shape geometries. WebNov 28, 2024 · To summarize, this paper makes four contributions: we propose an end-to-end trainable model (GSIR) to jointly reason 3D shape interpretation and reconstruction; we develop a structure-guided 3D reconstruction algorithm; we develop a novel end-to-end trainable loss that ensures consistency between estimated structure and partially … petco in council bluffs ia

Structure-aware shape processing

Structure-aware Building Mesh Polygonization - ScienceDirect

WebA whole new line of structure-aware shape processing algorithms has emerged that base their operation on an attempt to understand such structure in shapes. The algorithms broadly consist of two key phases: an analysis phase, which extracts structural information from input data; and a (smart) processing phase, which utilizes the extracted ... http://geometry.cs.ucl.ac.uk/publications.php

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WebFigure 1: Comparison of shape only (top row) and structure-aware synthesis (bottom row). Structure-aware shape synthesis process captures structurally meaningful shape elements, such as legs of a chair. (e.g., cross entropy per voxel) without regard to preserving critical structural features. The key idea of this paper is to learn a model that syn- WebStructure-Aware Shape Processing Previous studies have recognized the value of …

WebApr 12, 2024 · Shape-aware Text-driven Layered Video Editing Yao-Chih Lee · Ji-Ze Jang · Yi-Ting Chen · Elizabeth Qiu · Jia-Bin Huang Dimensionality-Varying Diffusion Process Han Zhang · Ruili Feng · Zhantao Yang · Lianghua Huang · Yu Liu · Yifei Zhang · Yujun Shen · Deli Zhao · Jingren Zhou · Fan Cheng On Distillation of Guided Diffusion Models WebA whole new line of structure-aware shape processing algorithms has emerged that base their operation on an attempt to understand such structure in shapes with an eventual goal of linking object functions to shape geometry. The algorithms broadly consist of two key phases: an analysis phase, which extracts structural information from input data ...

WebNov 28, 2016 · structure-aware shape processing, data-dri ven approaches. are arguably becoming the dominant branch due to their the-oretical and practical advantages, availability of large shape. WebJul 27, 2014 · Structure-aware shape processing goes beyond local geometry and low …

WebStructure-aware shape processing goes beyond local geometry and low level processing …

WebOur algorithm takes as input a triangle surface mesh and a set of planar proxies detected in a pre-processing analysis step, and structured via an adjacency graph. It then performs greedy mesh decimation through a series of edge collapse, designed to approximate the local mesh geometry as well as the geometry and structure of proxies. starch bond typeWebStructure-aware shape processing goes beyond local geometry and low level processing, … starch-branching enzymeWebshape acquisition and abstraction structure-aware geometry processing MatFormer: A Generative Model for Procedural Materials Paul Guerrero, Miloš Hašan, Kalyan Sunkavalli, Radomír Měch, Tamy Boubekeur, Niloy J. Mitra SIGGRAPH 2024 [ webpage ] [ paper ] creativeAI CLIP2StyleGAN: Unsupervised Extraction of StyleGAN Edit Directions starch branching enzyme とは