3D Parametric Wireframe Extraction Based on Distance Fields
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Abstract (arXiv)
We present a pipeline for parametric wireframe extraction from densely sampled point clouds. Our approach processes a scalar distance field that represents proximity to the nearest sharp feature curve. In intermediate stages, it detects corners, constructs curve segmentation, and builds a topological graph fitted to the wireframe. As an output, we produce parametric spline curves that can be edited and sampled arbitrarily. We evaluate our method on 50 complex 3D shapes and compare it to the novel deep learning-based technique, demonstrating superior quality.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 10 of its 28 references that are in the map. First posted on arXiv 13 Jul 2021.
Builds on
10 of 28 references.
References · 10
- 2015ShapeNet: An Information-Rich 3D Model Repositorycited by 2,880
- 2019Deep Learning for 3D Point Clouds: A Surveycited by 557
- 2018ABC: A Big CAD Model Dataset For Geometric Deep Learningcited by 339
- 2018EC-Net: an Edge-aware Point set Consolidation Networkcited by 84
- 2019End-to-End Wireframe Parsingcited by 72
- 2020PIE-NET: Parametric Inference of Point Cloud Edgescited by 67
- 2019Learning to Reconstruct 3D Manhattan Wireframes from a Single Imagecited by 35
- 2021PC2WF: 3D Wireframe Reconstruction from Raw Point Cloudscited by 33
- 2020Deep Vectorization of Technical Drawingscited by 23
- 2020Geometric Attention for Prediction of Differential Properties in 3D Point Cloudscited by 2
Built on by
Citing papers per year: 2023: 2; 2024: 1; 2025: 1.
4 papers.
- 2023NerVE: Neural Volumetric Edges for Parametric Curve Extraction from Point Cloudcited by 22
- 2023SepicNet: Sharp Edges Recovery by Parametric Inference of Curves in 3D Shapescited by 13
- 2024Generating 3D House Wireframes with Semanticscited by 8
- 2025CLR-Wire: Towards Continuous Latent Representations for 3D Curve Wireframe Generationcited by 7
- 2025CLR-Wire: Towards Continuous Latent Representations for 3D Curve Wireframe Generation27 Apr 2025
- 2024Generating 3D House Wireframes with Semantics17 Jul 2024
- 2023SepicNet: Sharp Edges Recovery by Parametric Inference of Curves in 3D Shapes13 Apr 2023
- 2023NerVE: Neural Volumetric Edges for Parametric Curve Extraction from Point Cloud29 Mar 2023