Point Cloud Quality Assessment on SJTU-PCQA Type 3 (downsampling)
0.9207SRCCUPDA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UPDABackbone=3DTA2026.02 | 0.9207 | 0.9498 | |
| DirAdaptBackbone=3DTA2026.02 | 0.9105 | 0.9564 | |
| 3DTAAdaptation=NoAdapt2026.02 | 0.9097 | 0.9458 | |
| UPDABackbone=GMS-3DQA2026.02 | 0.7452 | 0.8419 | |
| MM-PCQAAdaptation=NoAdapt2026.02 | 0.7266 | 0.8401 | |
| DirAdaptBackbone=MM-PCQA2026.02 | 0.7012 | 0.8019 | |
| IT-PCQAAdaptation=UDA2026.02 | 0.6893 | 0.7001 | |
| DirAdaptBackbone=GMS-3DQA2026.02 | 0.6519 | 0.6782 | |
| GMS-3DQAAdaptation=NoAdapt2026.02 | 0.6421 | 0.6886 | |
| UPDABackbone=MM-PCQA2026.02 | 0.593 | 0.7182 | |
| PQA-NetAdaptation=NoAdapt2026.02 | 0.3745 | 0.4012 |