Research output per year
Research output per year
- 12 results
Search results
-
2024
Deep Learning for Cross-Domain Building Change Detection from Multi-Source Very High-Resolution Satellite Imagery
Gella, G. W. & Lang, S., 12 Jul 2024, IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium. IEEE, p. 421-426 6 p. 10641261Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review
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Self-supervised Variational Autoencoder for Unsupervised Object Counting from Very High-Resolution Satellite Imagery: Applications in Dwelling Extraction in FDP Settlement Areas
Gella, G. W., Gangloff, H., Wendt, L., Tiede, D. & Lang, S., 2024, In: IEEE Transactions on Geoscience and Remote Sensing. 62, p. 1-18 18 p., 4701018.Research output: Contribution to journal › Article › peer-review
Open Access -
Unsupervised Domain Adaptation for Instance Segmentation: Extracting Dwellings in Temporary Settlements Across Various Geographical Settings
Gella, G. W., Pelletier, C., Lefevre, S., Wendt, L., Tiede, D. & Lang, S., 2024, In: IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 17, p. 1701-1718 18 p.Research output: Contribution to journal › Article › peer-review
Open Access -
2023
Deep learning powered non-local speckle filtering of sentinel-1 imagery and its potential for humanitarian action.
Jaggy, N., Gella, G. W., Dabiri, Z., Lang, S., Wendt, L. & Braun, A., Jul 2023.Research output: Contribution to conference › Paper › peer-review
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Spatially transferable dwelling extraction from Multi-Sensor imagery in IDP/Refugee Settlements: A meta-Learning approach
Gella, G. W., Tiede, D., Lang, S., Wendit, L. & Gao, Y., Mar 2023, In: International Journal of Applied Earth Observation and Geoinformation. 117, 103210.Research output: Contribution to journal › Review article › peer-review
Open Access -
Variational Autoencoders for Unsupervised Object Counting from VHR Imagery: Applications in Dwelling Extraction from Forcibly Displaced People Settlement Areas
Gella, G. W., Gangloff, H., Wendt, L., Tiede, D. & Lang, S., 2023, IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1162-1165 4 p. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2023-July).Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review
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2022
Comparing OBIA-Generated Labels and Manually Annotated Labels for Semantic Segmentation in Extracting Refugee-Dwelling Footprints
Gao, Y., Lang, S., Gella, G. W., Tiede, D. & Wendt, L., 5 Nov 2022, In: Applied sciences: APPS. 12, 21, 11226.Research output: Contribution to journal › Article › peer-review
Open Access -
Comparing the robustness of U-Net, LinkNet, and FPN towards label noise for refugee dwelling extraction from satellite imagery
Gao, Y., Lang, S., Gella, G. W., Tiede, D. & Wendt, L., 11 Oct 2022, 2022 IEEE Global Humanitarian Technology Conference (GHTC).Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review
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Assessing the Influences of Band Selection and Pretrained Weights on Semantic-Segmentation-Based Refugee Dwelling Extraction from Satellite Imagery
Gao, Y., Gella, G. W. & Liu, N., 10 Jun 2022, AGILE: GIScience Series.Research output: Chapter in Book/Report/Conference proceeding/Legal commentary › Conference contribution › peer-review
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Mapping of Dwellings in IDP/Refugee Settlements from Very High-Resolution Satellite Imagery Using a Mask Region-Based Convolutional Neural Network
Gella, G. W., Wendt, L., Lang, S., Tiede, D., Schernthanner-Hofer, B., Gao, Y. & Braun, A., 1 Feb 2022, In: Remote Sensing. 14, 3, 689.Research output: Contribution to journal › Article › peer-review
Open Access -
2021
Suggestions on the selection of satellite imagery for future remote sensing-based humanitarian applications
Gao, Y., Lang, S., Tiede, D., Wendt, L. & Gella, G. W., 2021, In: GI_Forum. 9, 1, p. 228-236 9 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Testing transferability of deep-learning-based dwelling extraction in refugee camps
Gella, G. W., Wendt, L., Lang, S., Braun, A., Tiede, D., Hofer, B., Gao, Y., Riedler, B., Alobaidi, A. & Schwendemann, G. M., 2021, In: GI_Forum. 9, 1, p. 220-227 8 p.Research output: Contribution to journal › Article › peer-review
Open Access