Items where Subject is "Remote Sensing Technology Institute > EO Data Science"

Camps-Valls, G. and Tuia, Devis and Zhu, Xiao Xiang and Reichstein, Markus, eds. (2021) Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences. Wiley & Sons. ISBN 978-1-119-64614-3. Volltext nicht online.

Werner, Martin and Taubenböck, Hannes and Zhu, Xiao Xiang, eds. (2021) Special Issue on Spatial Computing for Urbanization Research. GeoInformatica, 25 (4). Springer. doi: 10.1007/s10707-021-00456-9. Volltext nicht online.

Ait Ali Braham, Nassim and Mairal, Julien and Chanussot, Jocelyn and Mou, LiChao and Zhu, Xiao Xiang (2024) Enhancing Contrastive Learning With Positive Pair Mining for Few-Shot Hyperspectral Image Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 17, pp. 8509-8526. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2024.3371909. ISSN 1939-1404.

Adam, Fathalrahman and Mönks, Milena and Esch, Thomas and Datcu, Mihai (2018) Cloud removal in high resolution multispectral satellite imagery: comparing three approaches. MDPI. The 2nd international electronic conference on remote sensing, 2018-03-22 - 2018-04-05, Online. Volltext nicht frei.

Ait Ali Braham, Nassim (2024) Foundation Models in Remote Sensing: Insights from Multispectral and Hyperspectral Self-Supervised Learning. [Other]

Ait Ali Braham, Nassim and Albrecht, Conrad M and Mairal, Julien and Chanussot, Jocelyn and Wang, Yi and Zhu, Xiao Xiang (2024) SpectralEarth: Training Hyperspectral Foundation Models at Scale. 2024 IEEE WHISPERS, 2024-12-09 - 2024-12-11, Helsinki, Finland. Volltext nicht online.

Ait Ali Braham, Nassim and Mou, LiChao and Chanussot, Jocelyn and Mairal, Julien and Zhu, Xiao Xiang (2022) Self Supervised Learning for Few Shot Hyperspectral Image Classification. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 267-270. IEEE - Institute of Electrical and Electronics Engineers. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9884494.

Albrecht, Conrad M (2022) BRAGFOST22 kick-off: Intro to DM4EO. BRAGFOST22, 2022-05-25, virtual. Volltext nicht frei.

Albrecht, Conrad M (2022) Large-Scale Geo-Data Mining for Good. 12th Brazilian-German Frontiers of Science and Technology Symposium 2022, 2022-06-29 - 2022-07-02, Maceio, Brazil.

Albrecht, Conrad M (2023) Geospatial Discovery Network (GeoDN): A Large-Scale Data Mining Perspective. IBM Climate Network Summit, 2023-01-18 - 2023-01-19, Yorktown Heights, NY, USA.

Albrecht, Conrad M (2022) AI4Archeology: On Global Hunt for Ancient Treasures with Machine Learning. AI4EO Symposium, 2022-10-13 - 2022-10-14, Ottobrunn, Germany.

Albrecht, Conrad M (2023) AI4GreenSpaces: All-Scale Vegetation Monitoring with Remote Sensing. 2023 German-American Frontiers of Engineering Symposium (GAFOE), 2023-03-22 - 2023-03-25, Forschungszentrum Juelich.

Albrecht, Conrad M (2024) Weakly Supervised Learning for Land Cover Classification from Earth Observation. AI for Agriculture, 2024-06-12, virtual.

Albrecht, Conrad M (2024) Weakly-Supervised Learning for Earth Observation. Oxford Physics Seminar, 2024-06-18, Oxford, Great Britain. Volltext nicht online.

Albrecht, Conrad M (2024) Wie Erdbeobachtung und KI unser kulturelles Erbe schützen. DLR Space Week, 2024-12-17, Bad Aibling. Volltext nicht online.

Albrecht, Conrad M (2025) Beyond the Random Forest: How Deep Learning for Remote Sensing Monitors Trees. Columbia U symposium "AI & Global Change Research", 2025-02-18, New York City, USA. Volltext nicht online.

Albrecht, Conrad M and Liu, Chenying and Wang, Yi and Klein, Levente J and Zhu, Xiao Xiang (2022) Rule-Based, Noisy Labels for Overhead Imagery Segmentation. Living Planet Symposium, 2022-05-23 - 2022-05-27, Bonn, Germany.

Albrecht, Conrad M and Liu, Chenying and Wang, Yi and Klein, Levente J and Zhu, Xiao Xiang (2022) Monitoring Urban Forests from Auto-Generated Segmentation Maps. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 5977-5980. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9884017.

Albrecht, Conrad M and Liu, Chenying and Wang, Yi and Zhu, Xiao Xiang (2022) Weakly Supervised Learning for Earth Observation. 2022 HelmholtzAI conference, 2022-06-02 - 2022-06-03, Dresden, Germany.

Albrecht, Conrad M and Nathaniel, Juan and Watson, Campbell D and Nyirjesy, Gabrielle and Ait Ali Braham, Nassim (2024) Columbia-IBM-DLR Workshop on Geospatial Foundation Model Fine-Tuning. 2024 Thanksgiving LEAP Hackathon, 2024-11-25 - 2024-11-26, New York City, USA. Volltext nicht online.

Albrecht, Conrad M. and Eberle, Jonas and Schwinger, Max (2022) Open Source Science for Large-Scale Data Mining in Earth Observation. Open Source Science for the Earth System Observatory Mission Science Data Processing Study, NASA workshop #2: State-of-the-Art in Mission Data Processing Systems, 2022-03-01 - 2022-03-04, virtual: https://www.youtube.com/playlist?list=PLO2yB4LGNlWo3CecWwANHo2BALvetF4d4. doi: 10.5281/zenodo.6315122.

Albrecht, Conrad M. and Marianno, Fernando and Klein, Levente J (2021) AutoGeoLabel: Automated Label Generation for Geospatial Machine Learning. In: 2021 IEEE International Conference on Big Data, Big Data 2021, pp. 1779-1786. 2021 IEEE International Conference on Big Data (Big Data), 2021-12-15 - 2021-12-18, virtual. doi: 10.1109/BigData52589.2021.9672060. ISBN 978-1-6654-3902-2. ISSN 2639-1589.

Andrei, Vlad and Dumitru, Corneliu Octavian and Datcu, Mihai (2019) Representation Learning for SAR Observations: A generative Model Approach. TerraSAR-X Science Team Meeting 2019, 2019-10-21 - 2019-10-24, Oberpfaffenhofen, Germany. Volltext nicht online.

Anghel, Andrei and Cacoveanu, Remus and Datcu, Mihai (2018) Repeat-Pass Spaceborne Transmitter-Stationary Receiver Bistatic Sar Interferometry - First Results. In: 2018 IEEE International Geoscience and Remote Sensing Symposium, pp. 1-4. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/IGARSS.2018.8517288.

Anghel, Andrei and Cacoveanu, Remus and Moldovan, Adrian-Septimiu and Rommen, Björn and Datcu, Mihai (2019) COBIS: Opportunistic C-Band Bistatic SAR Differential Interferometry. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12 (10), pp. 3980-3998. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2019.2939194. ISSN 1939-1404. Volltext nicht online.

Anghel, Andrei and Cacoveanu, Remus and Rommen, Bjorn and Datcu, Mihai (2019) Multi-Aperture Focusing in Spaceborne Transmitter-Stationary Receiver Bistatic SAR. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. doi: 10.1109/igarss.2019.8900142.

Anghel, Andrei and Cacoveanu, Remus and Rommen, Bjorn and Datcu, Mihai (2020) Time-Domain SAR Processor for Sentinel 1 TOPS Data. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, online. doi: 10.1109/IGARSS39084.2020.9324133. ISBN 978-172816374-1. ISSN 2153-6996. Volltext nicht online.

Anghel, Andrei and Tudose, Mihai and Cacoveanu, Remus and Datcu, Mihai and Nico, Giovanni and Masci, Olimpia and Dongyang, Ao and Weiming, Tian and Hu, Cheng and Ding, Zegang and Nies, Holger and Loffeld, Otmar and Atencia, David and Huaman, Samuel G. and Medella, Aleksander and Moreira, Joao (2019) Compact Ground-Based Interferometric Synthetic Aperture Radar: Short-range structural monitoring. IEEE Signal Processing Magazine, 36 (4), pp. 42-52. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/MSP.2019.2894987. ISSN 1053-5888. Volltext nicht online.

Ansari, Homa and De Zan, Francesco and Montazeri, Sina and Parizzi, Alessandro and Shau, Robert and Ge, Nan and Mania, Rene and Cesca, Simone and Haghshenas Haghighi, Mahmud and Motagh, Mahdi and Walter, Thomas and Zhu, Xiao Xiang and Eineder, Michael (2020) TecVolSA: The Development of an Intelligent Sentinel-1 Data Exploitation System over Tectonics and Volcanoes in South America. ESA EO Φ-WEEK 2020, 2020-09-28 - 2020-10-02, Virtual Conference.

Ansari, Homa and Russwurm, Marc and Ali, Syed Mohsin and Montazeri, Sina and Parizzi, Alessandro and Zhu, Xiao Xiang (2021) InSAR Displacement Time Series Mining: A Machine Learning Approach. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2021, 2021-07-12 - 2021-07-16, Brussels, Belgium + Virtual. doi: 10.1109/IGARSS47720.2021.9553465.

Antropov, Oleg and Molinier, Matthieu and Kuzu, Ridvan Salih and Hughes, Lloyd and Rußwurm, Marc and Tuia, Devis and Dumitru, Corneliu Octavian and Ge, Shaojia and Saha, Sudipan and Zhu, Xiao Xiang (2023) Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 650-653. IGARSS 2023, 2023-07-16 - 2023-07-21, California, USA. doi: 10.1109/IGARSS52108.2023.10282283.

Ao, Dongyang and Datcu, Mihai (2018) Ship Azimuth Velocity Estimation in TerraSAR-X data based on Minimum-Entropy Criterion. In: Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, pp. 1-4. EUSAR 2018, 2018-06-07 - 2018-06-10, Aachen, Germany.

Ao, Dongyang and Dumitru, Corneliu Octavian and Datcu, Mihai (2018) Sentinel-1 Enhanced Resolution Image by Deep Learning with TerraSAR-X. Mapping Urban Areas from Space, 2018-10-30 - 2018-10-31, Frascati, Italy. Volltext nicht online.

Ao, Dongyang and Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) Dialectical GAN for SAR Image Translation: From Sentinel-1 to TerraSAR-X. Remote Sensing, 10 (10), pp. 1-24. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs10101597. ISSN 2072-4292.

