Generative 3D Object Classification on Objaverse
93.7ASR (%)Vision Attack
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Vision AttackModel=GPT4Point-2.7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 93.7 | 2.3 | 0.0403 | 0.0698 | |
| Vision AttackModel=PointLLM-7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 91.4 | 2.02 | 0.0181 | 0.0316 | |
| Caption AttackModel=GPT4Point-2.7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 78.2 | 2.01 | 0.0212 | 0.0557 | |
| Caption AttackModel=PointLLM-7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 69.7 | 1.76 | 0.01 | 0.0396 | |
| Caption AttackModel=GPT4Point-2.7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 20.8 | 3.43 | 0.0576 | 0.2019 | |
| Vision AttackModel=GPT4Point-2.7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 20 | 3.03 | 0.0483 | 0.1937 | |
| Vision AttackModel=PointLLM-7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 15.5 | 4 | 0.0603 | 0.2318 | |
| Caption AttackModel=PointLLM-7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 13.4 | 5.05 | 0.1375 | 0.3117 |