CAD 모델 생성AI 및 LLM 기술 조사

이 글은 CAD 모델 생성AI 및 LLM 기술을 조사한다.

SolidGen (Autodesk)

조사를 위해 다음 키워드로 구글링, GITHUB, 논문 검색을 수행한다. 

'CAD', 'Scketch', 'LLM', 'Generative AI', 'Transformers', 'github', 'huggingface'

다음은 검색된 기술 결과를 보여준다. 

ABC: A Big CAD Model Dataset For Geometric Deep Learning : Faculty Digital Archive : NYU Libraries

BrepGen: A B-rep Generative Diffusion Model with Structured Latent Geometry

Text2CAD: Text to 3D CAD Generation via Technical Drawings

Don’t Mesh with Me: Generating Constructive Solid Geometry Instead of Meshes by Fine-Tuning a Code-Generation LLM

CAD-GPT: Synthesising CAD Construction Sequence with Spatial Reasoning-Enhanced Multimodal LLMs

SPFN: Source code for "Supervised Fitting of Geometric Primitives to 3D Point Clouds" [CVPR 2019].

Hippogriff/parsenet-codebase: Code base of ParSeNet: ECCV 2020

From 2D CAD Drawings to 3D Parametric Models: A Vision-Language Approach

Sketch-A-Shape: Zero-Shot Sketch-to-3D Shape Generation

HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided Design

Cad Recode - a Hugging Face Space by filapro (Wooden House Free 3D Model - .fbx .obj .stl - Free3D)

CadQuery/cadquery: A python parametric CAD scripting framework based on OCCT

huggingface/diffusers: 🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch and FLAX.

레퍼런스

• CAD-LLM:Large Language Model for CAD Generation
• HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided Design
• SolidGen: An Autoregressive Model for Direct B-rep
• Pytorch package to compute Chamfer distance between point sets (pointclouds).
• Sketch-A-Shape: Zero-Shot Sketch-to-3D Shape Generation
• A list of awesome Computer-Aided Design (CAD) papers
• BrepGen: [SIGGRAPH 2024] Official PyTorch Implementation of "BrepGen: A B-rep Generative Diffusion Model with Structured Latent Geometry"
• ABC: A Big CAD Model Dataset For Geometric Deep Learning : Faculty Digital Archive : NYU Libraries
• AutodeskAILab/occwl: Lightweight Pythonic wrapper around pythonocc
• Open CASCADE Technology: Introduction
• Text2CAD: Text to 3D CAD Generation via Technical Drawings
• SolidGen: An Autoregressive Model for Direct B-rep Synthesis
• CAD-GPT: Synthesising CAD Construction Sequence with Spatial Reasoning-Enhanced Multimodal LLMs
• SPFN: Source code for "Supervised Fitting of Geometric Primitives to 3D Point Clouds" [CVPR 2019]
• parsenet-codebase: Code base of ParSeNet: ECCV 2020.
• ComplexGen: Code for SIGGRAPH 2022 paper: ComplexGen: CAD Reconstruction by B-Rep Chain Complex Generation
• From 2D CAD Drawings to 3D Parametric Models: A Vision-Language Approach
• Awesome-CAD: 😎 A list of awesome Computer-Aided Design (CAD) papers
• Awesome-Sketch-Based-Applications: :books: A collection of sketch based application papers