Institute for Advanced Simulation (IAS)

Jülich Supercomputing Centre (JSC)

Gabriele Cavallaro's publications

Journal Article Xavier, J. A. (Corresponding author) ; Pedro Gutiérrez Hermosillo Muriedas, J. ; Nassyr, S.FZJ* ; Sedona, R.FZJ* ; Götz, M. ; Streit, A. ; Riedel, M.FZJ* ; Cavallaro, G.FZJ*
Vectorized Highly Parallel Density-Based Clustering for Applications With Noise
IEEE access 12, 181679 - 181692 (2024) [10.1109/ACCESS.2024.3507193]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Delilbasic, A. (Corresponding author)FZJ* ; Le Saux, B. ; Riedel, M.FZJ* ; Michielsen, K.FZJ* ; Cavallaro, G.FZJ*
Reverse Quantum Annealing for Hybrid Quantum-Classical Satellite Mission Planning
2024IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, AthensAthens, Greece, 7 Jul 2024 - 12 Jul 20242024-07-072024-07-12 IEEE 432-436 (2024) [10.1109/IGARSS53475.2024.10640974]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Tian, L. ; Akram, N. ; Sedona, R.FZJ* ; Savva, N. ; Riedel, M.FZJ* ; Cavallaro, G.FZJ* ; Verschuur, E.
Supporting Seismic Data Survey Design Through the Integration of Satellite-Based Land Cover Maps
2024IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, AthensAthens, Greece, 7 Jul 2024 - 12 Jul 20242024-07-072024-07-12 IEEE 4624-4627 (2024) [10.1109/IGARSS53475.2024.10642319]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Ghosh, R. ; Delilbasic, A.FZJ* ; Cavallaro, G.FZJ* ; Bovolo, F.
A CNN Architecture Tailored For Quantum Feature Map-Based Radar Sounder Signal Segmentation
2024IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, AthensAthens, Greece, 7 Jul 2024 - 12 Jul 20242024-07-072024-07-12 IEEE 442-445 (2024) [10.1109/IGARSS53475.2024.10642188]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Sharma, S.FZJ* ; Sedona, R.FZJ* ; Riedel, M.FZJ* ; Cavallaro, G.FZJ* ; Paris, C.
Enhancing Land Cover Mapping: A Novel Automatic Approach To Improve Mixed Spectral Pixel Classification
2024IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, AthensAthens, Greece, 7 Jul 2024 - 12 Jul 20242024-07-072024-07-12 IEEE 1017-1020 (2024) [10.1109/IGARSS53475.2024.10641976]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Zardini, E. (Corresponding author) ; Delilbasic, A.FZJ* ; Blanzieri, E. ; Cavallaro, G.FZJ* ; Pastorello, D.
Local Binary and Multiclass SVMs Trained on a Quantum Annealer
IEEE transactions on quantum engineering 5, 3103512 (2024) [10.1109/TQE.2024.3475875]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a book Sedona, R.FZJ* ; Cavallaro, G.FZJ* ; Riedel, M.FZJ* ; Benediktsson, J. A.
Proven Approaches of Using Innovative High-Performance Computing Architectures in Remote Sensing
2024Signal and Image Processing for Remote Sensing Boca Raton : CRC Press 432 pp. (2024)2024 Files Fulltext BibTeX | EndNote: XML, Text | RIS

Journal Article Cavallaro, G.FZJ* ; Heras, D. B. ; Maskey, M.
High Performance and Disruptive Computing in Remote Sensing: The Third Edition of the School Organized by the HDCRS Working Group of the GRSS Earth Science Informatics Technical Committee
IEEE geoscience and remote sensing magazine 12(1), 199 - 204 (2024) [10.1109/MGRS.2023.3347770]2024 OpenAccess Files Fulltext BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Ghosh, R. ; Delilbasic, A.FZJ* ; Cavallaro, G.FZJ* ; Bovolo, F.
