Boosting transferability of physical attack against detectors by redistributing separable attention

•Proposing a method to smooth model attention and enhance attack transferability.•The smoothed attention map is separated by a scalable mask.•The method relies on reducing foreground attention and boosting that of background.•Both digital and physical attack verify the effectiveness of our approach.