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Caption and VQA degradation on Qwen2.5-VL cases
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16.854
Raw Attack
Thermal drift
16.324
19.9015
23.479
27.0565
Jul 7, 2026
Raw Attack
MAE
SSIM
Attack/MAE Ratio
Updated 17d ago
Evaluation Results
Method
Method
Links
Raw Attack
MAE
SSIM
Attack/MAE Ratio
Thermal drift
2026.07
16.854
0.075
0.788
223.825
AirflowAttack (Ours)
2026.07
18
0.017
0.891
1,073.489
IR stripe
2026.07
21.375
0.075
0.714
284.575
Hot/cold block
2026.07
23.209
0.085
0.748
273.726
Thermal turbulence
2026.07
30.104
0.042
0.804
718.355
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