A Hybrid Quantum-Classical CNN Architecture for Semantic Segmentation of Radar Sounder Data
20242024 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), OranOran, Algeria, 15 Apr 2024 - 17 Apr 20242024-04-152024-04-17 IEEE 366-370 (2024) [10.1109/M2GARSS57310.2024.10537440]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Delilbasic, A.FZJ* ; Le Saux, B. ; Riedel, M.FZJ* ; Michielsen, K.FZJ* ; Cavallaro, G.FZJ*
Quantum Annealing for Semantic Segmentation in Remote Sensing: Potential and Limitations
20242024 IEEE Mediterranean and Middle-East Geoscience and Remote Sensing Symposium (M2GARSS), OranOran, Algeria, 15 Apr 2024 - 17 Apr 20242024-04-152024-04-17 IEEE 376-380 (2024) [10.1109/M2GARSS57310.2024.10537465]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Sharma, S.FZJ* ; Sedona, R.FZJ* ; Riedel, M.FZJ* ; Cavallaro, G. (Corresponding author)FZJ* ; Paris, C.
Sen4Map: Advancing Mapping with Sentinel-2 by Providing Detailed Semantic Descriptions and Customizable Land-Use and Land-Cover Data
IEEE journal of selected topics in applied earth observations and remote sensing 17, 13893 - 13907 (2024) [10.1109/JSTARS.2024.3435081]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Pasetto, E.FZJ* ; Riedel, M.FZJ* ; Michielsen, K.FZJ* ; Cavallaro, G.FZJ*
Kernel Approximation on a Quantum Annealer for Remote Sensing Regression Tasks
IEEE journal of selected topics in applied earth observations and remote sensing 17, 3262 - 3269 (2024) [10.1109/JSTARS.2024.3350385]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Delilbasic, A.FZJ* ; Le Saux, B. ; Riedel, M.FZJ* ; Michielsen, K.FZJ* ; Cavallaro, G.FZJ*
A Single-Step Multiclass SVM Based on Quantum Annealing for Remote Sensing Data Classification
IEEE journal of selected topics in applied earth observations and remote sensing 17, 1434 - 1445 (2024) [10.1109/JSTARS.2023.3336926]2024 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Maskey, M. ; Cavallaro, G.FZJ* ; Heras, D. B. ; Fraccaro, P. ; Edwards, B. ; Gurung, I. ; Freitag, B. ; Ramasubramanian, M. ; Jakubik, J. ; Chu, L. ; Ganti, R. ; Ramachandran, R. ; Weldemariam, K. ; Roy, S. ; Costa, C. ; Corvin, A. ; Asthana, A.
A Summer School Session on Mastering Geospatial Artificial Intelligence: From Data Production to Artificial Intelligence Foundation Model Development and Downstream Applications [Technical Committees]
IEEE geoscience and remote sensing magazine 11(3), 129 - 132 (2023) [10.1109/MGRS.2023.3302813]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Journal Article Sedona, R.FZJ* ; Paris, C. ; Ebert, J.FZJ* ; Riedel, M.FZJ* ; Cavallaro, G. (Corresponding author)FZJ*
Toward the Production of Spatiotemporally Consistent Annual Land Cover Maps Using Sentinel-2 Time Series
IEEE geoscience and remote sensing letters 20, 1 - 5 (2023) [10.1109/LGRS.2023.3329428]2023 Files BibTeX | EndNote: XML, Text | RIS

Journal Article Farshian, A. ; Götz, M. ; Cavallaro, G.FZJ* ; Debus, C. ; Nießner, M. ; Benediktsson, J. A. ; Streit, A.
