Scratched Lenses, Shifted Depth: Passive Camera-Side Optical Attacks
The paper introduces SLASH, an attack where passive lens scratches act as hidden adversarial mechanisms. These scratches create scene-dependent optical artifacts that systematically distort depth cues when interacting with bright light sources. The attack shows that seemingly benign hardware imperfections can bias AI vision models, emphasizing the need to secure optical paths in camera systems.