Figure 1. An illustration of the difference between the proposed DWmethodandexistinglabelassignmentmethods,e.g.,GFL[21] and VFL [43]. For ambiguous anchors B, C and D, GFL and VFL willassignnearlythesameposandnegweightsto{B,D}and{C, D}, respectively. In contrast, our DW assigns a distinct (pos, neg) pair for each anchor.