Extensions/ComfyUI-NeurCADRecon
ComfyUI Extension

ComfyUI-NeurCADRecon

NeurCADRecon: Neural Implicit CAD Reconstruction - Originally from ComfyUI-CADabra

By PozzettiAndrea-archive·Created 8 months ago·Updated 6 months ago· 0
PozzettiAndrea/ComfyUI-NeurCADRecon
Nodes4
On cloudLocal install
CategoryNeurCADRecon
Stars0
Updated6 months ago

Nodes (4)

Load NeurCADRecon Model

The 'load model' node that loads nothing

NeurCADRecon
NeurCADRecon Inference

Turn the trained SDF back into a mesh you can actually use

NeurCADRecon
NeurCADRecon Load Checkpoint

Skip the retraining — load a saved .pth and go

NeurCADRecon
NeurCADRecon Train

5–15 minutes of patience

NeurCADRecon
Readme

Work in Progress! This node is not finished.

ComfyUI-NeurCADRecon

Neural implicit CAD reconstruction with Morse loss.

Originally from ComfyUI-CADabra

Paper

NeurCADRecon: Neural Representation for Reconstructing CAD Surfaces (SIGGRAPH 2024)

Installation

Via ComfyUI Manager

Search for "NeurCADRecon" in ComfyUI Manager

Manual Installation

cd ComfyUI/custom_nodes
git clone https://github.com/PozzettiAndrea/ComfyUI-NeurCADRecon
pip install -r ComfyUI-NeurCADRecon/requirements.txt

Nodes

  • LoadNeurCADReconModel - Initialize neural implicit model
  • NeurCADReconTrain - Train model on point cloud
  • NeurCADReconInference - Extract mesh from trained model
  • NeurCADReconLoadCheckpoint - Load trained checkpoint

Requirements

  • torch>=2.0.0
  • numpy>=1.24.0
  • trimesh>=3.20.0
  • scipy>=1.11.0
  • PyMCubes>=0.1.4

Community

Questions or feature requests? Open a Discussion on GitHub.

Join the Comfy3D Discord for help, updates, and chat about 3D workflows in ComfyUI.

Credits

License

GPL-3.0