In recent years, co-saliency object detection (CoSOD) has achieved significant progress and played a key role in the retrieval-related tasks, e.g., image retrieval and video foreground detection. Nevertheless, it also inevitably posts a totally new safety and security problem, i.e., how to prevent high-profile and personal-sensitive contents from being extra