mlsanityData to 14 Oct 2026

Fabrication-Aware Reverse Engineering for Carpentry

arXiv 2107.09965 ↗First posted 21 Jul 2021cs.CV cs.GRcited by 1

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Abstract (arXiv)

We propose a novel method to generate fabrication blueprints from images of carpentered items. While 3D reconstruction from images is a well-studied problem, typical approaches produce representations that are ill-suited for computer-aided design and fabrication applications. Our key insight is that fabrication processes define and constrain the design space for carpentered objects, and can be leveraged to develop novel reconstruction methods. Our method makes use of domain-specific constraints to recover not just valid geometry, but a semantically valid assembly of parts, using a combination of image-based and geometric optimization techniques. We demonstrate our method on a variety of wooden objects and furniture, and show that we can automatically obtain designs that are both easy to edit and accurate recreations of the ground truth. We further illustrate how our method can be used to fabricate a physical replica of the captured object as well as a customized version, which can be produced by directly editing the reconstructed model in CAD software.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 11 of its 59 references that are in the map. First posted on arXiv 21 Jul 2021.

Builds on

11 of 59 references.

References · 11

  1. 2016Learning Shape Abstractions by Assembling Volumetric Primitivescited by 181
  2. 2018Scan2CAD: Learning CAD Model Alignment in RGB-D Scanscited by 142
  3. 2018Supervised Fitting of Geometric Primitives to 3D Point Cloudscited by 91
  4. 2019Learning to Infer and Execute 3D Shape Programscited by 68
  5. 2018Im2Struct: Recovering 3D Shape Structure from a Single RGB Imagecited by 55
  6. 2019Deep Parametric Shape Predictions using Distance Fieldscited by 30
  7. 2020Deformation-Aware 3D Model Embedding and Retrievalcited by 30
  8. 2020ShapeAssembly: Learning to Generate Programs for 3D Shape Structure Synthesiscited by 19
  9. 2018Parsing Geometry Using Structure-Aware Shape Templatescited by 16
  10. 2016Towards Zero-Waste Furniture Designcited by 3
  11. 2019Surface2Volume: Surface Segmentation Conforming Assemblable Volumetric Partitioncited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.