Spatially transferable dwelling extraction from Multi-Sensor imagery in IDP/Refugee Settlements: A meta-Learning approach

Getachew Workineh Gella; Dirk Tiede; Stefan Lang; Lorenz Wendit; Yunya Gao

doi:10.1016/j.jag.2023.103210

Spatially transferable dwelling extraction from Multi-Sensor imagery in IDP/Refugee Settlements: A meta-Learning approach

Getachew Workineh Gella^*, Dirk Tiede, Stefan Lang, Lorenz Wendit, Yunya Gao

^*Corresponding author for this work

Geoinformatics

Research output: Contribution to journal › Review article › peer-review

Original language	English
Article number	103210
Journal	International Journal of Applied Earth Observation and Geoinformation
Volume	117
DOIs	https://doi.org/10.1016/j.jag.2023.103210
Publication status	Published - Mar 2023

Bibliographical note

Publisher Copyright:
© 2023

Keywords

Deep learning
Dwelling extraction
Humanitarian response
MAML
Meta-learning
Self-supervision
Weighted gradient update

Fields of Science and Technology Classification 2012

211 Other Technical Sciences

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

Access to Document

10.1016/j.jag.2023.103210

Cite this

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title = "Spatially transferable dwelling extraction from Multi-Sensor imagery in IDP/Refugee Settlements: A meta-Learning approach",

keywords = "Deep learning, Dwelling extraction, Humanitarian response, MAML, Meta-learning, Self-supervision, Weighted gradient update",

author = "Gella, {Getachew Workineh} and Dirk Tiede and Stefan Lang and Lorenz Wendit and Yunya Gao",

note = "Publisher Copyright: {\textcopyright} 2023",

year = "2023",

month = mar,

doi = "10.1016/j.jag.2023.103210",

language = "English",

volume = "117",

journal = "International Journal of Applied Earth Observation and Geoinformation",

issn = "1569-8432",

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TY - JOUR

T1 - Spatially transferable dwelling extraction from Multi-Sensor imagery in IDP/Refugee Settlements

T2 - A meta-Learning approach

AU - Gella, Getachew Workineh

AU - Tiede, Dirk

AU - Lang, Stefan

AU - Wendit, Lorenz

AU - Gao, Yunya

PY - 2023/3

Y1 - 2023/3

KW - Deep learning

KW - Dwelling extraction

KW - Humanitarian response

KW - MAML

KW - Meta-learning

KW - Self-supervision

KW - Weighted gradient update

UR - http://www.scopus.com/inward/record.url?scp=85147100946&partnerID=8YFLogxK

U2 - 10.1016/j.jag.2023.103210

DO - 10.1016/j.jag.2023.103210

M3 - Review article

AN - SCOPUS:85147100946

SN - 1569-8432

VL - 117

JO - International Journal of Applied Earth Observation and Geoinformation

JF - International Journal of Applied Earth Observation and Geoinformation

M1 - 103210

ER -

Spatially transferable dwelling extraction from Multi-Sensor imagery in IDP/Refugee Settlements: A meta-Learning approach

Bibliographical note

Keywords

Fields of Science and Technology Classification 2012

UN SDGs

Access to Document

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Cite this