Panoptic Segmentation
Panoptic segmentation unifies the typically distinct tasks of semantic segmentation (assign a class label to each pixel) and instance segmentation (detect and segment each object instance).
State-of-the-art leaderboards
Greatest papers with code
UPSNet: A Unified Panoptic Segmentation Network
CVPR 2019
• uber-research/UPSNet
• 
More importantly, we introduce a parameter-free panoptic head which solves the panoptic segmentation via pixel-wise classification.
Panoptic Segmentation
CVPR 2019 • cocodataset/panopticapi
We propose and study a task we name panoptic segmentation (PS).
INSTANCE SEGMENTATION PANOPTIC SEGMENTATION SCENE PARSING SCENE SEGMENTATION
Weakly- and Semi-Supervised Panoptic Segmentation
ECCV 2018 • qizhuli/Weakly-Supervised-Panoptic-Segmentation
We present a weakly supervised model that jointly performs both semantic- and instance-segmentation -- a particularly relevant problem given the substantial cost of obtaining pixel-perfect annotation for these tasks.
INSTANCE SEGMENTATION PANOPTIC SEGMENTATION WEAKLY-SUPERVISED INSTANCE SEGMENTATION WEAKLY-SUPERVISED PANOPTIC SEGMENTATION WEAKLY-SUPERVISED SEMANTIC SEGMENTATION
Single Network Panoptic Segmentation for Street Scene Understanding
• DdeGeus/single-network-panoptic-segmentation
• 
Our network is evaluated on two street scene datasets: Cityscapes and Mapillary Vistas.
INSTANCE SEGMENTATION PANOPTIC SEGMENTATION SCENE UNDERSTANDING