Gabriele Cavallaro's publications

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Learning from Data for Remote Sensing Image Analysis
International journal of remote sensing 43(15-16), 5527 - 5533 () [10.1080/01431161.2022.2131481] Embargoed OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification
2022 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 () [10.1109/IGARSS46834.2022.9883257] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing
IEEE geoscience and remote sensing letters 19, 1 - 5 () [10.1109/LGRS.2022.3200325] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing
IEEE 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 () [10.1109/IGARSS46834.2022.9883963] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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An Automatic Approach for the production of a Time Series of Consistent Land-cover Maps Based on Long-short Term Memory
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 203-206 () [10.1109/IGARSS46834.2022.9883655] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Hybrid Quantum-Classical Workflows in Modular Supercomputing Architectures with the Jülich Unified Infrastructure for Quantum Computing
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 IEEE 4149-4152 () [10.1109/IGARSS46834.2022.9883225] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Improving Generalization for Few-Shot Remote Sensing Classification with Meta-Learning
IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2022, Kuala LumpurKuala Lumpur, Malaysia, 17 Jul 2022 - 22 Jul 20222022-07-172022-07-22 5061-5064 () [10.1109/IGARSS46834.2022.9883762] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Remote Sensing Image Classification Using CNNs With Balanced Gradient for Distributed Heterogeneous Computing
IEEE geoscience and remote sensing letters 19, 1 - 5 () [10.1109/LGRS.2022.3173052] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Predicting Classification Performance for Benchmark Hyperspectral Datasets
IEEE journal of selected topics in applied earth observations and remote sensing 15, 4180 - 4193 () [10.1109/JSTARS.2022.3173893] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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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 () [10.1109/MGRS.2022.3145478] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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JUWELS Booster – A Supercomputer for Large-Scale AI Research
High 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 () [10.1007/978-3-030-90539-2_31] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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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
2021 44th International Convention on Information, Communication and Electronic Technology (MIPRO), OpatijaOpatija, Croatia, 27 Sep 2021 - 1 Oct 20212021-09-272021-10-01 274 - 279 () [10.23919/MIPRO52101.2021.9596796] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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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 () [10.1109/JSTARS.2021.3115604] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures
IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), PortlandPortland, USA, 17 Jun 2021 - 21 Jun 20212021-06-172021-06-21 IEEE 76-85 () [10.1109/IPDPSW52791.2021.00019] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Practice and Experience in Using Parallel and Scalable Machine Learning in Remote Sensing from HPC Over Cloud to Quantum Computing
2021 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 () [10.1109/IGARSS47720.2021.9554656] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications
2021 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 () [10.1109/IGARSS47720.2021.9555136]  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification
2021 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 () [10.1109/IGARSS47720.2021.9554802] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Super-Resolution of Large Volumes of Sentinel-2 Images with High Performance Distributed Deep Learning
2020 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 () [10.1109/IGARSS39084.2020.9323734] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Scaling Up a Multispectral Resnet-50 to 128 GPUs
2020 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 () [10.1109/IGARSS39084.2020.9324237] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer
2020 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 () [10.1109/IGARSS39084.2020.9323544] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Exploration of machine learning methods for the classification of infrared limb spectra of polar stratospheric clouds
Atmospheric measurement techniques 13(7), 3661 - 3682 () [10.5194/amt-13-3661-2020] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture
IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, YokohamaYokohama, Japan, 28 Jul 2019 - 2 Aug 20192019-07-282019-08-02 IEEE 5905-5908 () [10.1109/IGARSS.2019.8898487] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images
[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 () [10.1109/IGARSS.2019.8899831] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Remote Sensing Big Data Classification with High Performance Distributed Deep Learning
Remote sensing 11(24), 3056 - () [10.3390/rs11243056] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Cloud Deep Networks for Hyperspectral Image Analysis
IEEE transactions on geoscience and remote sensing 57(12), 9832 - 9848 () [10.1109/TGRS.2019.2929731]  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Remote Sensing Data Analytics with the Udocker Container Tool using Multi-GPU Deep Learning Systems
Proc. 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 () OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing Images
IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium, ValenciaValencia, Spain, 22 Jul 2018 - 27 Jul 20182018-07-222018-07-27 IEEE 1792-1795 () [10.1109/IGARSS.2018.8517378] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Automated Analysis of Remotely Sensed Images Using the Unicore Workflow Management System
2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018, ValenciaValencia, Spain, 22 Jul 2018 - 27 Jul 20182018-07-222018-07-27 IEEE 1128 - 1131 () [10.1109/IGARSS.2018.8519364] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Scaling DBSCAN towards exascale computing for clustering of big datasets
EGU General Assembly 2018, WienWien, Austria, 8 Apr 2018 - 13 Apr 20182018-04-082018-04-13 Geophysical research abstracts 20, EGU2018-16171 () OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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The Influence of Sampling Methods on Pixel-Wise Hyperspectral Image Classification with 3D Convolutional Neural Networks
IGARSS 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 () [10.1109/IGARSS.2018.8518671] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Modular Supercomputing Design Supporting Machine Learning Applications
41st 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 () [10.23919/MIPRO.2018.8400031] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Parallel Computation of Component Trees on Distributed Memory Machines
IEEE transactions on parallel and distributed systems 29(11), 2582 - () [10.1109/TPDS.2018.2829724] OpenAccess  Download fulltext Files  Download fulltextFulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

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Tree-based supervised feature extraction method based on self-dual attribute profiles
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 775-778 () [10.1109/IGARSS.2017.8127067]  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

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Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models
[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 () [10.1109/IGARSS.2017.8127797] BibTeX | EndNote: XML, Text | RIS

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Automatic Attribute Profiles
IEEE transactions on image processing 26(4), 1859 - 1872 () [10.1109/TIP.2017.2664667]  Download fulltext Files BibTeX | EndNote: XML, Text | RIS

Last Modified: 06.05.2022