SDF-StyleGAN-3D / README.md
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metadata
license: other
tags:
  - Shape modeling
  - Volumetric models
datasets:
  - shapenet

Model Description

  • SDF-StyleGAN: Implicit SDF-Based StyleGAN for 3D Shape Generation
  • Zheng, Xin-Yang and Liu, Yang and Wang, Peng-Shuai and Tong, Xin, 2022

The proposed deeplearning model for 3D shape generation called signed distance field (SDF) - SDF-StyleGAN, whicH is based on StyleGAN2. The goal of this approach is to minimize the visual and geometric differences between the generated shapes and a collection of existing shapes.

Documents

Datasets

ShapeNet is a comprehensive 3D shape dataset created for research in computer graphics, computer vision, robotics and related diciplines.

How to use

Training snippets are published under the official GitHub repository above.

BibTeX Entry and Citation Info

@inproceedings{zheng2022sdfstylegan,
 title = {SDF-StyleGAN: Implicit SDF-Based StyleGAN for 3D Shape Generation},
 author = {Zheng, Xin-Yang and Liu, Yang and Wang, Peng-Shuai and Tong, Xin},
 booktitle = {Comput. Graph. Forum (SGP)},
 year = {2022},
}