Ao, Dongyang and Schwarz, Gottfried and Datcu, Mihai (2018) Moving Ship Velocity Estimation Using TanDEM-X Data Based on Sub-Aperture Decomposition. IEEE Geoscience and Remote Sensing Letters, 15 (10), pp. 1560-1564. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2018.2846399. ISSN 1545-598X. Volltext nicht online.

Asiyabi, Reza Mohammadi and Datcu, Mihai and Nies, Holger and Anghel, Andrei (2022) Complex-Valued vs. Real-Valued Convolutional Neural Network for Polsar Data Classification. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 421-424. IEEE - Institute of Electrical and Electronics Engineers. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9884081.

Bagheri, Hossein (2019) Fusion of Multi-sensor-derived Data for the 3D Reconstruction of Urban Scenes. Dissertation, Technische Universität München. Volltext nicht online.

Bagheri, Hossein and Schmitt, Michael and Zhu, Xiao Xiang (2018) Urban TanDEM-X raw DEM fusion based on TV-L1 and Huber models. In: 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/igarss.2018.8518870.

Bagheri, Hossein and Schmitt, Michael and Zhu, Xiao Xiang (2018) Fusion of Urban Tandem-X Raw Dems Using Variational Models. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 11 (12), pp. 4761-4774. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2018.2878608. ISSN 1939-1404.

Bagheri, Hossein and Schmitt, Michael and Zhu, Xiao Xiang (2019) Fusion of multi-sensor-derived heights and OSM-derived building footprints for urban 3D reconstruction. ISPRS International Journal of Geo-Information, 8 (193), pp. 1-17. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/ijgi8040193. ISSN 2220-9964.

Bagheri, Hossein and Schmitt, Michael and Zhu, Xiao Xiang (2019) Towards the reconstruction of prismatic building models by SAR-optical stereogrammetry. JURSE 2019, 2019-05-22 - 2019-05-24, Vannes/France. doi: 10.1109/JURSE.2019.8808985.

Bagheri, Hossein and Schmitt, Michael and d'Angelo, Pablo and Zhu, Xiao Xiang (2018) A framework for SAR-optical stereogrammetry over urban areas. ISPRS Journal of Photogrammetry and Remote Sensing, 146, 389 - 408. Elsevier. doi: 10.1016/j.isprsjprs.2018.10.003. ISSN 0924-2716.

Bagheri, Hossein and Schmitt, Michael and d'Angelo, Pablo and Zhu, Xiaoxiang (2018) Exploring the applicability of semi-global matching for SAR-optical stereogrammetry of urban scenes. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLII-2, pp. 43-48. ISPRS TC II Mid-term Symposium 2018, 2018-06-04 - 2018-06-07, Riva del Garda, Italien. doi: 10.5194/isprs-archives-XLII-2-43-2018.

Baier, Gerald and Rossi, Cristian and Lachaise, Marie and Zhu, Xiao Xiang and Bamler, Richard (2018) A Nonlocal InSAR Filter for High-Resolution DEM Generation From TanDEM-X Interferograms. IEEE Transactions on Geoscience and Remote Sensing, 56 (11), pp. 6469-6483. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2018.2839027. ISSN 0196-2892.

Bamler, Richard and Eineder, Michael and Gottwald, Manfred and Haschberger, Peter and Reinartz, Peter and Trautmann, Thomas and Zhu, Xiao Xiang (2018) Remote Sensing Technology Institute - Institut für Methodik der Fernerkundung: Status Report 2013 - 2018. Other. Deutsches Zentrum für Luft- und Raumfahrt. 208 S.

Bangalore, Ranjini and Gonzalez, Ruben and Brunschwiler, Thomas and Fraccaro, Paolo and Blumenstiel, Benedikt and Albrecht, Conrad M and Ait Ali Braham, Nassim (2024) Hyperspectral foundation model trained by spectral reconstruction for greenhouse gas emission estimation. 2024 AGU, 2024-12-09, Washington, DC, USA. Volltext nicht online.

Baumhoer, Celia and Dietz, Andreas and Heidler, Konrad and Künzer, Claudia (2022) IceLines – A new service to monitor Antarctic ice shelf front dynamics. EGU, 2022-05-23 - 2022-05-27, Wien. doi: 10.5194/egusphere-egu22-3402. Volltext nicht online.

Baumhoer, Celia and Dietz, Andreas and Heidler, Konrad and Mou, LiChao and Zhu, Xiao Xiang and Künzer, Claudia (2021) Towards an Antarctic Ice Shelf and Glacier Front Monitoring Service based on Sentinel-1 Data. UK Antarctic Science Conference 2021, 2021-03-22 - 2021-03-25, Edinburgh.

Baumhoer, Celia and Dietz, Andreas and Heidler, Konrad and Zhu, Xiao Xiang and Scheinert, Mirko and Loebel, Erik and Nitze, Ingmar and Christmann, Julia and Humbert, Angelika and Dinter, Tilman and Frickenhaus, Stephan (2022) The AI-CORE Project - Artificial Intelligence for Cold Regions. Data Science Symposium No. 7, 2022-06-27 - 2022-06-28, Geesthacht. Volltext nicht online.

Beker, Teo and Ansari, Homa and Montazeri, Sina and Song, Qian (2022) Detection of Volcanic Deformations in InSAR Velocity Maps - a contribution to TecVolSA project. Copernicus. EGU General Assembly 2022, 2022-05-23 - 2022-05-27, Vienna, Austria. doi: 10.5194/egusphere-egu22-7803.

Beker, Teo and Ansari, Homa and Montazeri, Sina and Song, Qian and Zhu, Xiao Xiang (2022) Fine-Tuning CNNS for Decreased Sensitivity to Non-Volcanic Deformation Velocity Signal. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, pp. 85-92. XXIV ISPRS Congress 2022, 2022-06-06 - 2022-06-11, Nice, France. doi: 10.5194/isprs-annals-V-3-2022-85-2022. ISSN 2194-9042.

Beker, Teo and Ansari, Homa and Montazeri, Sina and Song, Qian and Zhu, Xiao Xiang (2022) Explainability Analysis of CNN in Detection of Volcanic Deformation Signal. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 4851-4854. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9883340.

Beker, Teo and Ansari, Homa and Montazeri, Sina and Song, Qian and Zhu, Xiao Xiang (2023) Deep Learning for Subtle Volcanic Deformation Detection With InSAR Data in Central Volcanic Zone. IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 1-20. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2023.3318469. ISSN 0196-2892.

Beker, Teo and Song, Qian and Zhu, Xiao Xiang (2023) An analysis of the gap between hybrid and real data for volcanic deformation detection. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 825-828. IGARSS 2023, 2023-07-16 - 2023-07-21, Pasadena, USA. doi: 10.1109/IGARSS52108.2023.10281964.

Beker, Teo and Song, Qian and Zhu, Xiao Xiang (2023) Long-term Subtle Volcano Deformation Detection Using Generative Adversarial Networks. Fringe 2023, 2023-09-10 - 2023-09-15, Leeds, UK. Volltext nicht online.

Beker, Teo and Song, Qian and Zhu, Xiaoxiang (2023) Realistic volcanic deformations synthesis based on simulation data via generative model. In: European Geoscience Union. EGU General Assembly 2023, 2023-04-23 - 2023-04-28, Vienna, Autria. doi: 10.5194/egusphere-egu23-12204.

Beker, Teo and Zhu, Xiao Xiang (2024) Subtle Volcano Deformation Detection Using Generative Adversarial Networks. In: 2024 International Conference on Machine Intelligence for GeoAnalytics and Remote Sensing, MIGARS 2024. Institute of Electrical and Electronics Engineers (IEEE). MIGARS 2024, 2024-04-08 - 2024-04-10, Wellington, New Zealand. Volltext nicht online.

Beker, Teo and Zhu, Xiao Xiang (2024) Volcanic Deformation Monitoring utilizing Deep Learning and Wavelet Transform. In: American Geophysical Union Annual Meeting 2024 (AGU24). AGU. AGU24, 2024-12-09 - 2024-12-13, Washington DC, USA. Volltext nicht online.

Bi, Haixia and Yao, Jing and Wei, Zhiqiang and Hong, Danfeng and Chanussot, Jocelyn (2022) PolSAR Image Classification Based on Robust Low-Rank Feature Extraction and Markov Random Field. IEEE Geoscience and Remote Sensing Letters, 19, p. 4005205. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2020.3034700. ISSN 1545-598X.

Bilteanu, Liviu Luca and Dumachi, Andreea and Popa, Radu and Alexandrescu-Olteanu, Mihai-Florin and Serban, Andreea Iren and Dumitru, Corneliu Octavian (2023) Explaining the Image Content via Machine Learning Techniques: Extending the Experience on Semantic Labeling from Remote Sensing to Medical Imaging. the 34th Annual Congress of the Romanian Society for Radiotherapy and Medical Oncology / 9th National Congress of the Romanian Cancer Societies Federation, 2023-11-02 - 2023-11-05, Cluj-Napoca, Romania. Volltext nicht online.

Bilteanu, Liviu Luca and Dumachi, Andreea and Popa, Radu and Alexandrescu-Olteanu, Mihai-Florin and Serban, Andreea Iren and Dumitru, Corneliu Octavian (2023) Approaching Complexity in OneHealth by Mathematical Modeling and Machine Learning. International Conference One Health - One Earth, 2023-11-24 - 2023-11-25, Cluj-Napoca, Romania. Volltext nicht online.

Bishop, Kathleen and Liu, Chenying and Albrecht, Conrad M (2024) Towards Energy-Efficient Satellite-Onboard Landcover Classification with Spiking Neural Networks. 2024 Helmholtz AI conference, 2024-06-12, Duesseldorf. Volltext nicht online.

Brcic, Ramon and Rodriguez Gonzalez, Fernando and Parizzi, Alessandro and De Zan, Francesco and Eineder, Michael and Zhu, Xiao Xiang (2019) The Role of SAR Interferometry in Infrastructure Monitoring. Infrastructure 2019, 2019-02-26 - 2019-02-27, Frascati, Italy. Volltext nicht online.

Bărbulescu, Victor-Bogdan and Griparis, Andreea and Datcu, Mihai (2020) A Bag-of-Words framework for natural disaster evaluation on Sentinel-2 image. In: 13th International Conference on Communications, COMM 2020, pp. 193-196. The 13th International Conference on Communications, 2020-06-18 - 2020-06-20, online. doi: 10.1109/COMM48946.2020.9141955. ISBN 978-1-72815-611-8. Volltext nicht online.

