Point Cloud Quality Assessment on SJTU-PCQA (5-fold cross-validation)
0.908SROCCDisPA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DisPAModality=Image, Reference=No-Reference2024.11 | 0.908 | 0.919 | 0.089 | |
| COPAModality=Image, Reference=No-Reference2024.11 | 0.897 | 0.913 | 0.092 | |
| MS-GraphSIMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.888 | 0.914 | 0.096 | |
| GPA-NetModality=Point Cloud, Reference=No-Reference2024.11 | 0.878 | 0.886 | 0.122 | |
| MM-PCQAModality=Point Cloud + Image, Reference=No-Reference2024.11 | 0.876 | 0.898 | 0.109 | |
| PCQMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.864 | 0.883 | 0.112 | |
| GraphSIMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.856 | 0.874 | 0.114 | |
| ResSCNNModality=Point Cloud, Reference=No-Reference2024.11 | 0.834 | 0.863 | 0.153 | |
| MSE-p2poModality=Point Cloud, Reference=Full-Reference2024.11 | 0.783 | 0.845 | 0.122 | |
| PointSSIMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.735 | 0.747 | 0.157 | |
| PSNR-yuvModality=Point Cloud, Reference=Full-Reference2024.11 | 0.704 | 0.715 | 0.165 | |
| MSE-p2plModality=Point Cloud, Reference=Full-Reference2024.11 | 0.703 | 0.779 | 0.149 | |
| HD-p2poModality=Point Cloud, Reference=Full-Reference2024.11 | 0.681 | 0.748 | 0.156 | |
| PQA-NetModality=Image, Reference=No-Reference2024.11 | 0.659 | 0.687 | 0.172 | |
| HD-p2plModality=Point Cloud, Reference=Full-Reference2024.11 | 0.617 | 0.661 | 0.177 | |
| IT-PCQAModality=Image, Reference=No-Reference2024.11 | 0.539 | 0.629 | 0.218 |