SOV-CAD: Stepwise Orthographic Views Guided CAD Modeling Sequence Reconstruction
Quick summary
arXiv:2607.04119v2 Announce Type: replace-cross Abstract: Reconstructing Computer-Aided Design (CAD) modeling sequences from images is crucial for preserving design intent and supporting parametric editing. However, existing methods typically generate full CAD sequences holistically, overlooking the iterative, feedback-driven nature of human design workflows. We address this limitation by introducing the rich stepwise visual supervision: at each modeling step, the system observes the target's orthographic projections, the projections of the incrementally constructed model, and the active sketc
Key takeaways
- arXiv:2607.04119v2 Announce Type: replace-cross Abstract: Reconstructing Computer-Aided Design (CAD) modeling sequences from images is crucial for preserving design intent and supporting parametric editing.
- However, existing methods typically generate full CAD sequences holistically, overlooking the iterative, feedback-driven nature of human design workflows.
- We address this limitation by introducing the rich stepwise visual supervision: at each modeling step, the system observes the target's orthographic projections, the projections of the incrementally constructed model, and the active sketc
Why it matters
“SOV-CAD: Stepwise Orthographic Views Guided CAD Modeling Sequence Reconstruction” should be evaluated beyond branding and benchmark scores. Its practical importance will emerge in task accuracy, latency, unit cost, safety and integration with real workflows.

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