Calota, Iulia and Faur, Daniela and Datcu, Mihai (2020) DNN-Based, Semantic Extraction: Fast Learning from Multispectral Signatures. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, online. doi: 10.1109/IGARSS39084.2020.9323350. ISBN 978-172816374-1. ISSN 2153-6996. Volltext nicht online.

Calota, Iulia and Faur, Daniela and Datcu, Mihai (2022) Estimating NDVI from SAR Images Using DNN. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 5232-5235. IEEE - Institute of Electrical and Electronics Engineers. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9884313.

Camero, Andrés and Toutouh, Jamal and Alba, Enrique (2021) Reliable and Fast Recurrent Neural Network Architecture Optimization. In: Proceedings of the XIX Conference of the Spanish Association for Artificial Intelligence, pp. 219-220. XIX Conference of the Spanish Association for Artificial Intelligence, 2021-09-22 - 2021-09-24, Malaga, Spain. ISBN 978-84-09-30514-8.

Camero, Andrés and Wang, Hao and Alba, Enrique and Bäck, Thomas (2021) Bayesian neural architecture search using a training-free performance metric. Applied Soft Computing, 106, p. 107356. Elsevier. doi: 10.1016/j.asoc.2021.107356. ISSN 1568-4946.

Camero Unzueta, Andres and Toutouh, Jamal and Alba, Enrique (2020) Random error sampling-based recurrent neural network architecture optimization. Engineering Applications of Artificial Intelligence, 96, p. 103946. Elsevier. doi: 10.1016/j.engappai.2020.103946. ISSN 0952-1976. Volltext nicht online.

Camps-Valls, Gustau and Reichstein, Markus and Zhu, Xiao Xiang and Tuia, Devis (2020) Advancing Deep Learning for Earth Sciences: From Hybrid Modeling to Interpretability. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, Virtual event. doi: 10.1109/igarss39084.2020.9323558. ISBN 978-172816374-1. ISSN 2153-6996. Volltext nicht online.

Cao, Xiangyong and Yao, Jing and Fu, Xueyang and Bi, Haixia and Hong, Danfeng (2021) An Enhanced 3-D Discrete Wavelet Transform for Hyperspectral Image Classification. IEEE Geoscience and Remote Sensing Letters, 18 (6), pp. 1104-1108. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2020.2990407. ISSN 1545-598X. Volltext nicht online.

Cao, Yun and Wang, Yuebin and Peng, Junhuan and Qiu, Chunping and Ding, Lei and Zhu, Xiao Xiang (2021) SDFL-FC: Semi-supervised Deep Feature Learning with Feature Consistency for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 59 (12), pp. 10488-10502. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2020.3044094. ISSN 0196-2892.

Chaudhuri, Ushashi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2020) CMIR-NET : A deep learning based model for cross-modal retrieval in remote sensing. Pattern Recognition Letters, 131, pp. 456-462. Elsevier. doi: 10.1016/j.patrec.2020.02.006. ISSN 0167-8655. Volltext nicht online.

Chaudhuri, Ushashi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2020) CMIR-NET: A deep learning based model for cross-modal retrieval in remote sensing. Pattern Recognition Letters, 131, pp. 456-462. Elsevier. doi: 10.1016/j.patrec.2020.02.006. ISSN 0167-8655.

Chaudhuri, Ushashi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2022) Attention-Driven Graph Convolution Network for Remote Sensing Image Retrieval. IEEE Geoscience and Remote Sensing Letters, 19, p. 8019705. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2021.3105448. ISSN 1545-598X.

Chaudhuri, Ushashi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2022) A Zero-Shot Sketch-Based Intermodal Object Retrieval Scheme for Remote Sensing Images. IEEE Geoscience and Remote Sensing Letters, 19, p. 8007705. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2021.3056392. ISSN 1545-598X.

Chaudhuri, Ushashi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2021) Attention-Driven Cross-Modal Remote Sensing Image Retrieval. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 4783-4786. Institute of Electrical and Electronics Engineers. 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, 2021-07-11 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9554838. ISBN 978-1-6654-0369-6. ISSN 2153-7003.

Chaudhuri, Ushashi and Dey, Subhadip and Datcu, Mihai and Banerjee, Biplab and Bhattacharya, Avik (2021) Interband Retrieval and Classification Using the Multilabeled Sentinel-2 BigEarthNet Archive. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, pp. 9884-9898. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2021.3112209. ISSN 1939-1404.

Chaudhuri, Ushasi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2020) CrossATNet - a novel cross-attention based framework for sketch-based image retrieval. Image and Vision Computing, 104, p. 104003. Elsevier. doi: 10.1016/j.imavis.2020.104003. ISSN 0262-8856.

Chaudhuri, Ushasi and Banerjee, Biplab and Bhattacharya, Avik and Datcu, Mihai (2020) A Simplified Framework for Zero-shot Cross-Modal Sketch Data Retrieval. In: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2020, pp. 699-706. CVPR 2020, 2020-06-14 - 2020-06-19, online. doi: 10.1109/CVPRW50498.2020.00099. ISBN 978-1-7281-9360-1. ISSN 2160-7508. Volltext nicht online.

Chavhan, Ruchika and Banerjee, Biplab and Zhu, Xiao Xiang and Chaudhuri, Subhasis (2021) A Novel Actor Dual-Critic Model for Remote Sensing Image Captioning. In: 25th International Conference on Pattern Recognition, ICPR 2020, pp. 4918-4925. ICPR 2020, 2021-01-10 - 2021-01-15, Milan, Italy. doi: 10.1109/ICPR48806.2021.9412486. ISBN 978-1-7281-8808-9. ISSN 1051-4651.

Chen, Sining and Shi, Yilei and Xiong, Zhitong and Zhu, Xiao Xiang (2023) HTC-DC Net: Monocular Height Estimation From Single Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing, 61, pp. 1-18. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2023.3321255. ISSN 0196-2892.

Chen, Tzu-Hsin Karen and Qiu, Chunping and Schmitt, Michael and Zhu, Xiao Xiang and Sabel, Clive E. S and Prishchepov, Alexander V. (2020) Mapping horizontal and vertical urban densification in Denmark with Landsat time-series from 1985 to 2018: a semantic segmentation solution. Remote Sensing of Environment, 251, p. 112096. Elsevier. doi: 10.1016/j.rse.2020.112096. ISSN 0034-4257.

Chen, Yaxiong and Xiong, Shengwu and Mou, LiChao and Zhu, Xiao Xiang (2022) Deep Quadruple-Based Hashing for Remote Sensing Image-Sound Retrieval. IEEE Transactions on Geoscience and Remote Sensing, 60, p. 4705814. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2022.3155283. ISSN 0196-2892. Volltext nicht online.

Ciuca, Madalina and Anghel, Andrei and Cacoveanu, Remus and Rommen, Bjorn and Datcu, Mihai (2019) A Radargrammetric Approach for Spaceborne Transmitter-Stationary Receiver Bistatic SAR. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. doi: 10.1109/igarss.2019.8898191.

Coca, Iulia and Vaduva, Corina and Datcu, Mihai (2021) Haze and Smoke Removal for Visualization of Multispectral Images: A DNN Physics Aware Architecture. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2102-2105. Institute of Electrical and Electronics Engineers. IGARSS 2021, 2021-07-11 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9553735. ISBN 978-1-6654-0369-6. ISSN 2153-7003.

Coca, Mihai and Anghel, Andrei and Datcu, Mihai (2018) Normalized Compression Distance for SAR Image Change Detection. In: 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/IGARSS.2018.8518126.

Coca, Mihai and Anghel, Andrei and Datcu, Mihai (2019) Unbiased Seamless SAR Image Change Detection Based on Normalized Compression Distance. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12 (7), pp. 2088-2096. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2019.2909143. ISSN 1939-1404. Volltext nicht online.

Coca, Mihai and Datcu, Mihai (2021) Anomaly Detection in Post Fire Assessment. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 8620-8623. Institute of Electrical and Electronics Engineers. IGARSS 2021, 2021-07-11 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9554169. ISBN 978-1-6654-0369-6. ISSN 2153-7003.

Coca, Mihai and Datcu, Mihai (2023) FPGA Accelerator for Meta-Recognition Anomaly Detection: Case of Burned Area Detection. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 16, pp. 5247-5259. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2023.3273309. ISSN 1939-1404.

Coca, Mihai and Datcu, Mihai and Dax, Gabriel and Dumitru, Corneliu Octavian and Schwarz, Gottfried and Yao, Wei (2019) No Feature Data Analytics: Compression Pattern Recognition. Φ-week, 2019-09-09 - 2019-09-13, Frascati, Italy. Volltext nicht online.

Coca, Mihai and Neagoe, Iulia and Datcu, Mihai (2020) Physically Meaningful Dictionaries for EO Crowdsourcing: A Ml for Blockchain Architecture. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, Online. doi: 10.1109/IGARSS39084.2020.9324361. ISBN 978-172816374-1. ISSN 2153-6996.

Coltuc, Dinu and Datcu, Mihai and Coltuc, Daniela (2018) On the Use of Normalized Compression Distances for Image Similarity Detection. Entropy, 20 (2), pp. 1-15. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/e20020099. ISSN 1099-4300.

Cosenza Muralles, Beatriz and Lasserre, Cécile and DeMets, Charles and De Zan, Francesco and Shau, Robert and Ansari, Homa and Parizzi, Alessandro and Lyon-Caen, Hélène and Feigl, Kurt (2021) Large scale observations and strain partitioning analysis in Guatemala from SAR interferometry. AGU Fall Meeting 2021, 2021-12-13 - 2021-12-17, New Orleans, USA. Volltext nicht online.

Cummings, Sol and Kondmann, Lukas and Zhu, Xiao Xiang (2022) Siamese Attention U-Net for Multi-Class Change Detection. In: 2022 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, pp. 211-214. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9884834. ISBN 978-166542792-0.

Danisor, Cosmin and Datcu, Mihai (2018) 3-Pass D-InSAR for Estimation of Displacements Caused by October 2016 Central Italy Earthquake. In: Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, pp. 1-4. EUSAR 2018, 2018-06-04 - 2018-06-07, Aachen, Germany. ISBN 978-3-8007-4636-1.

Danisor, Cosmin and Datcu, Mihai (2018) Extension of PS-InSAR Approach for DEM and Linear Deformation Rates Estimation. Case Study of Bucharest Area. In: Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, pp. 1-4. EUSAR 2018, 2018-06-04 - 2018-06-07, Aachen, Germany. ISBN 978-3-8007-4636-1.

