Single-Shot Panoptic Segmentation

Mark Weber,Jonathon Luiten,Bastian Leibe,Mark Weber,Jonathon Luiten,Bastian Leibe

We present a novel end-to-end single-shot method that segments countable object instances (things) as well as background regions (stuff) into a non-overlapping panoptic segmentation at almost video frame rate. Current state-of-the-art methods are far from reaching video frame rate and mostly rely on merging instance segmentation with semantic background segmentation, making them impractical to use...