Rocco Sedona

According to our database, Rocco Sedona authored at least 13 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Toward the Production of Spatiotemporally Consistent Annual Land Cover Maps Using Sentinel-2 Time Series.

Rocco Sedona, Claudia Paris, Jan Ebert, Morris Riedel, Gabriele Cavallaro

IEEE Geosci. Remote. Sens. Lett., 2023

End-to-End Process Orchestration of Earth Observation Data Workflows with Apache Airflow on High Performance Computing.

Liang Tian, Rocco Sedona, Amirpasha Mozaffari, Enxhi Kreshpa, Claudia Paris, Morris Riedel, Martin G. Schultz, Gabriele Cavallaro

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

Enhancing Training Set Through Multi-Temporal Attention Analysis in Transformers for Multi-Year Land Cover Mapping.

Rocco Sedona, Jan Ebert, Claudia Paris, Morris Riedel, Gabriele Cavallaro

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

An Automatic Approach for the Production of a Time Series of Consistent Land-Cover Maps Based on Long-Short Term Memory.

Rocco Sedona, Claudia Paris, Liang Tian, Morris Riedel, Gabriele Cavallaro

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification.

Marcel Aach, Rocco Sedona, Andreas Lintermann, Gabriele Cavallaro, Helmut Neukirchen, Morris Riedel

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2021

A High-Performance Multispectral Adaptation GAN for Harmonizing Dense Time Series of Landsat-8 and Sentinel-2 Images.

Rocco Sedona, Claudia Paris, Gabriele Cavallaro, Lorenzo Bruzzone, Morris Riedel

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

JUWELS Booster - A Supercomputer for Large-Scale AI Research.

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

Proceedings of the High Performance Computing - ISC High Performance Digital 2021 International Workshops, Frankfurt am Main, Germany, June 24, 2021

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.

Chadi Barakat, Morris Riedel, Sigurður Brynjólfsson, Gabriele Cavallaro, J. Busch, Rocco Sedona

Proceedings of the 44th International Convention on Information, 2021

Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures.

Morris Riedel, Rocco Sedona, Chadi Barakat, Pétur Helgi Einarsson, Reza Hassanian, Gabriele Cavallaro, Matthias Book, Helmut Neukirchen, Andreas Lintermann

Proceedings of the IEEE International Parallel and Distributed Processing Symposium Workshops, 2021

Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications.

Rocco Sedona, Gabriele Cavallaro, Morris Riedel, Matthias Book

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems.

Daniel Coquelin, Rocco Sedona, Morris Riedel, Markus Götz

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

Scaling Up a Multispectral Resnet-50 to 128 GPUs.

Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Matthias Book

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019

Remote Sensing Big Data Classification with High Performance Distributed Deep Learning.

Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Jón Atli Benediktsson

Remote. Sens., 2019