Lan-Kun Peng

Hypergraph-Driven Heterogeneous Spatial Relationship Learning for Remote Sensing Segmentation

A novel multi-relational-aware segmentation framework that leverages hypergraph theory to dynamically model higher-order semantic groupings across non-adjacent regions that achieves state-of-the-art mIoU performance on the LoveDA, Vaihingen, and Potsdam datasets.