Deep-Learning-Based 3-D Surface Reconstruction—A Survey
Proceedings of the IEEE 111(11), 1464 - 1501 (2023) [10.1109/JPROC.2023.3321433]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Paris, C. ; Martinez-Sanchez, L. ; van der Velde, M. ; Sharma, S.FZJ* ; Sedona, R.FZJ* ; Cavallaro, G.FZJ*
Accuracy assessment of land-use-land-cover maps: the semantic gap between in situ and satellite data
2023Image and Signal Processing for Remote Sensing XXIX, AmsterdamAmsterdam, Netherlands, 3 Sep 2023 - 6 Sep 20232023-09-032023-09-06 SPIE 14 pp. (2023) [10.1117/12.2679433]2023 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Pasetto, E.FZJ* ; Riedel, M.FZJ* ; Michielsen, K.FZJ* ; Cavallaro, G.FZJ*
Adiabatic Quantum Kitchen Sinks with Parallel Annealing for Remote Sensing Regression Problems
2023IEEE International Geoscience and Remote Sensing Symposium (IGARSS), PasadenaPasadena, CA, 16 Jul 2023 - 21 Jul 20232023-07-162023-07-21 IEEE 784-787 (2023) [10.1109/IGARSS52108.2023.10281523]2023 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Tian, L. ; Sedona, R.FZJ* ; Mozaffari, A.FZJ* ; Kreshpa, E.FZJ* ; Paris, C. ; Riedel, M.FZJ* ; Schultz, M. G.FZJ* ; Cavallaro, G.FZJ*
End-to-End Process Orchestration of Earth Observation Data Workflows with Apache Airflow on High Performance Computing
2023IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium : [Proceedings] - IEEE, 2023. - ISBN 979-8-3503-2010-7 - doi:10.1109/IGARSS52108.2023.10283416
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), PasadenaPasadena, CA, 16 Jul 2023 - 21 Jul 20232023-07-162023-07-21 IEEE 711-714 (2023) [10.1109/IGARSS52108.2023.10283416]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Sedona, R. (Corresponding author)FZJ* ; Ebert, J.FZJ* ; Paris, C. ; Riedel, M.FZJ* ; Cavallaro, G.FZJ*
Enhancing Training Set Through Multi-Temporal Attention Analysis in Transformers for Multi-Year Land Cover Mapping
2023IEEE International Geoscience and Remote Sensing Symposium (IGARSS), PasadenaPasadena, CA, 16 Jul 2023 - 21 Jul 20232023-07-162023-07-21 IEEE 5411-5414 (2023) [10.1109/IGARSS52108.2023.10283284]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Cavallaro, G. (Corresponding author)FZJ* ; Sedona, R.FZJ* ; Riedel, M.FZJ* ; Lintermann, A.FZJ* ; Michielsen, K.FZJ*
Challenges and Opportunities in the Adoption of High Performance Computing for Earth Observation in the Exascale Era
2023Proceedings of the 2023 Conference on Big Data from Space (BiDS’23) - From foresight to impact
Conference on Big Data from Space 2023, BiDS’23, ViennaVienna, Austria, 6 Nov 2023 - 9 Nov 20232023-11-062023-11-09 Publications Office of the European Union 25-28 (2023) [10.2760/46796]2023 Files BibTeX | EndNote: XML, Text | RIS

Journal Article Moreno-Álvarez, S. ; Paoletti, M. E. ; Cavallaro, G.FZJ* ; Haut, J. M.
Enhancing Distributed Neural Network Training Through Node-Based Communications
IEEE transactions on neural networks and learning systems 35, 1 - 15 (2023) [10.1109/TNNLS.2023.3309735]2023 OpenAccess Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Riedel, M. (Corresponding author)FZJ* ; Book, M. ; Neukirchen, H. ; Cavallaro, G.FZJ* ; Lintermann, A.FZJ*
Practice and Experience using High Performance Computing and Quantum Computing to Speed-up Data Science Methods in Scientific Applications
202245th Jubilee International Convention on Information, Communication and Electronic Technology (MIPRO), MIPRO, OpatijaOpatija, Croatia, 23 May 2022 - 27 May 20222022-05-232022-05-27 IEEE 281-286 (2022) [10.23919/MIPRO55190.2022.9803802]2022 Files Fulltext Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Moreno-Alvarez, S. ; Paoletti, M. E. ; Rico, J. A. ; Cavallaro, G.FZJ* ; Haut, J. M.
