Extensions/ComfyUI-SECADNET
ComfyUI Extension

ComfyUI-SECADNET

SECAD-Net: Sketch-Extrude CAD Reconstruction - Originally from ComfyUI-CADabra

By PozzettiAndrea-archive·Created 8 months ago·Updated 6 months ago· 0
PozzettiAndrea/ComfyUI-SECADNET
Nodes5
On cloudLocal install
CategoryCADabra/SECAD-Net
Stars0
Updated6 months ago

Nodes (5)

Load SECAD-Net Model
CADabra/SECAD-Net
Mesh to Voxel
CADabra/SECAD-Net
SECAD-Net Fine-tune (Required!)
CADabra/SECAD-Net
SECAD-Net Inference (Initial)
CADabra/SECAD-Net
SECAD-Net Latent to Mesh
CADabra/SECAD-Net
Readme

Work in Progress! This node is not finished.

ComfyUI-SECADNET

Sketch-extrude CAD reconstruction from voxel representations.

Originally from ComfyUI-CADabra

Paper

SECAD-Net: Self-Supervised CAD Reconstruction by Learning Sketch-Extrude Operations

  • GitHub: https://github.com/BunnySoCrazy/SECAD-Net

Installation

Via ComfyUI Manager

Search for "SECADNET" in ComfyUI Manager

Manual Installation

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

Nodes

  • LoadSECADNetModel - Load pretrained encoder/decoder/generator
  • MeshToVoxel - Convert mesh to 64x64x64 voxel grid
  • SECADNetInference - Initial reconstruction from voxels
  • SECADNetFinetune - Per-shape optimization (200-500 epochs)
  • SECADNetLatentToMesh - Generate mesh from latent codes

Requirements

  • torch>=2.0.0
  • numpy>=1.24.0
  • trimesh>=3.20.0
  • PyMCubes>=0.1.4
  • gdown>=4.7.0

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