Generative 3D Object Classification on ModelNet40
92.9ASR (%)Vision Attack
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Vision AttackModel=GPT4Point-2.7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 92.9 | 1.23 | 1.06 | 3 | |
| Caption AttackModel=GPT4Point-2.7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 91.7 | 1.78 | 3.06 | 12.7 | |
| Vision AttackModel=PointLLM-7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 85.4 | 1.17 | 1.81 | 6.05 | |
| Caption AttackModel=PointLLM-7B, Targeting strategy=untargeted, Dynamic Deformation Constraint strategy=true2026.01 | 82.6 | 1.67 | 3.82 | 11.9 | |
| Vision AttackModel=GPT4Point-2.7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 17.9 | 2 | 5.59 | 22.64 | |
| Caption AttackModel=GPT4Point-2.7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 17.1 | 2.09 | 6.39 | 21.19 | |
| Vision AttackModel=PointLLM-7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 14.1 | 2.19 | 6.54 | 22.49 | |
| Caption AttackModel=PointLLM-7B, Targeting strategy=targeted, Dynamic Deformation Constraint strategy=true2026.01 | 12.1 | 2.11 | 9.02 | 25.76 |