Novel View Synthesis on DL3DV (CLIP/DINO Evaluation)
22.21PSNRDepthSplat
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DepthSplatAttack=None2026.03 | 22.21 | 0.785 | 0.165 | 0.963 | 0.909 | |
| DepthSplatVictim Models=DepthSplat, Attack Status=None2026.03 | 22.21 | 0.785 | 0.165 | 0.963 | 0.909 | |
| NoPoSplatAttack=None2026.03 | 21.91 | 0.745 | 0.173 | 0.96 | 0.903 | |
| NoPoSplatVictim Models=NoPoSplat, Attack Status=None2026.03 | 21.91 | 0.745 | 0.173 | 0.96 | 0.903 | |
| AdvSplatVictim Model=NoPoSplat, Attack Variant=Gradient-based (GB)2026.03 | 19.8 | 0.582 | 0.338 | 0.886 | 0.819 | |
| AnySplatAttack=None2026.03 | 19.34 | 0.639 | 0.285 | 0.95 | 0.923 | |
| AnySplatVictim Models=AnySplat, Attack Status=None2026.03 | 19.34 | 0.639 | 0.285 | 0.95 | 0.923 | |
| AdvSplatVictim Model=AnySplat, Attack Variant=Gradient-free (GF)2026.03 | 17.52 | 0.497 | 0.481 | 0.876 | 0.839 | |
| AdvSplatVictim Model=NoPoSplat, Attack Variant=Gradient-free (GF)2026.03 | 17.17 | 0.425 | 0.439 | 0.858 | 0.722 | |
| AdvSplatVictim Model=DepthSplat, Attack Variant=Gradient-free (GF)2026.03 | 16.59 | 0.588 | 0.396 | 0.851 | 0.798 | |
| AdvSplatVictim Model=AnySplat, Attack Variant=Gradient-based (GB)2026.03 | 15.47 | 0.467 | 0.502 | 0.867 | 0.815 | |
| AnySplatVictim Models=AnySplat, Attack Status=White-box attack (AdvSplat)2026.03 | 14.43 | 0.427 | 0.523 | 0.86 | 0.849 | |
| AdvSplatVictim Model=DepthSplat, Attack Variant=Gradient-based (GB)2026.03 | 14.38 | 0.546 | 0.448 | 0.837 | 0.738 | |
| NoPoSplatVictim Models=NoPoSplat, Attack Status=White-box attack (AdvSplat)2026.03 | 11.44 | 0.249 | 0.634 | 0.787 | 0.527 | |
| DepthSplatVictim Models=DepthSplat, Attack Status=White-box attack (AdvSplat)2026.03 | 6.54 | 0.202 | 0.625 | 0.665 | 0.205 |