A novel panoptic segmentation approach that combines adaptive scale-aware feature fusion with boundary refinement for improved multi-scale object segmentation on COCO 2017. This project addresses the challenge of accurately segmenting objects at vastly different scales within the same scene through dynamic feature routing and learned distance trans