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ASPRET (Anti-Spoofing Pattern REcognition Technology™) is the result of a research started to give answers to some issues raised in the DARPA GARD (Guaranteeing AI Robustness against Deception) program.

 

 

 

 

 

In the figure above: a CNN neural network has been trained to recognize fighter jet models. A GAN neural network was trained to generate physically feasible deception patterns for targeted black-box attacks.

 

 

 

 

 

FREE DECEPTION PATTERNS

(easy task for GAN)

 

PHYSICALLY FEASIBLE DECEPTION PATTERNS

(linear increase in complexity)

 

PHYSICALLY CONSTRAINED DECEPTION PATTERNS

(exponential increase in complexity)

 

 

 

 

 

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