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ORCIDRocco Sedona
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Journal Articles
- 2024
[j4]Surbhi Sharma
, Rocco Sedona, Morris Riedel, Gabriele Cavallaro, Claudia Paris:
Sen4Map: Advancing Mapping With Sentinel-2 by Providing Detailed Semantic Descriptions and Customizable Land-Use and Land-Cover Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17: 13893-13907 (2024)- 2023
- [j3]Rocco Sedona, Claudia Paris, Jan Ebert, Morris Riedel, Gabriele Cavallaro:
Toward the Production of Spatiotemporally Consistent Annual Land Cover Maps Using Sentinel-2 Time Series. IEEE Geosci. Remote. Sens. Lett. 20: 1-5 (2023) - 2021
- [j2]Rocco Sedona, Claudia Paris, Gabriele Cavallaro, Lorenzo Bruzzone, Morris Riedel:
A High-Performance Multispectral Adaptation GAN for Harmonizing Dense Time Series of Landsat-8 and Sentinel-2 Images. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 14: 10134-10146 (2021) - 2019
- [j1]Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Jón Atli Benediktsson:
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning. Remote. Sens. 11(24): 3056 (2019)
Conference and Workshop Papers
- 2024
- [c12]Surbhi Sharma, Rocco Sedona, Morris Riedel, Gabriele Cavallaro, Claudia Paris:
Enhancing Land Cover Mapping: A Novel Automatic Approach To Improve Mixed Spectral Pixel Classification. IGARSS 2024: 1017-1020 - [c11]Liang Tian, Naveed Akram, Rocco Sedona, Nikos Savva, Morris Riedel, Gabriele Cavallaro, Eric Verschuur:
Supporting Seismic Data Survey Design Through the Integration of Satellite-Based Land Cover Maps. IGARSS 2024: 4624-4627 - 2023
- [c10]Liang Tian, Rocco Sedona, Amirpasha Mozaffari, Enxhi Kreshpa, Claudia Paris, Morris Riedel, Martin G. Schultz, Gabriele Cavallaro:
End-to-End Process Orchestration of Earth Observation Data Workflows with Apache Airflow on High Performance Computing. IGARSS 2023: 711-714 - [c9]Rocco Sedona, Jan Ebert, Claudia Paris, Morris Riedel, Gabriele Cavallaro:
Enhancing Training Set Through Multi-Temporal Attention Analysis in Transformers for Multi-Year Land Cover Mapping. IGARSS 2023: 5411-5414 - 2022
- [c8]Rocco Sedona, Claudia Paris, Liang Tian, Morris Riedel, Gabriele Cavallaro:
An Automatic Approach for the Production of a Time Series of Consistent Land-Cover Maps Based on Long-Short Term Memory. IGARSS 2022: 203-206 - [c7]Marcel Aach, Rocco Sedona, Andreas Lintermann, Gabriele Cavallaro, Helmut Neukirchen, Morris Riedel:
Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification. IGARSS 2022: 263-266 - 2021
- [c6]Rocco Sedona, Gabriele Cavallaro, Morris Riedel, Matthias Book:
Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications. IGARSS 2021: 1583-1586 - [c5]Daniel Coquelin, Rocco Sedona, Morris Riedel, Markus Götz:
Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems. IGARSS 2021: 1587-1590 - [c4]Morris Riedel, Rocco Sedona, Chadi Barakat, Pétur Helgi Einarsson, Reza Hassanian, Gabriele Cavallaro, Matthias Book, Helmut Neukirchen, Andreas Lintermann:
Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures. IPDPS Workshops 2021: 76-85 - [c3]Chadi Barakat, Morris Riedel, Sigurður Brynjólfsson, Gabriele Cavallaro, J. Busch, Rocco Sedona:
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. MIPRO 2021: 248-253 - [c2]Stefan Kesselheim, Andreas Herten, Kai Krajsek, Jan Ebert, Jenia Jitsev, Mehdi Cherti, Michael Langguth, Bing Gong, Scarlet Stadtler, Amirpasha Mozaffari, Gabriele Cavallaro, Rocco Sedona, Alexander Schug, Alexandre Strube, Roshni Kamath, Martin G. Schultz, Morris Riedel, Thomas Lippert:
JUWELS Booster - A Supercomputer for Large-Scale AI Research. ISC Workshops 2021: 453-468 - 2020
- [c1]Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Matthias Book:
Scaling Up a Multispectral Resnet-50 to 128 GPUs. IGARSS 2020: 1058-1061
Informal and Other Publications
- 2021
- [i1]Stefan Kesselheim, Andreas Herten, Kai Krajsek, Jan Ebert, Jenia Jitsev, Mehdi Cherti, Michael Langguth, Bing Gong, Scarlet Stadtler, Amirpasha Mozaffari, Gabriele Cavallaro, Rocco Sedona, Alexander Schug, Alexandre Strube, Roshni Kamath, Martin G. Schultz, Morris Riedel, Thomas Lippert:
JUWELS Booster - A Supercomputer for Large-Scale AI Research. CoRR abs/2108.11976 (2021)
Coauthor Index
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