Point Cloud Quality Assessment on SJTU-PCQA Type 4 downsampling & color noise
0.9571SRCC3DTA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| 3DTAAdaptation=NoAdapt2026.02 | 0.9571 | 0.9568 | |
| DirAdaptBackbone=3DTA2026.02 | 0.9548 | 0.9663 | |
| UPDABackbone=3DTA2026.02 | 0.9531 | 0.9623 | |
| UPDABackbone=GMS-3DQA2026.02 | 0.9499 | 0.9493 | |
| UPDABackbone=MM-PCQA2026.02 | 0.9423 | 0.9501 | |
| MM-PCQAAdaptation=NoAdapt2026.02 | 0.9365 | 0.9422 | |
| DirAdaptBackbone=MM-PCQA2026.02 | 0.9363 | 0.9532 | |
| DirAdaptBackbone=GMS-3DQA2026.02 | 0.9356 | 0.9583 | |
| GMS-3DQAAdaptation=NoAdapt2026.02 | 0.9256 | 0.9005 | |
| IT-PCQAAdaptation=UDA2026.02 | 0.8856 | 0.8923 | |
| PQA-NetAdaptation=NoAdapt2026.02 | 0.5623 | 0.5213 |