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In interactive instance segmentation, users give feedback to iteratively refine segmentation masks. The user-provided clicks are transformed into guidance maps which provide the network with necessary cues on the whereabouts of the object of interest. Guidance maps used in current systems are purely distance-based and are either too localized or non-informative. We propose a novel transformation of user clicks to generate content-aware guidance maps that leverage the hierarchical structuraldoi:10.1109/cvpr.2019.01187 dblp:conf/cvpr/MajumderY19 fatcat:pyogazzvkrb4piyywufb4l2rdm