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European Journal of Remote Sensing Volume 54, 2021 - Issue sup1: Special Issue: Digital Earth Observation
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Research Article

Transferable instance segmentation of dwellings in a refugee camp - integrating CNN and OBIA

Omid GhorbanzadehInterfaculty Department of Geoinformatics - Z_GIS, University of Salzburg, Salzburg, AustriaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-9664-8770View further author information
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Dirk TiedeInterfaculty Department of Geoinformatics - Z_GIS, University of Salzburg, Salzburg, AustriaORCID Iconhttps://orcid.org/0000-0002-5473-3344View further author information
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Lorenz WendtInterfaculty Department of Geoinformatics - Z_GIS, University of Salzburg, Salzburg, AustriaView further author information
,
Martin SudmannsInterfaculty Department of Geoinformatics - Z_GIS, University of Salzburg, Salzburg, AustriaORCID Iconhttps://orcid.org/0000-0002-0473-1260View further author information
ORCID Icon &
Stefan LangInterfaculty Department of Geoinformatics - Z_GIS, University of Salzburg, Salzburg, AustriaORCID Iconhttps://orcid.org/0000-0003-0619-0098View further author information
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Pages 127-140 | Received 25 Nov 2019, Accepted 20 Apr 2020, Published online: 06 May 2020

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Omid Ghorbanzadeh, Khalil Gholamnia & Pedram Ghamisi. (2022) The application of ResU-net and OBIA for landslide detection from multi-temporal Sentinel-2 images. Big Earth Data 0:0, pages 1-25.
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Peter Q. Lee, Keerthijan Radhakrishnan, David A. Clausi, K. Andrea Scott, Linlin Xu & Marianne Marcoux. (2021) Beluga whale detection in the Cumberland Sound Bay using convolutional neural networks. Canadian Journal of Remote Sensing 47:2, pages 276-294.
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Stefan Lang, Dirk Tiede & Barbara Riedler. (2021) Digital | Earth | observation. European Journal of Remote Sensing 54:sup1, pages 1-5.
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Yue Zhou, Wanghan Jiang, Xue Jiang, Lin Chen & Xingzhao Liu. (2023) CamoNet: A Target Camouflage Network for Remote Sensing Images Based on Adversarial Attack. Remote Sensing 15:21, pages 5131.
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Valerie Sticher, Jan D Wegner & Birke Pfeifle. (2023) Toward the remote monitoring of armed conflicts. PNAS Nexus 2:6.
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Donghang Yu, Qing Xu, Xiangyun Liu, Haitao Guo, Jun Lu, Yuzhun Lin & Liang Lv. (2023) Dual-Resolution and Deformable Multihead Network for Oriented Object Detection in Remote Sensing Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16, pages 930-945.
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Omid Ghorbanzadeh, Alessandro Crivellari, Dirk Tiede, Pedram Ghamisi & Stefan Lang. (2022) Mapping Dwellings in IDP/Refugee Settlements Using Deep Learning. Remote Sensing 14:24, pages 6382.
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Tao Bai, Hao Wang & Bihan Wen. (2022) Targeted Universal Adversarial Examples for Remote Sensing. Remote Sensing 14:22, pages 5833.
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Kushanav Bhuyan, Cees Van Westen, Jiong Wang & Sansar Raj Meena. (2022) Mapping and characterising buildings for flood exposure analysis using open-source data and artificial intelligence. Natural Hazards.
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Yunya Gao, Stefan Lang, Dirk Tiede, Getachew Workineh Gella & Lorenz Wendt. (2022) Comparing the robustness of U-Net, LinkNet, and FPN towards label noise for refugee dwelling extraction from satellite imagery. Comparing the robustness of U-Net, LinkNet, and FPN towards label noise for refugee dwelling extraction from satellite imagery.
Weisheng Li, Maolin He & Minghao Xiang. (2022) Double-Stack Aggregation Network Using a Feature-Travel Strategy for Pansharpening. Remote Sensing 14:17, pages 4224.
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Sansar Raj Meena, Lucas Pedrosa Soares, Carlos H. Grohmann, Cees van Westen, Kushanav Bhuyan, Ramesh P. Singh, Mario Floris & Filippo Catani. (2022) Landslide detection in the Himalayas using machine learning algorithms and U-Net. Landslides 19:5, pages 1209-1229.
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Omid Ghorbanzadeh, Hejar Shahabi, Alessandro Crivellari, Saeid Homayouni, Thomas Blaschke & Pedram Ghamisi. (2022) Landslide detection using deep learning and object-based image analysis. Landslides 19:4, pages 929-939.
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Getachew Workineh Gella, Lorenz Wendt, Stefan Lang, Dirk Tiede, Barbara Hofer, Yunya Gao & Andreas Braun. (2022) Mapping of Dwellings in IDP/Refugee Settlements from Very High-Resolution Satellite Imagery Using a Mask Region-Based Convolutional Neural Network. Remote Sensing 14:3, pages 689.
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Yonghao Xu & Pedram Ghamisi. (2022) Universal Adversarial Examples in Remote Sensing: Methodology and Benchmark. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-15.
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Narimane Zaabar, Simona Niculescu & Mihoubi Mustapha Kamel. (2022) Application of Convolutional Neural Networks With Object-Based Image Analysis for Land Cover and Land Use Mapping in Coastal Areas: A Case Study in Ain Témouchent, Algeria. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15, pages 5177-5189.
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Vasilis Kopsachilis, Lucia Siciliani, Marco Polignano, Pol Kolokoussis, Michail Vaitis, Marco de Gemmis & Konstantinos Topouzelis. (2021) Semantically-Aware Retrieval of Oceanographic Phenomena Annotated on Satellite Images. Information 12:8, pages 321.
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Saziye Ozge Atik & Cengizhan Ipbuker. (2021) Integrating Convolutional Neural Network and Multiresolution Segmentation for Land Cover and Land Use Mapping Using Satellite Imagery. Applied Sciences 11:12, pages 5551.
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Chia-Yu Hsu, Wenwen Li & Sizhe Wang. (2021) Knowledge-Driven GeoAI: Integrating Spatial Knowledge into Multi-Scale Deep Learning for Mars Crater Detection. Remote Sensing 13:11, pages 2116.
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Biquan Zhao, Jiating Li, P. Stephen Baenziger, Vikas Belamkar, Yufeng Ge, Jian Zhang & Yeyin Shi. (2020) Automatic Wheat Lodging Detection and Mapping in Aerial Imagery to Support High-Throughput Phenotyping and In-Season Crop Management. Agronomy 10:11, pages 1762.
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