Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas

Getachew Workineh Gella; Hugo Gangloff; Lorenz Wendt; Dirk Tiede; Stefan Lang

doi:10.1109/IGARSS52108.2023.10281849

Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas

Getachew Workineh Gella^*, Hugo Gangloff, Lorenz Wendt, Dirk Tiede, Stefan Lang

^*Corresponding author for this work

Geoinformatics

Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review

Original language	English
Title of host publication	IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1162-1165
Number of pages	4
ISBN (Electronic)	9798350320107
DOIs	https://doi.org/10.1109/IGARSS52108.2023.10281849
Publication status	Published - 2023
Event	2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023 - Pasadena, United States Duration: 16 Jul 2023 → 21 Jul 2023

Publication series

Name	International Geoscience and Remote Sensing Symposium (IGARSS)
Volume	2023-July

Conference

Conference	2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023
Country/Territory	United States
City	Pasadena
Period	16/07/23 → 21/07/23

Bibliographical note

Publisher Copyright:
© 2023 IEEE.

Keywords

Anomaly detection
Dwelling extraction
Emergency response
Variational Autoencoder

Fields of Science and Technology Classification 2012

107 Other Natural Sciences

UN SDGs

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

Access to Document

10.1109/IGARSS52108.2023.10281849

Cite this

Gella, G. W., Gangloff, H., Wendt, L., Tiede, D., & Lang, S. (2023). Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas. In IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings (pp. 1162-1165). (International Geoscience and Remote Sensing Symposium (IGARSS); Vol. 2023-July). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IGARSS52108.2023.10281849

Gella, Getachew Workineh ; Gangloff, Hugo ; Wendt, Lorenz et al. / Variational Autoencoders for Unsupervised Object Counting from VHR Imagery : Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas. IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. pp. 1162-1165 (International Geoscience and Remote Sensing Symposium (IGARSS)).

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title = "Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas",

keywords = "Anomaly detection, Dwelling extraction, Emergency response, Variational Autoencoder",

author = "Gella, {Getachew Workineh} and Hugo Gangloff and Lorenz Wendt and Dirk Tiede and Stefan Lang",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023 ; Conference date: 16-07-2023 Through 21-07-2023",

year = "2023",

doi = "10.1109/IGARSS52108.2023.10281849",

language = "English",

series = "International Geoscience and Remote Sensing Symposium (IGARSS)",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "1162--1165",

booktitle = "IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings",

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Gella, GW, Gangloff, H, Wendt, L , Tiede, D & Lang, S 2023, Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas. in IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. International Geoscience and Remote Sensing Symposium (IGARSS), vol. 2023-July, Institute of Electrical and Electronics Engineers Inc., pp. 1162-1165, 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023, Pasadena, United States, 16/07/23. https://doi.org/10.1109/IGARSS52108.2023.10281849

Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas. / Gella, Getachew Workineh; Gangloff, Hugo; Wendt, Lorenz et al.
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. p. 1162-1165 (International Geoscience and Remote Sensing Symposium (IGARSS); Vol. 2023-July).

Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review

TY - GEN

T1 - Variational Autoencoders for Unsupervised Object Counting from VHR Imagery

T2 - 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023

AU - Gella, Getachew Workineh

AU - Gangloff, Hugo

AU - Wendt, Lorenz

AU - Tiede, Dirk

AU - Lang, Stefan

PY - 2023

Y1 - 2023

KW - Anomaly detection

KW - Dwelling extraction

KW - Emergency response

KW - Variational Autoencoder

UR - http://www.scopus.com/inward/record.url?scp=85178372890&partnerID=8YFLogxK

U2 - 10.1109/IGARSS52108.2023.10281849

DO - 10.1109/IGARSS52108.2023.10281849

M3 - Conference contribution

AN - SCOPUS:85178372890

T3 - International Geoscience and Remote Sensing Symposium (IGARSS)

SP - 1162

EP - 1165

BT - IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 16 July 2023 through 21 July 2023

ER -

Gella GW, Gangloff H, Wendt L , Tiede D , Lang S. Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas. In IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc. 2023. p. 1162-1165. (International Geoscience and Remote Sensing Symposium (IGARSS)). doi: 10.1109/IGARSS52108.2023.10281849

Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas

Publication series

Conference

Bibliographical note

Keywords

Fields of Science and Technology Classification 2012

UN SDGs

Access to Document

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Cite this