Improving OpenStreetMap missing building detection using few‐shot transfer learning in sub‐Saharan Africa

H Li, B Herfort, S Lautenbach, J Chen… - Transactions in …, 2022 - Wiley Online Library
OpenStreetMap (OSM) has been intensively used to support humanitarian aid activities,
especially in the Global South. Its data availability in the Global South has been greatly …

Rethink geographical generalizability with unsupervised self-attention model ensemble: A case study of openstreetmap missing building detection in africa

H Li, J Wang, JM Zollner, G Mai, N Lao… - Proceedings of the 31st …, 2023 - dl.acm.org
The recent advance of adapting pre-trained task-agnostic artificial intelligence (AI) models
leads to great successes in downstream tasks via fine-tuning, or low-resource (ie, few-shot …

Evaluating the usefulness of VGI from Waze for the reporting of flash floods

C Lowrie, A Kruczkiewicz, SN McClain, M Nielsen… - Scientific reports, 2022 - nature.com
Using volunteered geographic information (VGI) to supplement disaster risk management
systems, including forecasting, risk assessment, and disaster recovery, is increasingly …

Human-machine hybrid prediction market: a promising sales forecasting solution for e-commerce enterprises

L Dong, H Zheng, L Li, L Hao - Electronic Commerce Research and …, 2022 - Elsevier
Integrating machine models and humans in the prediction market could generate hybrid
intelligence for sales forecasting which is of great significance to e-commerce enterprises …

Remote Sensing and Deep Learning to Understand Noisy OpenStreetMap

M Usmani, F Bovolo, M Napolitano - Remote Sensing, 2023 - mdpi.com
The OpenStreetMap (OSM) project is an open-source, community-based, user-generated
street map/data service. It is the most popular project within the state of the art for …

Using gamification to increase map data production during humanitarian volunteered geographic information (VGI) campaigns

K Watkinson, JJ Huck, A Harris - Cartography and Geographic …, 2023 - Taylor & Francis
Volunteered geographic information (VGI) offers a solution to inequalities in authoritative
map data that can limit our response to humanitarian crises. However, sustaining voluntary …

Prevalence and spatial patterns of major limb loss in the acholi sub-region of Uganda

JJ Huck, P Atim, EB Moro, M Nirmalan - Prosthesis, 2022 - mdpi.com
There is a widely reported yet poorly understood preponderance of major limb loss in
Northern Uganda, caused in large part by prolonged civil war. Access to rehabilitation …

Centaur VGI: An evaluation of engagement, speed, and quality in hybrid humanitarian mapping

K Watkinson, JJ Huck, A Harris - Annals of the American …, 2022 - Taylor & Francis
Volunteered geographic information (VGI) is often cited as a potential solution to persistent
global inequalities in map data, particularly in areas undergoing humanitarian crises. Poor …

[PDF][PDF] How digital geographies render value: Geofences, the blockchain, and the possibilities of slow alternatives

J Crampton - Knowledge and Digital Technology, 2024 - library.oapen.org
This chapter examines how digital geographies can be mobilized to create, capture, and
extract innovative forms of value that enable and deepen (post) neoliberal forms of urban …

Do Urban Golf Courses Provide Barriers to Equitable Greenspace Access in the United States?

JC Ryan - Annals of the American Association of Geographers, 2023 - Taylor & Francis
Providing equitable access to greenspace requires innovative strategies in urban areas
where land is scarce and expensive. One potential solution is to make golf courses, which …