AdvGAN Attack to YOLO

Challenge - SafeBench Perception Attack

Our solution is to apply AdvGAN Model to generate adversarial examples of Stop Sign for Object Detection (YOLOv5) in three attack modes:

• Targeted
• Untargeted (object label)
• Untargeted (object existence)