@Article{isprs-archives-XLIX-B4-2026-315-2026,
AUTHOR = {Nakayama, S. and Kanamori, T. and Yan, W.},
TITLE = {Ring-based Spatial Transformer: Learning Non-linear Spatial Interactions between Building Distribution and Pedestrian Flow},
JOURNAL = {The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},
VOLUME = {XLIX-B4-2026},
YEAR = {2026},
PAGES = {315--322},
URL = {https://isprs-archives.copernicus.org/articles/XLIX-B4-2026/315/2026/},
DOI = {10.5194/isprs-archives-XLIX-B4-2026-315-2026}
}