It's Raining Cats or Dogs? Adversarial Rain Attack on DNN Perception

Liming Zhai
Liming Zhai
Qing Guo
Qing Guo
Shengchao Qin
Shengchao Qin
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Abstract:

Rain is a common phenomenon in nature and an essential factor for many deep neural network (DNN) based perception systems. Rain can often post inevitable threats that must be carefully addressed especially in the context of safety and security-sensitive scenarios (e.g., autonomous driving). Therefore, a comprehensive investigation of th...More

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