Point Cloud Quality Assessment on SJTU-PCQA (test)
0.915PLCCMPED
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MPEDReference=Full-Reference, Modality=Point Cloud2024.03 | 0.915 | 0.898 | 0.096 | |
| MS-GraphSIMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.914 | 0.888 | 0.096 | |
| CoPAReference=No-Reference, Modality=Point Cloud, Fine-tuned=true2024.03 | 0.913 | 0.897 | 0.092 | |
| GraphSIMReference Type=Full-reference2020.12 | 0.91 | 0.89 | — | |
| GraphSIMReference Type=Full-reference2021.12 | 0.91 | 0.89 | — | |
| MM-PCQAReference=No-Reference, Modality=Point Cloud and Image2024.03 | 0.898 | 0.876 | 0.109 | |
| GPA-NetReference=No-Reference, Modality=Point Cloud2024.03 | 0.886 | 0.878 | 0.122 | |
| PCQMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.883 | 0.864 | 0.112 | |
| M-p2poReference Type=Full-reference2020.12 | 0.88 | 0.78 | — | |
| M-p2poReference Type=Full-reference2021.12 | 0.88 | 0.78 | — | |
| GraphSIMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.874 | 0.856 | 0.114 | |
| ResSCNNReference=No-Reference, Modality=Point Cloud2024.03 | 0.863 | 0.834 | 0.153 | |
| ResSCNNReference Type=No-reference2020.12 | 0.86 | 0.81 | — | |
| MSE-p2poReference=Full-Reference, Modality=Point Cloud2024.03 | 0.845 | 0.783 | 0.122 | |
| PCQMReference Type=Full-reference2020.12 | 0.84 | 0.83 | — | |
| PCQMReference Type=Full-reference2021.12 | 0.84 | 0.83 | — | |
| MSE-p2plReference=Full-Reference, Modality=Point Cloud2024.03 | 0.779 | 0.703 | 0.149 | |
| MM-PCQATraining dataset=WPC2022.09 | 0.7779 | 0.7693 | — | |
| M-p2plReference Type=Full-reference2020.12 | 0.77 | 0.63 | — | |
| M-p2plReference Type=Full-reference2021.12 | 0.77 | 0.63 | — | |
| HD-p2poReference=Full-Reference, Modality=Point Cloud2024.03 | 0.748 | 0.681 | 0.156 | |
| PointSSIMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.747 | 0.735 | 0.157 | |
| PSNR-yuvReference=Full-Reference, Modality=Point Cloud2024.03 | 0.715 | 0.704 | 0.165 | |
| PQA-NetReference=No-Reference, Modality=Point Cloud2024.03 | 0.687 | 0.659 | 0.172 | |
| HD-p2plReference=Full-Reference, Modality=Point Cloud2024.03 | 0.661 | 0.617 | 0.177 | |
| H-p2plReference Type=Full-reference2020.12 | 0.65 | 0.62 | — | |
| PSNRyuvReference Type=Full-reference2020.12 | 0.65 | 0.62 | — | |
| H-p2plReference Type=Full-reference2021.12 | 0.65 | 0.62 | — | |
| PSNRYUVReference Type=Full-reference2021.12 | 0.65 | 0.62 | — | |
| IT-PCQAReference=No-Reference, Modality=Image2024.03 | 0.629 | 0.539 | 0.218 | |
| PQA-netTraining dataset=WPC2022.09 | 0.6102 | 0.5411 | — | |
| H-p2poReference Type=Full-reference2020.12 | 0.6 | 0.58 | — | |
| H-p2poReference Type=Full-reference2021.12 | 0.6 | 0.58 | — | |
| IT-PCQAReference Type=No-reference2020.12 | 0.58 | 0.63 | — | |
| IT-PCQAReference Type=No-reference, Training Source Domain=TID2013, Backbone=H-SCNN2021.12 | 0.58 | 0.63 | — | |
| IT-PCQAReference Type=No-reference, Training Source Domain=LIVE, Backbone=H-SCNN2021.12 | 0.57 | 0.51 | — | |
| SparseNet-PCQAReference Type=No-reference2021.12 | 0.47 | 0.44 | — | |
| PointNet-PCQAReference Type=No-reference2021.12 | 0.46 | 0.44 | — | |
| H-PSNRyuvReference Type=Full-reference2020.12 | 0.43 | 0.41 | — | |
| MPEDReference Type=Full-reference2020.12 | 0.37 | 0.31 | — | |
| PQA-NetReference Type=No-reference2020.12 | 0.28 | 0.23 | — | |
| 3D-NSSTraining dataset=WPC2022.09 | 0.2344 | 0.1817 | — |