Point Cloud Quality Assessment on LS-PCQA (test)
0.7PLCCMPED
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MPEDReference Type=Full-reference2020.12 | 0.7 | 0.67 | — | |
| MPEDReference=Full-Reference, Modality=Point Cloud2024.03 | 0.671 | 0.659 | 0.138 | |
| CoPAReference=No-Reference, Modality=Point Cloud, Fine-tuned=true2024.03 | 0.636 | 0.613 | 0.161 | |
| COPAModality=Image, Reference=No-Reference2024.11 | 0.636 | 0.621 | 0.161 | |
| DisPAModality=Image, Reference=No-Reference2024.11 | 0.631 | 0.625 | 0.16 | |
| PSNRyuvReference Type=Full-reference2020.12 | 0.63 | 0.62 | — | |
| ResSCNNReference=No-Reference, Modality=Point Cloud2024.03 | 0.624 | 0.594 | 0.172 | |
| ResSCNNModality=Point Cloud, Reference=No-Reference2024.11 | 0.624 | 0.594 | 0.172 | |
| GPA-NetReference=No-Reference, Modality=Point Cloud2024.03 | 0.619 | 0.592 | 0.186 | |
| GPA-NetModality=Point Cloud, Reference=No-Reference2024.11 | 0.619 | 0.592 | 0.186 | |
| M-p2poReference Type=Full-reference2020.12 | 0.61 | 0.3 | — | |
| H-PSNRyuvReference Type=Full-reference2020.12 | 0.6 | 0.57 | — | |
| ResSCNNReference Type=No-reference2020.12 | 0.6 | 0.62 | — | |
| MM-PCQAReference=No-Reference, Modality=Point Cloud and Image2024.03 | 0.597 | 0.581 | 0.189 | |
| MM-PCQAModality=Point Cloud + Image, Reference=No-Reference2024.11 | 0.597 | 0.581 | 0.189 | |
| PQA-NetReference=No-Reference, Modality=Point Cloud2024.03 | 0.592 | 0.588 | 0.202 | |
| PQA-NetModality=Image, Reference=No-Reference2024.11 | 0.592 | 0.588 | 0.202 | |
| M-p2plReference Type=Full-reference2020.12 | 0.59 | 0.29 | — | |
| PQA-NetReference Type=No-reference2020.12 | 0.56 | 0.52 | — | |
| PSNR-yuvReference=Full-Reference, Modality=Point Cloud2024.03 | 0.547 | 0.548 | 0.155 | |
| PSNR-yuvModality=Point Cloud, Reference=Full-Reference2024.11 | 0.547 | 0.548 | 0.155 | |
| H-p2plReference Type=Full-reference2020.12 | 0.53 | 0.26 | — | |
| MSE-p2poReference=Full-Reference, Modality=Point Cloud2024.03 | 0.528 | 0.325 | 0.158 | |
| MSE-p2poModality=Point Cloud, Reference=Full-Reference2024.11 | 0.528 | 0.325 | 0.158 | |
| H-p2poReference Type=Full-reference2020.12 | 0.52 | 0.26 | — | |
| IT-PCQAReference Type=No-reference2020.12 | 0.51 | 0.53 | — | |
| PCQMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.51 | 0.439 | 0.152 | |
| PCQMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.51 | 0.439 | 0.152 | |
| MSE-p2plReference=Full-Reference, Modality=Point Cloud2024.03 | 0.498 | 0.311 | 0.16 | |
| MSE-p2plModality=Point Cloud, Reference=Full-Reference2024.11 | 0.498 | 0.311 | 0.16 | |
| HD-p2poReference=Full-Reference, Modality=Point Cloud2024.03 | 0.488 | 0.291 | 0.163 | |
| HD-p2poModality=Point Cloud, Reference=Full-Reference2024.11 | 0.488 | 0.291 | 0.163 | |
| HD-p2plReference=Full-Reference, Modality=Point Cloud2024.03 | 0.478 | 0.291 | 0.163 | |
| HD-p2plModality=Point Cloud, Reference=Full-Reference2024.11 | 0.478 | 0.291 | 0.163 | |
| GraphSIMReference Type=Full-reference2020.12 | 0.43 | 0.46 | — | |
| PCQMReference Type=Full-reference2020.12 | 0.4 | 0.54 | — | |
| MS-GraphSIMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.348 | 0.389 | 0.174 | |
| MS-GraphSIMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.348 | 0.389 | 0.174 | |
| IT-PCQAReference=No-Reference, Modality=Image2024.03 | 0.347 | 0.326 | 0.224 | |
| IT-PCQAModality=Image, Reference=No-Reference2024.11 | 0.347 | 0.326 | 0.224 | |
| GraphSIMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.281 | 0.32 | 0.178 | |
| GraphSIMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.281 | 0.32 | 0.178 | |
| PointSSIMReference=Full-Reference, Modality=Point Cloud2024.03 | 0.178 | 0.18 | 0.183 | |
| PointSSIMModality=Point Cloud, Reference=Full-Reference2024.11 | 0.178 | 0.18 | 0.183 |