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Code for CAVGN

Title: The Worse The Better: Content-Aware Viewpoint Generation Network for Projection-based Point Cloud Quality Assessment

Our work compared the impact of default viewpoint and optimized viewpoint on quality evaluation.

view

Architecture:

1 data:

​ We provide viewpoint projection images generated by CAVGN, which can be obtained from this link:BaiduNetdisk

2 dataloder:

​ Load the corresponding dataset, generate path document and network input: point cloud model+worst quality view label

3 model:

​ Corresponding model files are stored here.

4 trainer:

​ Training and testing functions for viewpoint generation networks

5 ViewGenerate:

​ GetXYZ.py is the file used to generate viewpoints, and we provide a pre-trained model on SJTU-PCQA for extracting tests. Specifically, after generating the viewpoint, a projection image needs to be generated using a projection method.

6 Application:

​ You can choose various projection based methods and apply them by modifying the original input orthogonal projection image to the projection generated by CAVGN.

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