Papers Population Mapping
“Population Mapping” 태그가 달린 논문 6편 · 필터 해제
High-resolution Population Maps Derived from Sentinel-1 and Sentinel-2
Detailed population maps play an important role in diverse fields ranging from humanitarian action to urban planning. Generating such maps in a timely and scalable manner presents a challenge, especially in data-scarce r…
HumanitarianPopulation MappingMapping Urban Population Growth from Sentinel-2 MSI and Census Data Using Deep Learning: A Case Study in Kigali, Rwanda
To better understand current trends of urban population growth in Sub-Saharan Africa, high-quality spatiotemporal population estimates are necessary. While the joint use of remote sensing and deep learning has achieved p…
Change DetectionPopulation MappingFine-grained Population Mapping from Coarse Census Counts and Open Geodata
Fine-grained population maps are needed in several domains, like urban planning, environmental monitoring, public health, and humanitarian operations. Unfortunately, in many countries only aggregate census counts over la…
HumanitarianPopulation MappingOne-shot Transfer Learning for Population Mapping
Fine-grained population distribution data is of great importance for many applications, e.g., urban planning, traffic scheduling, epidemic modeling, and risk control. However, due to the limitations of data collection, i…
Population MappingSchedulingTransfer LearningPopulation Mapping in Informal Settlements with High-Resolution Satellite Imagery and Equitable Ground-Truth
We propose a generalizable framework for the population estimation of dense, informal settlements in low-income urban areas--so called 'slums'--using high-resolution satellite imagery. Precise population estimates are a …
BIG-bench Machine LearningPopulation MappingDeepDPM: Dynamic Population Mapping via Deep Neural Network
Dynamic high resolution data on human population distribution is of great importance for a wide spectrum of activities and real-life applications, but is too difficult and expensive to obtain directly. Therefore, generat…
Population MappingSuper-ResolutionTime SeriesTime Series Analysis