Danisor, Cosmin and Datcu, Mihai and Dănişor, Alin (2018) Estimation of terrain's linear deformation rates using synthetic aperture radar systems. IOP Conference Series : Materials Science and Engineering, 400, pp. 1-15. Institute of Physics (IOP) Publishing. doi: 10.1088/1757-899X/400/2/022018. ISSN 1757-8981.

Danisor, Cosmin and Fornaro, Gianfranco and Antonio, Pauciullo and Datcu, Mihai (2018) Statistical Analysis for Improvement of Double Persistent Scatterers Detection in SAR Tomography. In: 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/IGARSS.2018.8518752.

Danisor, Cosmin and Fornaro, Gianfranco and Pauciullo, Antonio and Datcu, Mihai (2023) Adaptation of SqueeSAR Filtering in SAR Tomography Context. In: 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023, pp. 7742-7745. IGARSS 2023, 2023-07-16 - 2023-07-21, Pasadena, CA, USA. doi: 10.1109/IGARSS52108.2023.10282815. ISBN 979-835032010-7. ISSN 2153-6996. Volltext nicht online.

Datcu, Mihai (2018) Earth Observation Big Data Intelligence: the paradigm shift. Acivs 2018, 2018-09-24 - 2018-09-27, Poitiers, Frankreich. Volltext nicht online.

Datcu, Mihai (2018) Quantum Machine Learning: Earth Observation Challenges. Workshop on Quantum Computing for Applications in Science and Industry 2018, 2018-10-01 - 2018-10-02, DLR, Standort Köln. Volltext nicht online.

Datcu, Mihai (2018) Machine Learning meets Computational Imaging: Big Data Analytics for Earth Observation. ICIP 2018, 2018-10-07 - 2018-10-10, Athen, Griechenland. Volltext nicht online.

Datcu, Mihai (2018) Artificial Intelligence for Earth Observation. Conference of China Academy for Space Technology (CAST) 2018, 2018-10-11, Peking, China. Volltext nicht online.

Datcu, Mihai (2018) Earth Observation Data Intelligence and Knowledge Discovery. Workshop BIT 2018, 2018-10-15, Peking, China. Volltext nicht online.

Datcu, Mihai (2018) Big SAR Data Science: Physics based Machine Learning and Artificial Intelligence. IET International Radar Conference 2018, 2018-10-17 - 2018-10-19, Nanjing, China. Volltext nicht online.

Datcu, Mihai (2019) Quantum resources for EO technology. Quantum for Earth Observation, ESA & COST Action QTSPace (CA15220), 2019-04-03, Rome, Italy. Volltext nicht online.

Datcu, Mihai (2019) EO Spatio-Temporal Patterns Extraction. MULTITEMP19, 2019-08-06, Shanghai,China. Volltext nicht online.

Datcu, Mihai (2019) AI4SAR: Science and Technology. BIGSARDATA 2019, 2019-08-05, Beijing, China. Volltext nicht online.

Datcu, Mihai (2019) Earth Observation Data Intelligence and Knowledge Discovery. IEEE GRSS Distinguished Lecturer Program, 2019-02-27, Bombay, India. Volltext nicht online.

Datcu, Mihai (2019) Artificial Intelligence for Very High Resolution Earth Observation: Environment Monitoring. [Other] Volltext nicht online.

Datcu, Mihai (2019) Satellite Image Time Series Analysis. Blaise Pascal International Chair, 2019-11-19, Paris, France. Volltext nicht online.

Datcu, Mihai (2019) Space technology: the change of paradigm. The semi-centenary of the Romanian research in micro-nano electronics and prospects for the evolution of the field, 2019-09-19, Bucharest, Romania. Volltext nicht online.

Datcu, Mihai (2020) Earth Observation Data Science and Beyond. Conférence de clôture de la Chaire d’excellence internationale Blaise Pascal, 2020-01-23, Paris, France. Volltext nicht online.

Datcu, Mihai (2020) AI and Earth Observation. AI4OAC: workshop on AI for Ocean, Atmosphere and Climate Dynamics, 2020-01-20 - 2020-01-23, Brest, France. Volltext nicht online.

Datcu, Mihai (2020) Artificial Intelligence for Satellite Image Time Series. Seminar on Satellite Image Time Series (in the frame of Blaise Pascal International Chair), 2020-01-23, Paris. Volltext nicht online.

Datcu, Mihai (2020) Earth Observation Big Data Challenges the AI change of paradigm. AI4EU Café, online. Volltext nicht online.

Datcu, Mihai (2020) Explainable Deep Learning: Paradigms for Earth Observation. IEEE tutorial, 2020-01-28, online. Volltext nicht online.

Datcu, Mihai (2020) Compression Based Pattern Recognition: Data Content Communication Channels. Blaise Pascal International Chair, 2020-01-23, Paris. Volltext nicht online.

Datcu, Mihai and Andrei, Vlad and Dumitru, Corneliu Octavian and Huang, Zhongling and Schwarz, Gottfried and Zhao, Juanping (2019) Explainable Deep Learning for SAR Data. Φ-week, 2019-09-09 - 2019-09-13, Frascati, Italy. Volltext nicht online.

Datcu, Mihai and Dumitru, Corneliu Octavian (2019) EO Big Data Mining: AI paradigms, tools and applications. Neue Perspektiven der Erdbeobachtung Symposium, 2019-11-12 - 2019-11-13, Cologne, Germany. Volltext nicht online.

Datcu, Mihai and Dumitru, Corneliu Octavian and Schwarz, Gottfried and Castel, Fabian and Lorenzo, Jose (2019) Data Science Workflows for the CANDELA Project. In: Proceedings of 2019 Big Data from Space (BiDS'19), pp. 19-22. Big Data from Space 2019, 2019-02-19 - 2019-02-21, Munich, Germany. doi: 10.2760/848593.

Datcu, Mihai and Grivei, Alexandru Cosmin and Espinoza Molina, Daniela and Dumitru, Corneliu Octavian and Reck, Christoph and Manilici, Vlad and Schwarz, Gottfried (2020) The Digital Earth Observation Librarian: A Data Mining Approach for Large Satellite Images Archives. Big Earth Data, 4 (3), pp. 265-294. Taylor & Francis. doi: 10.1080/20964471.2020.1738196. ISSN 2096-4471.

Datcu, Mihai and Huang, Zhongling and Anghel, Andrei and Zhao, J. and Cacoveanu, Remus (2023) Explainable, Physics-Aware, Trustworthy Artificial Intelligence: A paradigm shift for synthetic aperture radar. IEEE Geoscience and Remote Sensing Magazine (GRSM), 11 (1), pp. 8-25. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/MGRS.2023.3237465. ISSN 2168-6831.

Datcu, Mihai and Moigne, Jacqueline Le and Loekken, Sveinung and Soille, Pierre and Xia, Gui-Song (2020) Special Issue on Big Data From Space. IEEE Transactions on Big Data, 6 (3), pp. 427-429. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TBDATA.2020.3015536. ISSN 2332-7790. Volltext nicht online.

Datcu, Mihai and Otgonbaatar, Soronzonbold (2022) AI4EO: from physics guided paradigms to quantum machine learning. Living Planet Symposium 2022, 2022-05-23 - 2022-05-27, Bonn, Germany.

Datcu, Mihai and Schwarz, Gottfried and Dumitru, Corneliu Octavian (2020) Deep Learning Training and Benchmarks for Earth Observation Images: Data Sets, Features, and Procedures. In: Recent Trends in Artificial Neural Networks IntechOpen. pp. 1-12. doi: 10.5772/intechopen.90910. Volltext nicht online.

Datcu, Mihai and Xu, Feng (2018) Earth Observation Big Data Intelligence: theory and practice of deep learning and big data mining. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spanien. Volltext nicht online.

Datcu, Mihai and Xu, Feng and Hirose, Akira (2019) Earth Observation Big Data Intelligence: theory and practice of deep learning and big data mining. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. Volltext nicht online.

Dax, Gabriel and Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2019) SAR Change Detection in a General Case Using Normalized Compression Distance. TerraSAR-X Science Team Meeting 2019, 2019-10-21 - 2019-10-24, Oberpfaffenhofen, Germany.

Debray, Henri and Qiu, Chunping and Schmitt, Michael and Wang, Yuanyuan and Zhu, Xiao Xiang and Taubenböck, Hannes (2021) Types of Morphological Configurations of the City across the Globe - a Remote Sensing based Comparative Approach. In: 26th International Conference on Urban Planning and Regional Development in the Information Society GeoMultimedia 2021, pp. 969-978. CORP – Competence Center of Urban and Regional Planning. Real CORP 2021, 2021-09-08 - 2021-09-10, Vienna, Austira. ISBN 978-3-9504945-0-1. ISSN 2521-3938.

Debray, Henri and Qiu, Chunping and Schmitt, Michael and Wang, Yuanyuan and Zhu, Xiao Xiang and Taubenböck, Hannes (2022) Do Cities exist in all Shapes and Sizes? An EO based Investigation. JURSE 2022, 2022-02-03 - 2022-02-04, Medellin, Columbia.

Demir, Emre and Traoré, Kalifou René and Camero, Andres (2024) Leveraging performance-based metadata for designing multi-objective NAS strategies for efficient models in Earth Observation. In: ESANN 2024 Proceedings, European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, pp. 209-214. www.i6doc.com/en/. European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2024-10-09 - 2024-10-11, Brugge, Belgium. doi: 10.14428/esann/2024.ES2024-94. ISBN 978-2-87587-090-2.

Di, Hu and Mou, LiChao and Wang, Qingzhong and Gao, Junyu and Hua, Yuansheng and Dou, Dejing and Zhu, Xiao Xiang (2020) Ambient Sound Helps: Audiovisual Crowd Counting in Extreme Conditions. In: Proceedings of IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 1-4. IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020-06-14 - 2020-06-19, Virtual event.

Diaconu, Codrut-Andrei and Bamber, Jonathan L. (2023) Detailed Glacier Area Change Analysis in the European Alps with Deep Learning. In: NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning, pp. 1-7. NeurIPS 2023 Workshop on Tackling Climate Change with Machine Learning, 2023-12-10 - 2023-12-16, New Orleans, Louisiana, United States.

Diaconu, Codrut-Andrei and Bamber, Jonathan L. (2024) Detailed Glacier Area Change Analysis in the European Alps with Deep Learning. 27th Alpine Glaciology Meeting, 2024-03-14 - 2024-03-15, Grenoble, France. Volltext nicht online.

