The inconsistency between classification and regression is a common problem in the field of object detection. Such may lead to undetected objects, false detection, boxes overlapping detection results. It has been determined that mainly caused by feature coupling lack information regarding interactions heads. In this study, characteristics spatial invariance were used, ability fit data distribut...