Scale effects-aware bottom-up population estimation using weakly supervised learning

Scale effects-aware bottom-up population estimation using weakly supervised learning

ABSTRACTFine-scale population estimation (FPE) is crucial for urban management. After training, the bottom-up FPE models can be applied independently of census data. However, given the lack of real fine-scale population data, the existing bottom-up methods typically apply models trained on coarse-gr...

Full description

Bibliographic Details
Main Authors: Jing Xia, Rui Li, Xinrui Liu, Guangyu Liu, Mingjun Peng
Format: Article
Language:English
Published: Taylor & Francis Group 2024-12-01
Series:International Journal of Digital Earth
Subjects:
Population estimation
scale effect
weakly supervised learning
traffic analysis zone
age groups
Online Access:https://www.tandfonline.com/doi/10.1080/17538947.2024.2341788

Internet

https://www.tandfonline.com/doi/10.1080/17538947.2024.2341788

Similar Items