Diaconu, Codrut-Andrei and Bamber, Jonathan L. and Maussion, Fabien and Zekollari, Harry (2024) Investigating the drivers of global glacier volume changes over the last two decades using machine learning. General Assembly 2024 of the European Geosciences Union (EGU), 2024-04-14 - 2024-04-19, Vienna, Austria. Volltext nicht online.

Diaconu, Codrut-Andrei and Gottschling, Nina Maria (2024) Uncertainty-Aware Learning With Label Noise for Glacier Mass Balance Modeling. IEEE Geoscience and Remote Sensing Letters, 21, pp. 1-5. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2024.3356160. ISSN 1545-598X.

Diaconu, Codrut-Andrei and Saha, Sudipan and Gunnemann, Stephan and Zhu, Xiao Xiang (2022) Understanding the Role of Weather Data for Earth Surface Forecasting using a ConvLSTM-based Model. In: 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2022, pp. 1361-1370. Institute of Electrical and Electronics Engineers (IEEE). 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2022-06-19 - 2022-06-20, New Orleans, LA, USA. doi: 10.1109/CVPRW56347.2022.00142. ISBN 978-166548739-9. ISSN 2160-7508.

Dietz, Andreas and Baumhoer, Celia and Heidler, Konrad and Mou, LiChao and Nitze, Ingmar and Scheinert, Mirko and Dinter, Tilman and Frickenhaus, Stephan and Hajnsek, Irena and Fischer, Georg and Christmann, Julia and Rösel, Anja and Löbel, Erik and Duc Phan, Long and Humbert, Angelika and Grosse, Guido and Zhu, Xiao Xiang (2021) Status of the Artificial Intelligence for Cold Regions (AI-CORE) project - data integration and method implementation on the infrastructures. 6th AWI Data Science Symposium, 2021-11-08 - 2021-11-09, Bremen, Deutschland. Volltext nicht online.

Dietz, Andreas and Baumhoer, Celia and Heidler, Konrad and Mou, LiChao and Nitze, Ingmar and Scheinert, Mirko and Fischer, Georg and Hajnsek, Irena and Christmann, Julia and Roesel, Anja and Loebel, Erik and Long, Duc Phan and Dinter, Tilman and Humbert, Angelika and Grosse, Guido and Zhu, Xiao Xiang (2022) The AI-CORE Project - Artificial Intelligence for Cold Regions. European Geosciences Union (EGU) General Assembly, 2022-05-23 - 2022-05-27, Vienna, Austria. doi: 10.5194/egusphere-egu22-3446. Volltext nicht online.

Dietz, Andreas and Zhu, Xiao Xiang and Heidler, Konrad and Mou, LiChao and Nitze, Ingmar and Scheinert, Mirko and Dinter, Tilman and Frickenhaus, Stephan and Hajnsek, Irena and Parrella, Giuseppe and Baumhoer, Celia and Christmann, Julia and Roesel, Anja and Loebel, Erik and Duc Phan, Long and Humbert, Angelika and Grosse, Guido (2020) Developing artificial intelligence methods for addressing major challenges in cryosphere research: The AI-CORE project. In: Proceedings of the AGU Fall Meeting 2020. AGU Fall Meeting, 2020-12-01 - 2020-12-17, Virtual event. Volltext nicht online.

Ding, Jian and Xue, Nan and Xia, Gui-Song and Yang, Wen and Ying Yang, Michael and Belongie, Serge and Luo, Jiebo and Datcu, Mihai and Pelillo, Marcello and Zhang, Liangpei (2022) Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44 (11), pp. 7778-7796. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TPAMI.2021.3117983. ISSN 0162-8828.

Ding, L. and Tang, H. and Liu, Yuanyuan and Shi, Yilei and Zhu, Xiao Xiang (2021) Adversarial Shape Learning for Building Extraction in VHR Remote Sensing Images. IEEE Transactions on Image Processing (31), pp. 678-690. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TIP.2021.3134455. ISSN 1057-7149. Volltext nicht online.

Doda, Sugandha and Wang, Yuanyuan and Kahl, Matthias and Hoffmann, Eike Jens and Ouan, Kim and Taubenböck, Hannes and Zhu, Xiao Xiang (2022) So2Sat POP - A Curated Benchmark Data Set for Population Estimation from Space on a Continental Scale. Scientific Data, 9, 715_1-715_11. Nature Publishing Group. doi: 10.1038/s41597-022-01780-x. ISSN 2052-4463.

Dong, Rummin and Mou, LiChao and Zhang, Lixian and Fu, Haohuan and Zhu, Xiao Xiang (2022) Real-world remote sensing image super-resolution via a practical degradation model and a kernel-aware network. ISPRS Journal of Photogrammetry and Remote Sensing, 191, pp. 155-170. Elsevier. doi: 10.1016/j.isprsjprs.2022.07.010. ISSN 0924-2716. Volltext nicht online.

Dumitru, Corneliu Octavian and Andrei, Vlad and Schwarz, Gottfried and Datcu, Mihai (2019) Machine Learning for Sea Ice Monitoring from Satellites. In: International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives. Munich Remote Sensing Symposium 2019, 2019-09-18 - 2019-09-20, Munich, Germany. doi: 10.5194/isprs-archives-XLII-2-W16-83-2019. ISSN 1682-1750.

Dumitru, Corneliu Octavian and Bilteanu, Liviu Luca (2024) Urban exploration using satellite and medical data. ESA URBan Insights from Space – URBIS24, 2024-09-16 - 2024-09-18, Frascati, Italy. Volltext nicht online.

Dumitru, Corneliu Octavian and Datcu, Mihai (2021) Semantic Analysis of Satellite Image Time Series. In: Change Detection and Image Time Series Analysis Change Detection and Image Time Series Analysis 2: Supervised Methods. Wiley Encyclopedia of Sciences. pp. 85-107. doi: 10.1002/9781119882299.ch3. Volltext nicht online.

Dumitru, Corneliu Octavian and Dax, Gabriel and Schwarz, Gottfried and Cazacu, Constantin and Adamescu, Mihai Cristian and Datcu, Mihai (2019) Accurate Monitoring of the Danube Delta Dynamics using Copernicus Data. SPIE Remote Sensing, 2019-09-09 - 2019-09-12, Strasbourg, France. doi: 10.1117/12.2532314.

Dumitru, Corneliu Octavian and Karmakar, Chandrabali and Datcu, Mihai (2020) Meaningful Labeling of Satellite Image Details: Recent Developments in Latent Dirichlet Allocation Topics. Phi-week, 2020-09-28 - 2020-10-02, Frascati, Italy. Volltext nicht online.

Dumitru, Corneliu Octavian and Kuzu, Ridvan Salih and Bagaglini, Leonardo and Santarelli, Filippo (2024) Building Anomaly Detection with Self-supervised Learning. Case study: the city of Bucharest, Romania. ESA URBan Insights from Space – URBIS24, 2024-09-16 - 2024-09-18, Frascati, Italy. Volltext nicht online.

Dumitru, Corneliu Octavian and Kuzu, Ridvan Salih and Hughes, Lloyd and Russwurm, Marc and Tuia, Devis and Antropov, Oleg and Molinier, Matthieu and Pasquali, Giorgio and Bagaglini, Leonardo and Rösel, Anja and Zhu, Xiaoxiang (2023) RepreSent: Non-supervised Representation Learning for Sentinels. Neue Perspektiven der Erdbeobachtung Symposium, 2023-06-26 - 2023-06-28, Bonn, Germany. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Ao, Dongyang and Dax, Gabriel and Karmakar, Chandrabali and Datcu, Mihai (2020) Selection of Reliable Machine Learning Algorithms for Geophysical Applications. EGU 2020, 2020-05-03 - 2020-05-08, Vienna, Austria. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Castel, Fabien and Lorenzo, Jose and Datcu, Mihai (2019) Artificial Intelligence Data Science Methodology for Earth Observation. In: Advanced Analytics and Artificial Intelligence Applications pp. 1-20. doi: 10.5772/intechopen.86886.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) SAR Image Land Cover Datasets for Classification Benchmarking of Temporal Changes. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 11 (5), pp. 1571-1592. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/jstars.2018.2803260. ISSN 1939-1404. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) Monitoring of Coastal Environments Using Data Mining. IARIA 2018: The International Workshop on Knowledge Extraction and Semantic Annotation, KESA, 2018-04-22 - 2018-04-26, Athens, Greece.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) Evaluation of Retrieved Categories from a TerraSAR-X Benchmarking Data Set. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/igarss.2018.8518833. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) A SAR Benchmarking Tool for Generation of Image Datasets: Applications for Urban Areas. Mapping Urban Areas from Space, 2018-10-30 - 2018-10-31, Frascati, Italy. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2018) Earth Observation Semantics and Data Analytics for Coastal Environmental Areas. International Journal on Advances in Software, 11 (3-4), pp. 390-398. IARIA. ISSN 1942-2628.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2020) Knowledge extraction from Copernicus satellite data. In: 11th International Symposium on Digital Earth, ISDE 2019, 509, 012014_1-012014_2. Institute of Physics (IOP) Publishing. 11th International Symposium on Digital Earth, 2019-09-24 - 2019-09-27, Florence/IT. doi: 10.1088/1755-1315/509/1/012014. ISSN 1755-1307.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2021) Semantic Labeling of Globally Distributed Urban and Nonurban Satellite Images Using High-Resolution SAR Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, pp. 6009-6068. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2021.3084314. ISSN 1939-1404.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2021) Machine Learning Techniques for Knowledge Extraction from Satellite Images: Application to Specific Area Types. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII, pp. 455-462. ISPRS 2021, 2021-07-05 - 2021-07-09, Nice, France. doi: 10.5194/isprs-archives-XLIII-B3-2021-455-2021. ISSN 1682-1750.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2021) A Benchmarking Dataset for Arctic Ice Monitoring using Radar Satellite Images. Phi-week, 2021-10-11 - 2021-10-15, Frascati, Itlay. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai (2023) AL4SLEO: An Active Learning Solution for the Semantic Labelling of Earth Observation Satellite Images – Part 1. In: Benchmarks and Hybrid Algorithms in Optimization and Applications Springer Tracts in Nature-Inspired Computing (7). pp. 105-118. doi: 10.1007/978-981-99-3970-1_7. Volltext nicht online.

