Highway Reconstruction Through Fine-Grained Semantic Segmentation of Mobile Laser Scanning Data
Yuyu Chen, Zhou Yang, Huijing Zhang, Jinhu Wang · 2025
Read Highway Reconstruction Through Fine-Grained Semantic Segmentation of Mobile Laser Scanning Data by Yuyu Chen, Zhou Yang, Huijing Zhang, Jinhu Wang (2025) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-12787753.txt.
Description
Yuyu Chen and co-authors rebuild in 2025 highway scenes from mobile laser scans through fine-grained labeling. A thirty two kilometer road stretch supplies the test data. Labeling spans twenty seven classes of road features along the full route.
A sampling fix first balances rare and common classes for training. A point cloud network then labels each point by class. Scores against hand-marked truth top eighty seven percent overlap. The labeled cloud rebuilds a full three-dimensional model of the road. Twenty seven feature classes cover the full road scene in detail.
Catalog record
| CREATOR | Yuyu Chen, Zhou Yang, Huijing Zhang, Jinhu Wang |
|---|---|
| YEAR | 2025 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 42 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |