3D Object Captioning (Untargeted Attack) on Objaverse
48.4AGSw/o Attack
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| w/o AttackModel=GPT4Point-2.7B2026.01 | 48.4 | 0 | 0 | 0 | — | |
| w/o AttackModel=PointLLM-7B2026.01 | 46.6 | 0 | 0 | 0 | — | |
| Caption AttackModel=PointLLM-7B2026.01 | 31.8 | 3.37 | 660 | 1,460 | 4.39 | |
| Vision AttackModel=PointLLM-7B2026.01 | 26.4 | 2.41 | 187 | 832 | 8.38 | |
| Caption AttackModel=GPT4Point-2.7B2026.01 | 11.2 | 2.67 | 226 | 880 | 13.93 | |
| Vision AttackModel=GPT4Point-2.7B2026.01 | 9.9 | 1.93 | 151 | 603 | 19.95 |