Figure 1. Exampled images from PASCAL VOC [10] → Cli-
part [18]. Compared with vanilla detector [28], both UMT [8] and
TIA identify more foreground objects (Row 1), yet deliver lower
as well as higher quality bounding boxes (Row 2), respectively.