SwePub
Sök i LIBRIS databas

  Extended search

onr:"swepub:oai:DiVA.org:kau-99267"
 

Search: onr:"swepub:oai:DiVA.org:kau-99267" > AI perceives like a...

  • 1 of 1
  • Previous record
  • Next record
  •    To hitlist
  • Abascal, AngelaUniversity of Navarra, Spain (author)

AI perceives like a local : predicting citizen deprivation perception using satellite imagery

  • Article/chapterEnglish2024

Publisher, publication year, extent ...

  • Springer Nature,2024
  • electronicrdacarrier

Numbers

  • LIBRIS-ID:oai:DiVA.org:kau-99267
  • https://urn.kb.se/resolve?urn=urn:nbn:se:kau:diva-99267URI
  • https://doi.org/10.1038/s42949-024-00156-xDOI

Supplementary language notes

  • Language:English
  • Summary in:English

Part of subdatabase

Classification

  • Subject category:ref swepub-contenttype
  • Subject category:art swepub-publicationtype

Notes

  • Deprived urban areas, commonly referred to as ‘slums,’ are the consequence of unprecedented urbanisation. Previous studies have highlighted the potential of Artificial Intelligence (AI) and Earth Observation (EO) in capturing physical aspects of urban deprivation. However, little research has explored AI’s ability to predict how locals perceive deprivation. This research aims to develop a method to predict citizens’ perception of deprivation using satellite imagery, citizen science, and AI. A deprivation perception score was computed from slum-citizens’ votes. Then, AI was used to model this score, and results indicate that it can effectively predict perception, with deep learning outperforming conventional machine learning. By leveraging AI and EO, policymakers can comprehend the underlying patterns of urban deprivation, enabling targeted interventions based on citizens’ needs. As over a quarter of the global urban population resides in slums, this tool can help prioritise citizens’ requirements, providing evidence for implementing urban upgrading policies aligned with SDG-11.

Subject headings and genre

Added entries (persons, corporate bodies, meetings, titles ...)

  • Vanhuysse, SabineUniversité libre de Bruxelles, Belgium (author)
  • Grippa, TaïsUniversité libre de Bruxelles, Belgium (author)
  • Rodriguez-Carreño, IgnacioUniversity of Navarra, Spain (author)
  • Georganos, StefanosKarlstads universitet,Institutionen för miljö- och livsvetenskaper (from 2013)(Swepub:kau)sgeorgan (author)
  • Wang, JiongUniversity of Twente, Netherlands (author)
  • Kuffer, MonikaUniversity of Twente, Netherlands (author)
  • Martinez-Diez, Pablo300.000 Km/s, Barcelona, Spain (author)
  • Santamaria-Varas, Mar300.000 Km/s, Barcelona, Spain (author)
  • Wolff, EleonoreUniversité libre de Bruxelles, Belgium (author)
  • University of Navarra, SpainUniversité libre de Bruxelles, Belgium (creator_code:org_t)

Related titles

  • In:npj Urban Sustainability: Springer Nature4:12661-8001

Internet link

Find in a library

To the university's database

  • 1 of 1
  • Previous record
  • Next record
  •    To hitlist

Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.

 
pil uppåt Close

Copy and save the link in order to return to this view