Point Cloud Quality Assessment on WPC
0.931PLCCMS-ISSM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MS-ISSM2026.01 | 0.931 | 0.935 | 0.774 | 0.203 | |
| MM-PCQAType=NR, Modal=P+I2022.09 | 0.8556 | 0.8414 | 0.6513 | 12.3506 | |
| PHM2026.01 | 0.813 | 0.849 | 0.66 | 0.238 | |
| TCDM2026.01 | 0.795 | 0.807 | 0.61 | 0.211 | |
| PCQMReference Mode=FR, Method Type=Model-based2021.07 | 0.7499 | 0.7434 | 0.5601 | 15.1639 | |
| PCQMType=FR, Modal=P2022.09 | 0.7499 | 0.7434 | 0.5601 | 15.1639 | |
| PCQMReference Type=Full-reference2021.12 | 0.74 | 0.75 | — | — | |
| GraphSIMReference Type=Full-reference2021.12 | 0.74 | 0.75 | — | — | |
| ResSCNNType=NR, Modal=P2022.09 | 0.72 | 0.75 | — | — | |
| PQA-netType=NR, Modal=I2022.09 | 0.7122 | 0.7026 | 0.4939 | 15.0812 | |
| PQA-NetReference Mode=NR, Method Type=Image-based2021.07 | 0.7 | 0.69 | 0.51 | 15.18 | |
| MS-PSSIM2026.01 | 0.658 | 0.655 | 0.478 | 0.224 | |
| NR-3DQAReference Mode=NR, Method Type=Model-based2021.07 | 0.6514 | 0.6479 | 0.4417 | 16.5716 | |
| 3D-NSSType=NR, Modal=P2022.09 | 0.6514 | 0.6479 | 0.4417 | 16.5716 | |
| M-p2plReference Type=Full-reference2021.12 | 0.63 | 0.59 | — | — | |
| GraphSIMReference Mode=FR, Method Type=Model-based2021.07 | 0.6163 | 0.5831 | 0.4194 | 17.1939 | |
| GraphSIMType=FR, Modal=P2022.09 | 0.6163 | 0.5831 | 0.4194 | 17.1939 | |
| MS-GraphSIM2026.01 | 0.614 | 0.581 | 0.453 | 0.224 | |
| M-p2poReference Type=Full-reference2021.12 | 0.61 | 0.58 | — | — | |
| GraphSIM2026.01 | 0.597 | 0.556 | 0.412 | 0.223 | |
| H-p2plReference Type=Full-reference2021.12 | 0.55 | 0.48 | — | — | |
| IT-PCQAReference Type=No-reference, Training Source=TID20132021.12 | 0.55 | 0.54 | — | — | |
| PSNR-yuvType=FR, Modal=P2022.09 | 0.5304 | 0.4493 | 0.3198 | 19.3119 | |
| H-p2poReference Type=Full-reference2021.12 | 0.51 | 0.46 | — | — | |
| PSSIM2026.01 | 0.497 | 0.424 | 0.3 | 0.227 | |
| SSIMReference Mode=FR, Method Type=Image-based2021.07 | 0.4944 | 0.3878 | 0.3234 | 15.7749 | |
| PSNRReference Mode=FR, Method Type=Image-based2021.07 | 0.4872 | 0.4235 | 0.308 | 15.8133 | |
| MSE-p2poType=FR, Modal=P2022.09 | 0.4852 | 0.4558 | 0.3182 | 19.8943 | |
| PointSSIMReference Mode=FR, Method Type=Model-based2021.07 | 0.4667 | 0.4542 | 0.3278 | 20.2733 | |
| PointSSIMType=FR, Modal=P2022.09 | 0.4667 | 0.4542 | 0.3278 | 20.2733 | |
| PSNRYUVReference Type=Full-reference2021.12 | 0.46 | 0.47 | — | — | |
| BRISQUEReference Mode=NR, Method Type=Image-based2021.07 | 0.4176 | 0.3781 | 0.2444 | 22.5414 | |
| HD-p2poType=FR, Modal=P2022.09 | 0.3972 | 0.2786 | 0.1943 | 20.899 | |
| NIQEReference Mode=NR, Method Type=Image-based2021.07 | 0.3957 | 0.3887 | 0.2551 | 22.5502 | |
| PCMRRReference Mode=RR, Method Type=Model-based2021.07 | 0.3433 | 0.3097 | 0.2082 | 21.5302 | |
| PSNR-p2p2026.01 | 0.318 | 0.297 | 0.202 | 0.448 | |
| BRISQUEType=NR, Modal=I2022.09 | 0.3155 | 0.2614 | 0.2088 | 21.1736 | |
| IT-PCQAReference Type=No-reference, Training Source=LIVE2021.12 | 0.31 | 0.28 | — | — | |
| PCQM2026.01 | 0.31 | 0.378 | 0.306 | 0.241 | |
| HD-p2plType=FR, Modal=P2022.09 | 0.2753 | 0.2827 | 0.1696 | 21.9893 | |
| PSNR-YUV2026.01 | 0.274 | 0.26 | 0.177 | 0.353 | |
| MSE-p2plType=FR, Modal=P2022.09 | 0.2695 | 0.3281 | 0.2249 | 22.8226 | |
| PSNR-p2pl2026.01 | 0.25 | 0.229 | 0.159 | 0.457 | |
| FRSVR2026.01 | 0.243 | 0.274 | 0.175 | 0.276 | |
| PointNet-PCQAReference Type=No-reference2021.12 | 0.23 | 0.28 | — | — | |
| NIQEType=NR, Modal=I2022.09 | 0.2225 | 0.1136 | 0.0953 | 23.1415 | |
| SparseNet-PCQAReference Type=No-reference2021.12 | 0.16 | 0.24 | — | — | |
| IL-NIQEType=NR, Modal=I2022.09 | 0.1422 | 0.0913 | 0.0853 | 24.0133 |