Caption and VQA degradation on Qwen2.5-VL cases
16.854Raw AttackThermal drift
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Thermal drift2026.07 | 16.854 | 0.075 | 0.788 | 223.825 | |
| AirflowAttack (Ours)2026.07 | 18 | 0.017 | 0.891 | 1,073.489 | |
| IR stripe2026.07 | 21.375 | 0.075 | 0.714 | 284.575 | |
| Hot/cold block2026.07 | 23.209 | 0.085 | 0.748 | 273.726 | |
| Thermal turbulence2026.07 | 30.104 | 0.042 | 0.804 | 718.355 |