Advancing unpaved road assessment in africa: Leveraging multimodal machine learning and large language-and-vision assistants across satellite imagery resolutions
Zhao Wang, Chunlei Xin, Robin Workman, Hang Hu, Xinyuan Yu, Yuxin Tian, Robin Lovelace, Jiupeng Zhang, and Haibo Chen (2026). Advancing unpaved road assessment in africa: Leveraging multimodal machine learning and large language-and-vision assistants across satellite imagery resolutions. Journal of Transport Geography. https://doi.org/10.1016/j.jtrangeo.2025.104525
Type: Journal Article Venue: Journal of Transport Geography Year: 2026
Citation
Zhao Wang, Chunlei Xin, Robin Workman, Hang Hu, Xinyuan Yu, Yuxin Tian, Robin Lovelace, Jiupeng Zhang, and Haibo Chen (2026). Advancing unpaved road assessment in africa: Leveraging multimodal machine learning and large language-and-vision assistants across satellite imagery resolutions. Journal of Transport Geography. https://doi.org/10.1016/j.jtrangeo.2025.104525
BibTeX
@article{wang_unpaved_2026,
author = {Wang, Zhao and Xin, Chunlei and Workman, Robin and Hu, Hang and Yu, Xinyuan and Tian, Yuxin and Lovelace, Robin and Zhang, Jiupeng and Chen, Haibo},
year = {2026},
doi = {10.1016/j.jtrangeo.2025.104525},
issn = {0966-6923},
journal = {Journal of Transport Geography},
language = {english},
pages = {104525},
title = {Advancing unpaved road assessment in Africa: Leveraging multimodal machine learning and large language-and-vision assistants across satellite imagery resolutions},
url = {https://doi.org/10.1016/j.jtrangeo.2025.104525},
volume = {131}
}