no code implementations • 6 Sep 2023 • Jiakun Xu, Bowen Xu, Gui-Song Xia, Liang Dong, Nan Xue
In our experiments, we demonstrate how an effective representation of a road graph significantly enhances the performance of vector road mapping on established benchmarks, without requiring extensive modifications to the neural network architecture.
1 code implementation • 1 Aug 2022 • Bowen Xu, Jiakun Xu, Nan Xue, Gui-Song Xia
We addressed such an issue by exploiting the hierarchical supervision (of bottom-level vertices, mid-level line segments and the high-level regional masks) and proposed a novel interaction mechanism of feature embedding sourced from different levels of supervision signals to obtain reversible building masks for polygonal mapping of buildings.