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Dumitru, Corneliu Octavian and Schwarz, Gottfried and Datcu, Mihai and Everett, Alistar and Hughes, Nick and Koubarakis, Manolis (2020) Efficient Algorithms for Monitoring Polar Areas Using Satellite Images. EC ESA EO for Polar Science Workshop, 2020-10-28 - 2020-10-30, Copenhagen, Denmark. Volltext nicht online.

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Dumitru, Corneliu Octavian and Schwarz, Gottfried and Grivei, Alexandru and Datcu, Mihai (2019) Artificial Intelligence for EO Sensor Fusion. ESA Living Planet Symposium 2019, 2019-05-13 - 2019-05-17, Milan, Italy. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Karmakar, Chandrabali (2024) Automated Selection of Sentinel-2 Spectral Bands for Fire Detection. European Geosciences Union (EGU) General Assembly, 2024-04-14 - 2024-04-19, Vienna, Austria. doi: 10.5194/egusphere-egu24-1324. Volltext nicht online.

Dumitru, Corneliu Octavian and Schwarz, Gottfried and Karmakar, Chandrabali and Andrei, Vlad and Huang, Zhongling (2020) Comparison of Efficient Ice Mapping Algorithms for Satellite Images. Phi-week, 2020-09-28 - 2020-10-02, Frascati, Italy. Volltext nicht online.

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Hong, Danfeng and Chanussot, Jocelyn and Yokoya, Naoto and Kang, Jian and Zhu, Xiao Xiang (2020) Learning Shared Cross-modality Representation Using Multispectral-LiDAR and Hyperspectral Data. IEEE Geoscience and Remote Sensing Letters, 17 (8), pp. 1470-1474. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2019.2944599. ISSN 1545-598X.

Hong, Danfeng and Chanussot, Jocelyn and Zhu, Xiao Xiang (2021) An Overview of Multimodal Remote Sensing Data Fusion: From Image to Feature, from Shallow to Deep. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1245-1248. IGARSS 2021, 2021-07-11 - 2021-07-16, Brussels, virtuell. doi: 10.1109/IGARSS47720.2021.9554255.

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Hong, Danfeng and Hu, Jingliang and Yao, Jing and Chanussot, Jocelyn and Zhu, Xiao Xiang (2021) Multimodal remote sensing benchmark datasets for land cover classification with a shared and specific feature learning model. ISPRS Journal of Photogrammetry and Remote Sensing, 178, pp. 68-80. Elsevier. doi: 10.1016/j.isprsjprs.2021.05.011. ISSN 0924-2716.

Hong, Danfeng and Wu, Xin and Ghamisi, Pedram and Chanussot, Jocelyn and Yokoya, Naoto and Zhu, Xiao Xiang (2020) Invariant Attribute Profiles: A Spatial-Frequency Joint Feature Extractor for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 58 (6), pp. 3791-3808. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2019.2957251. ISSN 0196-2892.

Hong, Danfeng and Yao, Jing and Wu, Xin and Chanussot, Jocelyn and Zhu, Xiao Xiang (2020) Spatial-Spectral Manifold Embedding of Hyperspectral Data. In: The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLIII, pp. 1-6. 24th ISPRS Congress, 2020-08-31 - 2020-09-02, Nice, France. doi: 10.5194/isprs-archives-xliii-b3-2020-423-2020. ISSN 1682-1750.

Hong, Danfeng and Yokoya, Naoto and Chanussot, Jocelyn and Xu, Jian and Zhu, Xiao Xiang (2019) Learning to Propagate Labels on Graphs: An Iterative Multitask Regression Framework for Semi-supervised Hyperspectral Dimensionality Reduction. ISPRS Journal of Photogrammetry and Remote Sensing, 158, pp. 35-49. Elsevier. doi: 10.1016/j.isprsjprs.2019.09.008. ISSN 0924-2716.

Hong, Danfeng and Yokoya, Naoto and Chanussot, Jocelyn and Xu, Jian and Zhu, Xiao Xiang (2021) Joint and Progressive Subspace Analysis (JPSA) with Spatial-Spectral Manifold Alignment for Semi-Supervised Hyperspectral Dimensionality Reduction. IEEE Transactions on Cybernetics, 51 (7), pp. 3602-3615. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/tcyb.2020.3028931. ISSN 2168-2267.

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Hong, Danfeng and Yokoya, Naoto and Chanussot, Jocelyn and Zhu, Xiao Xiang (2019) An Augmented Linear Mixing Model to Address Spectral Variability for Hyperspectral Unmixing. IEEE Transactions on Image Processing, 28 (4), pp. 1923-1938. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TIP.2018.2878958. ISSN 1057-7149.

Hong, Danfeng and Yokoya, Naoto and Ge, Nan and Chanussot, Jocelyn and Zhu, Xiao Xiang (2019) Learnable Manifold Alignment (LeMA) : A Semi-supervised Cross-modality Learning Framework for Land Cover and Land Use Classification. ISPRS Journal of Photogrammetry and Remote Sensing, 147, pp. 193-205. Elsevier. doi: 10.1016/j.isprsjprs.2018.10.006. ISSN 0924-2716.

Hong, Danfeng and Yokoya, Naoto and Xia, Gui-Song and Chanussot, Jocelyn and Zhu, Xiao Xiang (2020) X-ModalNet: A Semi-Supervised Deep Cross-Modal Network for Classification of Remote Sensing Data. ISPRS Journal of Photogrammetry and Remote Sensing, 167, pp. 12-23. Elsevier. doi: 10.1016/j.isprsjprs.2020.06.014. ISSN 0924-2716.

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Hong, Danfeng and Zhu, Xiao Xiang (2018) SULoRA: Subspace Unmixing with Low-Rank Attribute Embedding for Hyperspectral Data Analysis. IEEE Journal of Selected Topics in Signal Processing, 12 (6), pp. 1351-1363. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTSP.2018.2877497. ISSN 1932-4553.

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Hu, Jingliang (2020) From Remote Sensing Data to Urban Patterns: A Topology Guided Data Fusion Paradigm. Dissertation, TU München.

Hu, Jingliang and Ghamisi, Pedram and Zhu, Xiao Xiang (2018) Feature Extraction and Selection of Sentinel-1 Dual-Pol Data for Global-Scale Local Climate Zone Classification. ISPRS International Journal of Geo-Information, 7 (379), pp. 1-20. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/ijgi7090379. ISSN 2220-9964.

Hu, Jingliang and Hong, Danfeng and Wang, Yuanyuan and Zhu, Xiao Xiang (2019) A Comparative Review of Manifold Learning Techniques for Hyperspectral and Polarimetric SAR Image Fusion. Remote Sensing, 11 (6), pp. 1-28. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs11060681. ISSN 2072-4292.

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Hu, Jingliang and Hong, Danfeng and Zhu, Xiao Xiang (2018) MAPPER Regularized Semi-supervised Manifold Alignment for the Fusion of Simulated EnMAP Image and Sentinel-1 Dual-Pol Data. WHISPERS 2018, 2018-09-23 - 2018-09-26, Amsterdam, The Netherlands.

Hu, Jingliang and Hong, Danfeng and Zhu, Xiao Xiang (2019) MIMA: MAPPER-Induced Manifold Alignment for Semi-Supervised Fusion of Optical Image and Polarimetric SAR Data. IEEE Transactions on Geoscience and Remote Sensing, 57 (11), pp. 9025-9040. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2019.2924113. ISSN 0196-2892. Volltext nicht online.

Hu, Jingliang and Liu, Rong and Hong, Danfeng and Camero Unzueta, Andres and Yao, Jing and Schneider, Mathias and Kurz, Franz and Segl, Karl and Zhu, Xiao Xiang (2023) MDAS: a new multimodal benchmark dataset for remote sensing. Earth System Science Data, 15 (1), pp. 113-131. Copernicus Publications. doi: 10.5194/essd-15-113-2023. ISSN 1866-3508.

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Hu, Jingliang and Wang, Yuanyuan and Taubenböck, Hannes and Zhu, Xiao Xiang (2021) Land consumption in cities: A comparative study across the globe. Cities, 113, 103163_1-103163_17. Elsevier. doi: 10.1016/j.cities.2021.103163. ISSN 0264-2751. Volltext nicht frei.

Hu, Jingliang and Zhu, Xiaoxiang (2018) Exploring Sentinel-1 Data For Local Climate Zone Classification. In: 2018 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/igarss.2018.8519147. Volltext nicht frei.

Hua, Yuansheng (2022) Deep Learning for Aerial Scene Understanding in High Resolution Remote Sensing Imagery from the Lab to the Wild. Dissertation, Technical University of Munich.

Hua, Yuansheng and Lobry, Sylvain and Mou, LiChao and Tuia, Devis and Zhu, Xiao Xiang (2020) Learning multi-label aerial image classification under label noise: a regularization approach using word embeddings. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, Waikoloa, Hawaii. doi: 10.1109/igarss39084.2020.9324069. ISBN 978-172816374-1. ISSN 2153-6996.

Hua, Yuansheng and Marcos, Diego and Mou, LiChao and Zhu, Xiao Xiang and Tuia, Devis (2022) Semantic segmentation of remote sensing images with sparse annotations. IEEE Geoscience and Remote Sensing Letters, 19, p. 8006305. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2021.3051053. ISSN 1545-598X.

Hua, Yuansheng and Mou, LiChao and Jin, Pu and Zhu, Xiao Xiang (2021) Unconstrained Aerial Scene Recognition with Deep Neural Networks and a New Dataset. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2021, 2021-07-11 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9554633.

Hua, Yuansheng and Mou, LiChao and Jin, Pu and Zhu, Xiao Xiang (2022) MultiScene: A Large-scale Dataset and Benchmark for Multiscene Recognition in Single Aerial Images. IEEE Transactions on Geoscience and Remote Sensing, 60, p. 5610213. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2021.3110314. ISSN 0196-2892.

Hua, Yuansheng and Mou, LiChao and Lin, Jianzhe and Heidler, Konrad and Zhu, Xiao Xiang (2021) Aerial Scene Understanding in The Wild: Multi-Scene Recognition via Prototype-based Memory Networks. ISPRS Journal of Photogrammetry and Remote Sensing, 177, pp. 89-102. Elsevier. doi: 10.1016/j.isprsjprs.2021.04.006. ISSN 0924-2716.

Hua, Yuansheng and Mou, LiChao and Zhu, Xiao Xiang (2019) Recurrently exploring class-wise attention in a hybrid convolutional and bidirectional LSTM network for multi-label aerial image classification. ISPRS Journal of Photogrammetry and Remote Sensing, 149, pp. 188-199. Elsevier. doi: 10.1016/j.isprsjprs.2019.01.015. ISSN 0924-2716.

