Abstract: Highlights •Eliminate the common assumptions made in grasping scenario, such as the fixed object position and monotonous manipulation background.•A translation-to-alignment mechanism to align input proposals.•Introduce the distance bias to improve the connectivity between superpixels.•Experiments are performed on both benchmark dataset and robotic task.
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