Point Set Generation Network

Point Set Generation Network

@inproceedings{fan2017point,
  title={A point set generation network for 3d object reconstruction from a
         single image},
  author={Fan, Haoqiang and Su, Hao and Guibas, Leonidas J},
  booktitle={Proceedings of the IEEE conference on computer vision and pattern
             recognition},
  pages={605--613},
  year={2017}
}
  • Input:

    1. Image
    2. Segmentation
  • Output:

    • fixed number of points
  • Method:

    1. 2D CNN for encoding the image
    2. MLP for point set generation
    3. Chamfer Distance loss
Calendar October 22, 2023