Hua, Yuansheng and Mou, LiChao and Zhu, Xiao Xiang (2018) LahNet: A Convolutional Neural Network Fusing Low- and High-Level Features for Aerial Scene Classification. In: 2018 International Geoscience and Remote Sensing Symposium (IGARSS), pp. 4728-4731. IGARSS 2018, 2018-07-23 - 2018-07-27, Valencia, Spain. doi: 10.1109/IGARSS.2018.8519576.

Hua, Yuansheng and Mou, LiChao and Zhu, Xiao Xiang (2019) Multi-label Aerial Image Classification using A Bidirectional Class-wise Attention Network. In: 2019 Joint Urban Remote Sensing Event, JURSE 2019, pp. 1-4. JURSE 2019, 2019-05-22 - 2019-05-24, Vannes, France. doi: 10.1109/JURSE.2019.8808940. ISBN 978-172810009-8.

Hua, Yuansheng and Mou, LiChao and Zhu, Xiao Xiang (2019) Label Relation Inference for Multi-Label Aerial Image Classification. In: IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, pp. 5244-5247. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. doi: 10.1109/IGARSS.2019.8898934.

Hua, Yuansheng and Mou, LiChao and Zhu, Xiao Xiang (2020) Relation Network for Multi-label Aerial Image Classification. IEEE Transactions on Geoscience and Remote Sensing, 58 (7), pp. 4558-4572. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2019.2963364. ISSN 0196-2892.

Huang, Rong and Hong, Danfeng and Xu, Yusheng and Yao, Wei and Stilla, U. (2020) Multi-Scale Local Context Embedding for LiDAR Point Cloud Classification. IEEE Geoscience and Remote Sensing Letters, 17 (4), pp. 721-725. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2019.2927779. ISSN 1545-598X.

Huang, Rong and Taubenböck, Hannes and Zhu, Xiao Xiang (2018) Classification of Settlement Types from Tweets Using LDA and LSTM. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/igarss.2018.8519240.

Huang, Rong and Ye, Zheng-Yin and Hong, Danfeng and Xu, Yusheng and Stilla, Uwe (2019) Semantic Labeling and Refinement of LIDAR Point Clouds using Deep Neural Network in Urban Areas. In: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, IV2/W7, pp. 63-70. PIA Photogrammetric Image Analysis, 2019-10-18 - 2019-10-20, München. doi: 10.5194/isprs-annals-IV-2-W7-63-2019. ISSN 2194-9042.

Huang, Xin and Li, Shuang and Li, Jiayi and Zhu, Xiao Xiang and Benediktsson, Jon Atli (2021) A Multi-Spectral and Multi-Angle 3-D Convolutional Neural Network for the Classification of ZY-3 Satellite Images over Urban Areas. IEEE Transactions on Geoscience and Remote Sensing, 59 (12), pp. 10266-10285. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2020.3037211. ISSN 0196-2892.

Huang, Zhongling (2020) A Study On Synthetic Aperture Radar Image Classification With Deep Learning. Dissertation, Aerospace Information Research Institute, Chinese Academy of Sciences.

Huang, Zhongling and Datcu, Mihai (2021) Urban Area Analysis in Single-polarized SAR Images Based On Unsupervised Deep Learning. In: 13th European Conference on Synthetic Aperture Radar, EUSAR 2021, pp. 1-5. VDE Verlag. EUSAR 2021, 2021-04-29 - 2021-04-01, Leipzig, Germany. ISBN 978-380075457-1. ISSN 2197-4403.

Huang, Zhongling and Datcu, Mihai and Pan, Zongxu and Lei, Bin (2020) Deep SAR-Net: Learning objects from signals. ISPRS Journal of Photogrammetry and Remote Sensing, 161, pp. 179-193. Elsevier. doi: 10.1016/j.isprsjprs.2020.01.016. ISSN 0924-2716. Volltext nicht online.

Huang, Zhongling and Datcu, Mihai and Pan, Zongxu and Lei, Bin (2020) A Hybrid and Explainable Deep Learning Framework for SAR Images. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, online. doi: 10.1109/igarss39084.2020.9323845. ISBN 978-172816374-1. ISSN 2153-6996. Volltext nicht online.

Huang, Zhongling and Datcu, Mihai and Pan, Zongxu and Qiu, Xiaolan and Lei, Bin (2021) HDEC-TFA: An Unsupervised Learning Approach for Discovering Physical Scattering Properties of Single-Polarized SAR Image. IEEE Transactions on Geoscience and Remote Sensing, 59 (4), pp. 3054-3071. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2020.3014335. ISSN 0196-2892. Volltext nicht online.

Huang, Zhongling and Dumitru, Corneliu Octavian and Pan, Zongxu and Le, Bin and Datcu, Mihai (2019) A Novel Deep Learning Framework Based on Transfer Learning and Joint Time-Frequency Analysis. TerraSAR-X Science Team Meeting 2019, 2019-10-21 - 2019-10-24, Oberpfaffenhofen, Germany.

Huang, Zhongling and Dumitru, Corneliu Octavian and Pan, Zongxu and Lei, Bin and Datcu, Mihai (2021) Classification of Large-Scale High-Resolution SAR Images With Deep Transfer Learning. IEEE Geoscience and Remote Sensing Letters, 18 (1), pp. 107-111. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/LGRS.2020.2965558. ISSN 1545-598X.

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Huang, Zhongling and Dumitru, Corneliu Octavian and Pang, Zhonghe and Le, Bin and Datcu, Mihai (2019) Can a Deep Network Understand the Land Cover Across Sensors? In: 2019 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. doi: 10.1109/igarss.2019.8899080.

Huang, Zhongling and Dumitru, Corneliu Octavian and Ren, Jun (2021) Physics-aware feature learning of SAR images with deep neural networks: A case study. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2021, 2021-07-12 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9554842. Volltext nicht online.

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Yang, Long and Gui-Song, Xia and Shengyang, Li and Yang, Wenzhi and Yang, Michael and Zhu, Xiao Xiang and Liangpei, Zhang and Deren, Li (2021) On Creating Benchmark Dataset for Aerial Image Interpretation: Reviews, Guidances and Million-AID. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, pp. 4205-4230. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2021.3070368. ISSN 1939-1404.

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Yao, Jing and Hong, Danfeng and Chanussot, Jocelyn and Meng, Deyu and Zhu, Xiao Xiang and Xu, Zongben (2020) Cross-Attention in Coupled Unmixing Nets for Unsupervised Hyperspectral Super-Resolution. In: 16th European Conference on Computer Vision, ECCV 2020, 12374, pp. 208-224. Springer. ECCV 2020, 2020-08-24 - 2020-08-27, online. doi: 10.1007/978-3-030-58526-6_13. ISBN 978-303058541-9. ISSN 0302-9743.

Yao, Jing and Hong, Danfeng and Xu, Lin and Meng, Deyu and Chanussot, Jocelyn and Xu, Zongben (2022) Sparsity-Enhanced Convolutional Decomposition: A Novel Tensor-Based Paradigm for Blind Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1-14. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2021.3069845. ISSN 0196-2892.

Yao, Wei (2019) Study cases on fast compression distance based data visualization. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. doi: 10.1109/IGARSS.2019.8897975.

Yao, Wei (2019) Semantic Extraction from TerraSAR-X Dataset - Different Perspectives. TerraSAR-X Science Team Meeting 2019, 2019-10-21 - 2019-10-24, Oberpfaffenhofen, Germany. Volltext nicht online.

Yao, Wei and Datcu, Mihai (2018) Deep neural networks based semantic segmentation for optical time series. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2018, 2018-07-22 - 2018-07-27, Valencia, Spain. doi: 10.1109/igarss.2018.8518708.

Yao, Wei and Dumitru, Corneliu Octavian and Datcu, Mihai (2021) An Active Learning Tool for the Generation of Earth Observation Image Benchmarks. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1-4. IGARSS 2021, 2021-07-12 - 2021-07-16, online. doi: 10.1109/igarss47720.2021.9554198.

Yao, Wei and Dumitru, Corneliu Octavian and Datcu, Mihai and Rolland, J-Francoise and Castel, Fabien and Lorenzo, Jose (2019) CANDELA architecture for Data Mining and Data Fusion: a DIAS contribution. Neue Perspektiven der Erdbeobachtung Symposium, 2019-11-12 - 2019-11-13, Cologne, Germany. Volltext nicht online.

Yao, Wei and Dumitru, Corneliu Octavian and Lorenzo, Jose and Datcu, Mihai (2020) Data mining on the CANDELA cloud platform. In: 2020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, pp. 1-4. IGARSS 2020, 2020-09-26 - 2020-10-02, online. doi: 10.1109/igarss39084.2020.9323245. ISBN 978-172816374-1. ISSN 2153-6996.

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Yao, Wei and Moumtzidou, Anastasia and Dumitru, Corneliu Octavian and Stelios, Andreadis and Gialampoukidis, Ilias and Vrochidis, Stefanos and Datcu, Mihai and Kompatsiaris, Ioannis (2021) Early and late fusion of multiple modalities in Sentinel imagery and social media retrieval. In: 25th International Conference on Pattern Recognition, ICPR 2020, 12667, pp. 591-606. Springer. ICPR 2020, 2021-01-10 - 2021-01-15, online. doi: 10.1007/978-3-030-68787-8_43. ISBN 978-1-7281-8808-9. ISSN 1051-4651.

Yao, Wei and Schwarz, Gottfried and Datcu, Mihai (2022) A Pattern Analysis Image Validation Tool for the Generation of Reliable Earth Observation Image Benchmarks. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 3999-4002. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur. doi: 10.1109/IGARSS46834.2022.9883907.

Yasser, Maghsoudi and Hooper, Andrew and Wright, Tim and Lazecky, Milan and Ansari, Homa (2021) Correction of the Phase Bias in Short-term, Multi-looked Interferograms. AGU Fall Meeting 2021, 2021-12-03 - 2021-12-17, New Orleans, USA. Volltext nicht online.

Yu, Tianze and Lin, Jinazhe and Hua, Yuansheng and Zhu, Xiao Xiang and Wang, Z. Jane (2022) SCIDA: Self-Correction Integrated Domain Adaptation From Single- to Multi-Label Aerial Images. IEEE Transactions on Geoscience and Remote Sensing, 60, p. 5803313. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2022.3170357. ISSN 0196-2892.

