This paper presents a multi-task learning framework, called the dynamic information transfer network (DITN). We mainly focused on improving pose estimation with spatial relationship of adjacent joints. To benefit from explicit structural knowledge, we constructed two branches shared backbone to localize human joints and bones, respectively. Since related tasks share high-level representation, l...