It is valuable and promising to remove post-processing non-maximum suppression (NMS) for object detectors, making detectors simpler purely end-to-end. Removing NMS possible if the detector can identify only one positive sample prediction each ground-truth instance in an image. In this work, we propose a compact plug-in head, named PSS which be attached any one-stage make them NMS-free. Specific...