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skeletonmerger's Introduction

Skeleton Merger

Skeleton Merger, an Unsupervised Aligned Keypoint Detector. The paper is available at https://arxiv.org/abs/2103.10814.

Intro pic

A map of the repository

  • The merger/pointnetpp folder contains the Pytorch Implementation of PointNet and PointNet++ repository with some minor changes. It is adapted to make compatible relative imports.
  • The merger/composed_chamfer.py file contains an efficient implementation of proposed Composite Chamfer Distance (CCD).
  • The merger/data_flower.py file is for data loading and preprocessing.
  • The merger/merger_net.py file contains the Skeleton Merger implementation.
  • The root folder contains several scripts for training and testing.

Usage of script files

Usage of the script files, together with a brief description of data format, are available through the -h command line option.

Dataset

The ShapeNetCore.v2 dataset used in the paper is available from the Point Cloud Datasets repository.

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