ComfyUI Extension: ComfyUI-SECADNET

Authored by PozzettiAndrea

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

Custom Nodes (0)

    README

    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

    Credits

    License

    GPL-3.0