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Improved segmentation of objects and regions in images without object proposals

Improved segmentation of objects and regions in images without object proposals


Hierarchical Lovász Embeddings for Proposal-free Panoptic Segmentation




Panoptic segmentation brings together two separate tasks: instance and semantic segmentation.

... Hence, state-of-the-art panoptic segmentation methods use complex models with a distinct stream for each task.

... we propose ... simultaneously encode instance- and category-level discriminative information.

... a unified semantic and instance hierarchy without requiring separate network branches or object proposals.

... simple model achieves state-of-the-art ... on Cityscapes, COCO, and Mapillary Vistas.

... demonstrates temporal stability between video frames.


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