Optimizing Distributed Deep Learning in Heterogeneous Computing Platforms for Remote Sensing Data Classification
2022IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 2726-2729 (2022) [10.1109/IGARSS46834.2022.9883762]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Bazi, Y. ; Cavallaro, G.FZJ* ; Demir, B. ; Melgani, F. (Corresponding author)
Learning from Data for Remote Sensing Image Analysis
International journal of remote sensing 43(15-16), 5527 - 5533 (2022) [10.1080/01431161.2022.2131481]2022 Embargoed OpenAccess Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Aach, M. (Corresponding author)FZJ* ; Sedona, R.FZJ* ; Lintermann, A.FZJ* ; Cavallaro, G.FZJ* ; Neukirchen, H. ; Riedel, M.FZJ*
Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification
20222022 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 263-266 (2022) [10.1109/IGARSS46834.2022.9883257]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Pasetto, E. (Corresponding author)FZJ* ; Riedel, M.FZJ* ; Melgani, F. ; Michielsen, K.FZJ* ; Cavallaro, G.FZJ*
Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing
IEEE geoscience and remote sensing letters 19, 1 - 5 (2022) [10.1109/LGRS.2022.3200325]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Pasetto, E. (Corresponding author)FZJ* ; Delilbasic, A.FZJ* ; Cavallaro, G.FZJ* ; Willsch, M.FZJ* ; Melgani, F. ; Riedel, M.FZJ* ; Michielsen, K.FZJ*
Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing
2022IEEE International Geoscience and Remote Sensing Symposium (IGARSS), IGARSS 2022, Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 4903-4906 (2022) [10.1109/IGARSS46834.2022.9883963]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Sedona, R. (Corresponding author)FZJ* ; Paris, C. ; Tian, L. ; Riedel, M.FZJ* ; Cavallaro, G.FZJ*
An Automatic Approach for the production of a Time Series of Consistent Land-cover Maps Based on Long-short Term Memory
2022IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 203-206 (2022) [10.1109/IGARSS46834.2022.9883655]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Cavallaro, G. (Corresponding author)FZJ* ; Riedel, M.FZJ* ; Lippert, T.FZJ* ; Michielsen, K.FZJ*
Hybrid Quantum-Classical Workflows in Modular Supercomputing Architectures with the Jülich Unified Infrastructure for Quantum Computing
2022IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 4149-4152 (2022) [10.1109/IGARSS46834.2022.9883225]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Sharma, S.FZJ* ; Roscher, R.FZJ* ; Riedel, M.FZJ* ; Memon, M. S.FZJ* ; Cavallaro, G.FZJ*
Improving Generalization for Few-Shot Remote Sensing Classification with Meta-Learning
2022IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 5061-5064 (2022) [10.1109/IGARSS46834.2022.9884699]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Moreno-Alvarez, S. ; Paoletti, M. E. ; Cavallaro, G.FZJ* ; Rico, J. A. ; Haut, J. M.
Remote Sensing Image Classification Using CNNs With Balanced Gradient for Distributed Heterogeneous Computing
IEEE geoscience and remote sensing letters 19, 1 - 5 (2022) [10.1109/LGRS.2022.3173052]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Zhao, B. ; Ragnarsson, H. I. ; Ulfarsson, M. O. ; Cavallaro, G.FZJ* ; Benediktsson, J. A. (Corresponding author)
Predicting Classification Performance for Benchmark Hyperspectral Datasets
IEEE journal of selected topics in applied earth observations and remote sensing 15, 4180 - 4193 (2022) [10.1109/JSTARS.2022.3173893]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Cavallaro, G. (Corresponding author)FZJ* ; Heras, D. B. ; Wu, Z. ; Maskey, M. ; Lopez, S. ; Gawron, P. ; Coca, M. ; Datcu, M.