Yuan, Zhenghang and Mou, LiChao and Wang, Qi and Zhu, Xiao Xiang (2022) From Easy to Hard: Learning Language-Guided Curriculum for Visual Question Answering on Remote Sensing Data. IEEE Transactions on Geoscience and Remote Sensing, 60, p. 5623111. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2022.3173811. ISSN 0196-2892.

Yuan, Zhenghang and Mou, LiChao and Zhu, Xiao Xiang (2021) Self-Paced Curriculum Learning for Visual Question Answering on Remote Sensing Data. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2999-3002. IEEE. IGARSS 2021, 2021-07-12 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9553624.

Yuan, Zhenghang and Mou, LiChao and Zhu, Xiao Xiang (2022) Change-Aware Visual Question Answering. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 227-230. IGARSS 2022, 2022-07-17 - 2022-07-22, Virtual. doi: 10.1109/IGARSS46834.2022.9884801.

Zhang, Bo and Zhang, Meng and Kang, Jian and Hong, Danfeng and Xu, Jian and Zhu, Xiaoxiang (2019) Estimation of PMx Concentrations from Landsat 8 OLI Images Based on a Multilayer Perceptron Neural Network. Remote Sensing, 11 (6), pp. 1-19. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs11060646. ISSN 2072-4292.

Zhang, Fahong and Shi, Yilei and Zhu, Xiao Xiang (2022) Domain-Agnostic Domain Adaption for Building Footprint Extraction. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 318-321. IEEE - Institute of Electrical and Electronics Engineers. IGARSS 2022, 2022-07-17 - 2022-07-22, Kuala Lumpur, Malaysia. doi: 10.1109/IGARSS46834.2022.9883996.

Zhang, Guichen and Ghamisi, Pedram and Zhu, Xiao Xiang (2019) Fusion of Heterogeneous Earth Observation Data for the Classification of Local Climate Zones. IEEE Transactions on Geoscience and Remote Sensing, 57 (10), pp. 7623-7642. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2019.2914967. ISSN 0196-2892.

Zhang, Rui and Wang, Yuanyuan and Hu, Jingliang and Yang, Wei and Jie, Chen and Zhu, Xiao Xiang (2022) SAR4LCZ-Net: A Complex-Valued Convolutional Neural Network for Local Climate Zones Classification Using Gaofen-3 Quad-Pol SAR Data. IEEE Transactions on Geoscience and Remote Sensing, 60, p. 4408216. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2021.3137911. ISSN 0196-2892.

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Zhao, Daixin and Heidler, Konrad and Asgarimehr, Milad and Arnold, Caroline and Xiao, Tianqi and Wickert, Jens and Zhu, Xiao Xiang and Mou, Lichao (2023) DDM-Former: Global Ocean Wind Speed Retrieval with Transformer Networks. In: 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023, pp. 1182-1185. IGARSS 2023, 2023-07-15 - 2023-07-22, Pasadena, USA. doi: 10.1109/IGARSS52108.2023.10281607. ISBN 979-835032010-7. ISSN 2153-6996.

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Zhao, Juanping (2020) Research on SAR Image Object/Land Fine Interpretation Methods. Dissertation, Shanghai Jiao Tong University.

Zhao, Juanping and Datcu, Mihai and Zhang, Zenghui and Xiong, Huilin and Yu, Wenxian (2019) Learning Physical Scattering Patterns from POLSAR Images By Using Complex-Valued CNN. IGARSS 2019, 2019-07-28 - 2019-08-02, Yokohama, Japan. doi: 10.1109/igarss.2019.8900150.

Zhao, Juanping and Datcu, Mihai and Zhang, Zenghui and Xiong, Huilin and Yu, Wenxian (2019) Contrastive-Regulated CNN in the Complex Domain: A Method to Learn Physical Scattering Signatures From Flexible PolSAR Images. IEEE Transactions on Geoscience and Remote Sensing, 57 (12), pp. 10116-10135. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2019.2931620. ISSN 0196-2892. Volltext nicht online.

Zhao, Juanping and Zhang, Zenghui and Yao, Wei and Datcu, Mihai and Xiong, Huilin and Yu, Wenxian (2020) OpenSARUrban: A Sentinel-1 SAR Image Dataset for Urban Interpretation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 13, pp. 187-203. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/JSTARS.2019.2954850. ISSN 1939-1404.

Zhao, Wenzhi and Mou, Lichao and Chen, Jiage and Bo, Yanchen and Emery, William J. (2020) Incorporating Metric Learning and Adversarial Network for Seasonal Invariant Change Detection. IEEE Transactions on Geoscience and Remote Sensing, 58 (4), pp. 2720-2731. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/TGRS.2019.2953879. ISSN 0196-2892.

Zhu, Xiao Xiang (2020) AI and Data Science in Earth Observation. Northern Lights Deep Learning Workshop 2020, 2020-01-19 - 2020-01-21, Tromsø, Norwegen. Volltext nicht online.

Zhu, Xiao Xiang (2020) AI in Earth Observation for Social Good. Big data and machine learning in geosciences, 2020-02-20, Berlin, Deutschland. Volltext nicht online.

Zhu, Xiao Xiang (2020) Geoinformationen im Zusammenhang mit KI-basierten Methoden und Diensten bei der Bewältigung von Krisen. AI4EO for Crisis Response, BMWi Fachgespräch, 2020, Online. Volltext nicht online.

Zhu, Xiao Xiang (2020) Webinar: Data Science in Earth Observation. IEEE SPS Computational Imaging Webinar Series Signal Processing And Computational imagE formation (SPACE), 2020-08-11, Online. Volltext nicht online.

Zhu, Xiao Xiang (2020) AI and Data Science in Earth Observation. Space and AI online conference, the 24th European Conference on Artificial Intelligence (ECAI2020), 2020-09-04, Online. Volltext nicht online.

Zhu, Xiao Xiang (2020) My Career in Earth Observation Data Science. Helmholtz Information & Data Science Academy (HIDA) Data Science Career Day, 2020-09-23, Online. Volltext nicht online.

Zhu, Xiao Xiang (2020) Data Science in Earth Observation. Climate Informatics Conference 2020, 2020-09-23 - 2020-09-25, Oxford, UK, online. Volltext nicht online.

Zhu, Xiao Xiang (2020) What’s Next in AI4EO? ESA PHI Week, 2020-09-28 - 2020-10-02, Frascati, Italy, online. Volltext nicht online.

Zhu, Xiao Xiang (2020) AI and Data Science in Earth Observation. Planet Explore, 2020-10-13, Online. Volltext nicht online.

Zhu, Xiao Xiang (2020) Data Science in Earth Observation for Social Good. NeurIPS 2020 workshop on Machine Learning for the Developing World, 2020-12-06 - 2020-12-12, Online. Volltext nicht online.

Zhu, Xiao Xiang and Baier, Gerald and Lachaise, Marie and Shi, Yilei and Adam, Fathalrahman and Bamler, Richard (2018) Potential and Limits of Non-local Means InSAR Filtering for TanDEM-X High-resolution DEM Generation. Remote Sensing of Environment, 218, pp. 148-161. Elsevier. doi: 10.1016/j.rse.2018.09.012. ISSN 0034-4257.

Zhu, Xiao Xiang and Hu, Jingliang and Qiu, Chunping and Shi, Yilei and Kang, Jian and Mou, LiChao and Bagheri, Hossein and Häberle, Matthias and Hua, Yuansheng and Huang, Rong and Hughes, Lloyd and Li, Hao and Sun, Yao and Zhang, Guichen and Han, Shiyao and Schmitt, Michael and Wang, Yuanyuan (2020) So2Sat LCZ42: A benchmark data set for the classification of global local climate zones. IEEE Geoscience and Remote Sensing Magazine (GRSM), 8 (3), pp. 76-89. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/MGRS.2020.2964708. ISSN 2168-6831. Volltext nicht frei.

Zhu, Xiao Xiang and Montazeri, Sina and Ali, Mohsin and Hua, Yuansheng and Wang, Yuanyuan and Mou, Lichao and Shi, Yilei and Xu, Feng and Bamler, Richard (2021) Deep Learning Meets SAR: Concepts, Models, Pitfalls, and Perspectives. IEEE Geoscience and Remote Sensing Magazine (GRSM), 9 (4), pp. 143-172. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/MGRS.2020.3046356. ISSN 2168-6831.

Zhu, Xiao Xiang and Qiu, Chunping and Hu, Jingliang and Shi, Yilei and Wang, Yuanyuan and Schmitt, Michael and Taubenböck, Hannes (2022) The Urban Morphology on Our Planet - Global perspectives from Space. Remote Sensing of Environment, 269, p. 112794. Elsevier. doi: 10.1016/j.rse.2021.112794. ISSN 0034-4257.

Zhu, Xiao Xiang and Sun, Yao and Shi, Yilei and Wang, Yuanyuan and Ge, Nan (2018) Towards Global 3D/4D Urban Modeling Using TanDEM-X Data. In: Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, pp. 1-6. VDE VERLAG GMBH. EUSAR 2018, 2018-06-04 - 2018-06-07, Aachen, Germany. ISBN 978-3-8007-4636-1. ISSN 2197-4403.

Zhu, Xiao Xiang and Wang, Yuanyuan and Kochupillai, Mrinalini and Werner, Martin and Häberle, Matthias and Hoffmann, Eike Jens and Taubenböck, Hannes and Tuia, Devis and Levering, Alex and Jacobs, Nathan and Kruspe, Anna and Abdulahhad, Karam (2022) Geo-Information Harvesting from Social Media Data. IEEE Geoscience and Remote Sensing Magazine (GRSM), 10 (4), pp. 150-180. IEEE - Institute of Electrical and Electronics Engineers. doi: 10.1109/MGRS.2022.3219584. ISSN 2168-6831.

Zhu, Xiao Xiang and Wang, Yuanyuan and Montazeri, Sina and Ge, Nan (2018) A Review of Ten-Year Advances of Multi-Baseline SAR Interferometry Using TerraSAR-X Data. Remote Sensing, 10 (9), pp. 1374-1405. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/rs10091374. ISSN 2072-4292.

Zhu, Xiao Xiang and Wang, Yuanyuan and Shi, Yilei and Lachaise, Marie and Montazeri, Sina and Jancauskas, Vytautas and Kuzu, Ridvan Salih (2022) Global LoD-1 Building Model From TanDEM-X Data. In: Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR, pp. 9-12. EUSAR 2022, 2022-07-25 - 2022-07-27, Leipzig, Germany. ISSN 2197-4403. Volltext nicht frei.