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相关论文: Global Built-up and Population Datasets: Which one…

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Any policy-level decision-making procedure and academic research involving the optimum use of resources for development and planning initiatives depends on accurate population density statistics. The current cutting-edge datasets offered by…

计算机视觉与模式识别 · 计算机科学 2023-08-01 Muhammad Abdul Rahman , Muhammad Ahmad Waseem , Zubair Khalid , Muhammad Tahir , Momin Uppal

Over a billion people live in slums in settlements that are often located in ecologically sensitive areas and hence highly vulnerable. This is a problem in many parts of the world, but it is more prominent in low-income countries, where in…

计算机与社会 · 计算机科学 2020-11-26 Agatha C. H. de Mattos , Gavin McArdle , Michela Bertolotto

Population censuses are vital to public policy decision-making. They provide insight into human resources, demography, culture, and economic structure at local, regional, and national levels. However, such surveys are very expensive…

机器学习 · 计算机科学 2024-05-17 Bhavesh Neekhra , Kshitij Kapoor , Debayan Gupta

High-resolution human settlement maps provide detailed delineations of where people live and are vital for scientific and practical purposes, such as rapid disaster response, allocation of humanitarian resources, and international…

社会与信息网络 · 计算机科学 2024-04-23 Vedran Sekara , Andrea Martini , Manuel Garcia-Herranz , Do-Hyung Kim

Millions of people worldwide are absent from their country's census. Accurate, current, and granular population metrics are critical to improving government allocation of resources, to measuring disease control, to responding to natural…

计算机视觉与模式识别 · 计算机科学 2019-05-08 Wenjie Hu , Jay Harshadbhai Patel , Zoe-Alanah Robert , Paul Novosad , Samuel Asher , Zhongyi Tang , Marshall Burke , David Lobell , Stefano Ermon

Geospatial datasets derived from remote sensing data by means of machine learning methods are often based on probabilistic outputs of abstract nature, which are difficult to translate into interpretable measures. For example, the Global…

物理与社会 · 物理学 2023-09-01 Johannes H. Uhl , Stefan Leyk

High resolution datasets of population density which accurately map sparsely-distributed human populations do not exist at a global scale. Typically, population data is obtained using censuses and statistical modeling. More recently,…

Obtaining a dynamic population distribution is key to many decision-making processes such as urban planning, disaster management and most importantly helping the government to better allocate socio-technical supply. For the aspiration of…

To better understand the dynamics of human settlements, thorough knowledge of the uncertainty in geospatial built-up surface datasets is critical. While frameworks for localized accuracy assessments of categorical gridded data have been…

物理与社会 · 物理学 2022-06-23 Johannes H. Uhl , Stefan Leyk

Accurate reconstruction of historical population distributions from the 1970s to the 1990s remains a significant limitation in global gridded population products due to coarse built-up data and limited census records. This study is, to our…

物理与社会 · 物理学 2025-12-16 Petrus J. Gerrits , Efe Erünal , M. Erdem Kabadayi , Ana Basiri , Elif Sertel

With the launch of Carto2S series of satellites, high resolution images (0.6-1.0 meters) are acquired and available for use. High resolution Digital Elevation Model (DEM) with better accuracies can be generated using C2S multi-view and…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Jai G Singla

Population estimation is crucial for various applications, from resource allocation to urban planning. Traditional methods such as surveys and censuses are expensive, time-consuming and also heavily dependent on human resources, requiring…

人工智能 · 计算机科学 2025-09-17 Jai Singla , Peal Jotania , Keivalya Pandya

Accurate and consistent mapping of urban and rural areas is crucial for sustainable development, spatial planning, and policy design. It is particularly important in simulating the complex interactions between human activities and natural…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Mohammad Kakooei , James Bailie , Markus B. Pettersson , Albin Söderberg , Albin Becevic , Adel Daoud

Human settlements are the cause and consequence of most environmental and societal changes on Earth; however, their location and extent is still under debate. We provide here a new 10m resolution (0.32 arc sec) global map of human…

This paper addresses the challenge of obtaining precise demographic information at a fine-grained spatial level, a necessity for planning localized public services such as water distribution networks, or understanding local human impacts on…

统计方法学 · 统计学 2024-07-17 Anis Pakrashi , Arnab Hazra , Sooraj M Raveendran , Krishnachandran Balakrishnan

In this paper, we provide a method to generate synthetic population at various administrative levels for a country like India. This synthetic population is created using machine learning and statistical methods applied to survey data such…

计算机与社会 · 计算机科学 2024-05-17 Bhavesh Neekhra , Kshitij Kapoor , Debayan Gupta

The national census is an essential data source to support decision-making in many areas of public interest. However, this data may become outdated during the intercensal period, which can stretch up to several decades. We developed a…

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 crucial factor for…

计算机与社会 · 计算机科学 2020-09-18 Konstantin Klemmer , Godwin Yeboah , João Porto de Albuquerque , Stephen A Jarvis

Understanding how buildings are distributed globally is crucial to revealing the human footprint on our home planet. This built environment affects local climate, land surface albedo, resource distribution, and many other key factors that…

计算机视觉与模式识别 · 计算机科学 2024-05-24 Xiao Xiang Zhu , Qingyu Li , Yilei Shi , Yuanyuan Wang , Adam Stewart , Jonathan Prexl

A reliable yet inexpensive tool for the estimation of flood water spread is conducive for efficient disaster management. The application of optical and SAR imagery in tandem provides a means of extended availability and enhanced reliability…

计算机视觉与模式识别 · 计算机科学 2023-06-12 Usman Nazir , Muhammad Ahmad Waseem , Falak Sher Khan , Rabia Saeed , Syed Muhammad Hasan , Momin Uppal , Zubair Khalid
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