High-Performance and Disruptive Computing in Remote Sensing: HDCRS—A new Working Group of the GRSS Earth Science Informatics Technical Committee [Technical Committees]
IEEE geoscience and remote sensing magazine 10(2), 329 - 345 (2022) [10.1109/MGRS.2022.3145478]2022 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Kesselheim, S. (Corresponding author)FZJ* ; Herten, A.FZJ* ; Krajsek, K.FZJ* ; Ebert, J.FZJ* ; Jitsev, J.FZJ* ; Cherti, M.FZJ* ; Langguth, M.FZJ* ; Gong, B.FZJ* ; Stadtler, S.FZJ* ; Mozaffari, A.FZJ* ; Cavallaro, G.FZJ* ; Sedona, R.FZJ* ; Schug, A.FZJ* ; Strube, A.FZJ* ; Kamath, R.FZJ* ; Schultz, M. G.FZJ* ; Riedel, M.FZJ* ; Lippert, T.FZJ*
JUWELS Booster – A Supercomputer for Large-Scale AI Research
2021High Performance Computing / Jagode, Heike (Editor)
ISC High Performance 2021, ISC21, DigitalDigital, Germany, 24 Jun 2021 - 2 Jul 20212021-06-242021-07-02 Lecture Notes in Computer Science 12761, 453 - 468 (2021) [10.1007/978-3-030-90539-2_31]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Barakat, C. (Corresponding author)FZJ* ; Riedel, M.FZJ* ; Brynjolfsson, S.Extern* ; Cavallaro, G.FZJ* ; Busch, J.FZJ* ; Sedona, R.FZJ*
Design and Evaluation of an HPC-based Expert System to speed-up Retail Data Analysis using Residual Networks Combined with Parallel Association Rule Mining and Scalable Recommenders
20212021 44th International Convention on Information, Communication and Electronic Technology (MIPRO), OpatijaOpatija, Croatia, 27 Sep 2021 - 1 Oct 20212021-09-272021-10-01 274 - 279 (2021) [10.23919/MIPRO52101.2021.9596796]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Sedona, R.FZJ* ; Paris, C. ; Cavallaro, G. (Corresponding author)FZJ* ; Bruzzone, L. ; Riedel, M.FZJ*
A High-Performance Multispectral Adaptation GAN for Harmonizing Dense Time Series of Landsat-8 and Sentinel-2 Images
IEEE journal of selected topics in applied earth observations and remote sensing 14, 10134 - 10146 (2021) [10.1109/JSTARS.2021.3115604]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Riedel, M. (Corresponding author)FZJ* ; Sedona, R.FZJ* ; Barakat, C.FZJ* ; Einarsson, P. ; Hassanian, R. ; Cavallaro, G.FZJ* ; Book, M. ; Neukirchen, H. ; Lintermann, A.FZJ*
Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures
2021IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), PortlandPortland, USA, 17 Jun 2021 - 21 Jun 20212021-06-172021-06-21 IEEE 76-85 (2021) [10.1109/IPDPSW52791.2021.00019]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Riedel, M. (Corresponding author)FZJ* ; Cavallaro, G.FZJ* ; Benediktsson, J. A.
Practice and Experience in Using Parallel and Scalable Machine Learning in Remote Sensing from HPC Over Cloud to Quantum Computing
20212021 IEEE International Geoscience and Remote Sensing Symposium IGARSS : [Proceedings] - IEEE, 2021. - ISBN 978-1-6654-0369-6 - doi:10.1109/IGARSS47720.2021.9554656
IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2021, BrusselsBrussels, Belgium, 12 Jul 2021 - 16 Jul 20212021-07-122021-07-16 IEEE 1571-1582 (2021) [10.1109/IGARSS47720.2021.9554656]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Sedona, R.FZJ* ; Cavallaro, G. (Corresponding author)FZJ* ; Riedel, M.FZJ* ; Book, M.
Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications
20212021 IEEE International Geoscience and Remote Sensing Symposium IGARSS : [Proceedings] - IEEE, 2021. - ISBN 978-1-6654-0369-6 - doi:10.1109/IGARSS47720.2021.9555136
IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2021, BrusselsBrussels, Belgium, 12 Jul 2021 - 16 Jul 20212021-07-122021-07-16 IEEE 1583-1586 (2021) [10.1109/IGARSS47720.2021.9555136]2021 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Delilbasic, A. ; Cavallaro, G. (Corresponding author)FZJ* ; Willsch, M.FZJ* ; Melgani, F. ; Riedel, M.FZJ* ; Michielsen, K.FZJ*
Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification
20212021 IEEE International Geoscience and Remote Sensing Symposium IGARSS : [Proceedings] - IEEE, 2021. - ISBN 978-1-6654-0369-6 - doi:10.1109/IGARSS47720.2021.9554802
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), BrusselsBrussels, Belgium, 12 Jul 2021 - 16 Jul 20212021-07-122021-07-16 IEEE 2608-2611 (2021) [10.1109/IGARSS47720.2021.9554802]2021 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Zhang, R.FZJ* ; Cavallaro, G. (Corresponding author)FZJ* ; Jitsev, J.FZJ*
Super-Resolution of Large Volumes of Sentinel-2 Images with High Performance Distributed Deep Learning
20202020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, Online eventOnline event, Hawaii, 26 Sep 2020 - 2 Oct 20202020-09-262020-10-02 617 - 620 (2020) [10.1109/IGARSS39084.2020.9323734]2020 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Sedona, R. (Corresponding author)FZJ* ; Cavallaro, G.FZJ* ; Jitsev, J.FZJ* ; Strube, A.FZJ* ; Riedel, M.FZJ* ; Book, M.
