Rocco Sedona

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 15

Top Topics

Top Venues

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

Publications

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 (2024)
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 (2023)
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)
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)
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)
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)
Rocco Sedona, Gabriele Cavallaro, Morris Riedel, Matthias Book
Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications. IGARSS (2021)
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 (2021)
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)
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)
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 (2021)
Daniel Coquelin, Rocco Sedona, Morris Riedel, Markus Götz
Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems. IGARSS (2021)
Morris Riedel, Rocco Sedona, Chadi Barakat, Petur 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)
Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Matthias Book
Scaling Up a Multispectral Resnet-50 to 128 GPUs. IGARSS (2020)
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) (2019)