Reproduce “BenDFM: A taxonomy and synthetic CAD dataset for manufacturability assessment in sheet metal bending” on OpenResearch
Turn your favorite coding agents into research agents that review literature, develop hypotheses, and run experiments.
Universal app for Apple silicon and Intel. Requires macOS 11 or later.
About this paper
Matteo Ballegeer, Dries F. Benoit
BenDFM organizes manufacturability labels by whether they depend on a machine, tool, or process setup and whether they measure feasibility or complexity. It provides 20,000 synthetic sheet-metal bending parts with CAD geometry, sequences, and labels, generated from simulated tool interactions. On BenDFM-U, UV-Net reached 81.80% accuracy and 0.896 AUC, but synthetic labels and fixed tooling limit real-world transfer.
Summary by alphaXiv.
Tip: change arxiv.org to autoarxiv.org in any arXiv abstract link to open the paper here.