Scaling Up a Multispectral Resnet-50 to 128 GPUs
20202020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, Online eventOnline event, Hawaii, 26 Sep 2020 - 2 Oct 20202020-09-262020-10-02 IEEE 1058 - 1061 (2020) [10.1109/IGARSS39084.2020.9324237]2020 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Cavallaro, G. (Corresponding author)FZJ* ; Willsch, D.FZJ* ; Willsch, M.FZJ* ; Michielsen, K.FZJ* ; Riedel, M.FZJ*
Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer
20202020 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020, Online eventOnline event, Hawaii, 26 Sep 2020 - 2 Oct 20202020-09-262020-10-02 IEEE 1973 - 1976 (2020) [10.1109/IGARSS39084.2020.9323544]2020 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Sedona, R. (Corresponding author)FZJ* ; Hoffmann, L.FZJ* ; Spang, R.FZJ* ; Cavallaro, G.FZJ* ; Griessbach, S.FZJ* ; Höpfner, M.Extern* ; Book, M.Extern* ; Riedel, M.FZJ*
Exploration of machine learning methods for the classification of infrared limb spectra of polar stratospheric clouds
Atmospheric measurement techniques 13(7), 3661 - 3682 (2020) [10.5194/amt-13-3661-2020]2020 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Erlingsson, E. ; Cavallaro, G. (Corresponding author)FZJ* ; Neukirchen, H. ; Riedel, M.FZJ*
Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture
2019IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, YokohamaYokohama, Japan, 28 Jul 2019 - 2 Aug 20192019-07-282019-08-02 IEEE 5905-5908 (2019) [10.1109/IGARSS.2019.8898487]2019 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Cavallaro, G. (Corresponding author)FZJ* ; Bazi, Y. ; Melgani, F. ; Riedel, M.FZJ*
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images
2019[Proceedings] - IEEE, 2019. - ISBN 978-1-5386-9154-0
IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, YokohamaYokohama, Japan, 28 Jul 2019 - 2 Aug 20192019-07-282019-08-02 IEEE 875-878 (2019) [10.1109/IGARSS.2019.8899831]2019 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Sedona, R. (Corresponding author)FZJ* ; Cavallaro, G.FZJ* ; Jitsev, J.FZJ* ; Strube, A.FZJ* ; Riedel, M.FZJ* ; Benediktsson, J. A.
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning
Remote sensing 11(24), 3056 - (2019) [10.3390/rs11243056]2019 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Haut, J. M. (Corresponding author) ; Gallardo, J. A. ; Paoletti, M. E. ; Cavallaro, G.FZJ* ; Plaza, J. ; Plaza, A. ; Riedel, M.FZJ*
Cloud Deep Networks for Hyperspectral Image Analysis
IEEE transactions on geoscience and remote sensing 57(12), 9832 - 9848 (2019) [10.1109/TGRS.2019.2929731]2019 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Cavallaro, G.FZJ* ; Kozlov, V. ; Götz, M. ; Riedel, M.FZJ*
Remote Sensing Data Analytics with the Udocker Container Tool using Multi-GPU Deep Learning Systems
2019Proc. of the 2019 conference on Big Data from Space (BiDS’2019), EUR 29660 EN, ISBN 978-92-76-00034-1, doi:10.2760/848593
Conference on Big Data from Space (BiDS'19), MunichMunich, Germany, 19 Feb 2019 - 21 Feb 20192019-02-192019-02-21 Luxembourg : Publications Office of the European Union 177-180 (2019)2019 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Erlingsson, E. ; Cavallaro, G.FZJ* ; Riedel, M.FZJ* ; Neukirchen, H.
Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing Images
2018IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, ValenciaValencia, Spain, 22 Jul 2018 - 27 Jul 20182018-07-222018-07-27 IEEE 1792-1795 (2018) [10.1109/IGARSS.2018.8517378]2018 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Memon, M. S. (Corresponding author)FZJ* ; Cavallaro, G.FZJ* ; Hagemeier, B.FZJ* ; Riedel, M.FZJ* ; Neukirchen, H.
Automated Analysis of Remotely Sensed Images Using the Unicore Workflow Management System
20182018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018, ValenciaValencia, Spain, 22 Jul 2018 - 27 Jul 20182018-07-222018-07-27 IEEE 1128 - 1131 (2018) [10.1109/IGARSS.2018.8519364]2018 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Erlingsson, E. (Corresponding author) ; Neukirchen, H. ; Cavallaro, G.FZJ* ; Riedel, M.FZJ*
Scaling DBSCAN towards exascale computing for clustering of big datasets
2018EGU General Assembly 2018, WienWien, Austria, 8 Apr 2018 - 13 Apr 20182018-04-082018-04-13 Geophysical research abstracts 20, EGU2018-16171 (2018)2018 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Lange, J. ; Cavallaro, G.FZJ* ; Götz, M.FZJ* ; Ernir, E. ; Riedel, M.FZJ*
The Influence of Sampling Methods on Pixel-Wise Hyperspectral Image Classification with 3D Convolutional Neural Networks
2018IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), IGARSS 2018, ValenciaValencia, Spain, 22 Jul 2018 - 27 Jul 20182018-07-222018-07-27 2087 - 2090 (2018) [10.1109/IGARSS.2018.8518671]2018 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Erlingsson, E. (Corresponding author) ; Cavallaro, G.FZJ* ; Galonska, A.FZJ* ; Riedel, M.FZJ* ; Neukirchen, H.FZJ*
Modular Supercomputing Design Supporting Machine Learning Applications
201841st International Convention on Information and Communication Technology, Electronics and Microelectronics, MIPRO 2018, OpatijaOpatija, Croatia, 21 May 2018 - 25 May 20182018-05-212018-05-25 IEEE 0159-0163 (2018) [10.23919/MIPRO.2018.8400031]2018 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Journal Article Götz, M. (Corresponding author)FZJ* ; Cavallaro, G. (Corresponding author)FZJ* ; Geraud, T. (Corresponding author) ; Book, M. (Corresponding author) ; Riedel, M. (Corresponding author)FZJ*
Parallel Computation of Component Trees on Distributed Memory Machines
IEEE transactions on parallel and distributed systems 29(11), 2582 - (2018) [10.1109/TPDS.2018.2829724]2018 Files Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings Cavallaro, G.FZJ* ; Mura, M. D. ; Riedel, M.FZJ* ; Benediktsson, J. A.
Tree-based supervised feature extraction method based on self-dual attribute profiles
20172017 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2017, Fort Worth, TXFort Worth, TX, USA, 23 Jul 2017 - 28 Jul 20172017-07-232017-07-28 IEEE 775-778 (2017) [10.1109/IGARSS.2017.8127067]2017 Files BibTeX | EndNote: XML, Text | RIS

Contribution to a conference proceedings/Contribution to a book Memon, M. S. (Corresponding author)FZJ* ; Cavallaro, G.FZJ* ; Riedel, M.FZJ* ; Neukirchen, H.
Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models
2017[Proceedings] - IEEE, 2017. - ISBN 978-1-5090-4951-6
2017 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2017, Fort Worth, TXFort Worth, TX, USA, 23 Jul 2017 - 28 Jul 20172017-07-232017-07-28 IEEE 3680-3683 (2017) [10.1109/IGARSS.2017.8127797]2017 BibTeX | EndNote: XML, Text | RIS

Journal Article Cavallaro, G. (Corresponding author)FZJ* ; Falco, N. ; Dalla Mura, M. ; Benediktsson, J. A.
Automatic Attribute Profiles
IEEE transactions on image processing 26(4), 1859 - 1872 (2017) [10.1109/TIP.2017.2664667]2017 Files BibTeX | EndNote: XML, Text | RIS

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