o-messai / 3D-PCQA

Activating Frequency and ViT For 3D Point Cloud Quality Assessment Without Reference

Activating Frequency and ViT for 3D Point Cloud Quality Assessment Without Reference. IEEE ICIP 2023 Conference.

3D-PCQA

This is the implemntation for the paper above. Link to pdf: https://arxiv.org/abs/2312.05972

https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10328373

Run example for test:

python test.py /path/to/host/model_weights.pt /path/to/host/dataset/

Requirements

• einops
  
• numpy
  
• pyntcloud
  
• pyYAML
  
• scikit-learn
  
• pytorch
  

Citation

        @proceeding{messai2023-mesh3d,
        title={Activating Frequency and VIT for 3D Point Cloud Quality Assessment Without Reference},
        author={Messai, Oussama and Bentamou, Abdelouahid and Zein-Eddine, Abbass and Gavet, Yann},
        conference={ICIPCW2023},
        year={2023},
        publisher={IEEE},
        doi={10.1109/ICIPC59416.2023.10328373}}