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The codes for RFNet: Recurrent Forward Network for Dense Point Cloud Completion

Python 31.32% Makefile 0.88% C++ 39.28% Cuda 25.68% Shell 2.85%

rfnet's Introduction

RFNet

The codes for RFNet: Recurrent Forward Network for Dense Point Cloud Completion

Environment

  • TensorFlow 1.13.1
  • Cuda 10.0
  • Python 3.6.9
  • lmdb 0.98
  • tensorpack 0.10.1
  • numpy 1.14.5

Dataset

The dataset can be found in PCN.

Usage

  1. Compile
cd ./tf_ops
bash compile.sh
  1. Train
Python3 vv_recon.py

Note that the paths of training data(trainpath) and validation data(valpath) should be edited according to your setting.

  1. Test
Python3 recon_test.py

The paths of test data(data_dir) and lists(list_path) should be edited before testing.

Citation

If you find our work useful for your research, please cite:

@inproceedings{huang2021rfnet,
  title={RFNet: Recurrent Forward Network for Dense Point Cloud Completion},
  author={Huang, Tianxin and Zou, Hao and Cui, Jinhao and Yang, Xuemeng and Wang, Mengmeng and Zhao, Xiangrui and Zhang, Jiangning and Yuan, Yi and Xu, Yifan and Liu, Yong},
  booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
  pages={12508--12517},
  year={2021}
}

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Contributors

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