Rocco Sedona

25 papers C 9Journal 12Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
LEPA: Learning Geometric Equivariance in Satellite Remote Sensing Data with a Predictive Architecture.
CoRR
Erik Scheurer, Rocco Sedona, Stefan Kesselheim, Gabriele Cavallaro
2025 J jnl
From MODIS to Sentinel-2: A Regional Comparative Analysis of Crop-Yield Prediction With Matched Spatiotemporal Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Kennedy Adriko, Rocco Sedona, Lorenzo Seguini, Morris Riedel, Gabriele Cavallaro, Claudia Paris
2025 J jnl
Lossy Neural Compression for Geospatial Analytics: A Review.
CoRR
Carlos Gomes, Isabelle Wittmann, Damien Robert, Johannes Jakubik, Tim Reichelt, Michele Martone, Stefano Maurogiovanni, Rikard Vinge, Jonas Hurst, Erik Scheurer, Rocco Sedona, Thomas Brunschwiler, Stefan Kesselheim, Matej Batic, Philip Stier, Jan Dirk Wegner, Gabriele Cavallaro, Edzer J. Pebesma, Michael Marszalek, Miguel Angel Belenguer-Plomer, Kennedy Adriko, Paolo Fraccaro, Romeo Kienzler, Rania Briq, Sabrina Benassou, Michele Lazzarini, Conrad M. Albrecht
2025 — conf
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data.
CVPR Workshops
Benedikt Blumenstiel, Paolo Fraccaro, Valerio Marsocci, Johannes Jakubik, Stefano Maurogiovanni, Mikolaj Czerkawski, Rocco Sedona, Gabriele Cavallaro, Thomas Brunschwiler, Juan Bernabé-Moreno, Nicolas Longépé
2025 J jnl
TerraMesh: A Planetary Mosaic of Multimodal Earth Observation Data.
CoRR
Benedikt Blumenstiel, Paolo Fraccaro, Valerio Marsocci, Johannes Jakubik, Stefano Maurogiovanni, Mikolaj Czerkawski, Rocco Sedona, Gabriele Cavallaro, Thomas Brunschwiler, Juan Bernabé-Moreno, Nicolas Longépé
2025 J jnl
TerraMind: Large-Scale Generative Multimodality for Earth Observation.
CoRR
Johannes Jakubik, Felix Yang, Benedikt Blumenstiel, Erik Scheurer, Rocco Sedona, Stefano Maurogiovanni, Jente Bosmans, Nikolaos Dionelis, Valerio Marsocci, Niklas Kopp, Rahul Ramachandran, Paolo Fraccaro, Thomas Brunschwiler, Gabriele Cavallaro, Juan Bernabé-Moreno, Nicolas Longépé
2024 C conf
Enhancing Land Cover Mapping: A Novel Automatic Approach To Improve Mixed Spectral Pixel Classification.
IGARSS
Surbhi Sharma, Rocco Sedona, Morris Riedel, Gabriele Cavallaro, Claudia Paris
2024 J jnl
Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications.
CoRR
Daniela Szwarcman, Sujit Roy, Paolo Fraccaro, Þorsteinn Elí Gíslason, Benedikt Blumenstiel, Rinki Ghosal, Pedro Henrique de Oliveira, João Lucas de Sousa Almeida, Rocco Sedona, Yanghui Kang, Srija Chakraborty, Sizhe Wang, Ankur Kumar, Myscon Truong, Denys Godwin, Hyunho Lee, Chia-Yu Hsu, Ata Akbari Asanjan, Besart Mujeci, Trevor Keenan, Paulo Arévalo, Wenwen Li, Hamed Alemohammad, Pontus Olofsson, Christopher Hain, Robert Kennedy, Bianca Zadrozny, Gabriele Cavallaro, Campbell D. Watson, Manil Maskey, Rahul Ramachandran, Juan Bernabé-Moreno
2024 J jnl
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.
Surbhi Sharma, Rocco Sedona, Morris Riedel, Gabriele Cavallaro, Claudia Paris
2024 C conf
Supporting Seismic Data Survey Design Through the Integration of Satellite-Based Land Cover Maps.
IGARSS
Liang Tian, Naveed Akram, Rocco Sedona, Nikos Savva, Morris Riedel, Gabriele Cavallaro, Eric Verschuur
2024 J jnl
Vectorized Highly Parallel Density-Based Clustering for Applications With Noise.
IEEE Access
Joseph Arnold Xavier, Juan Pedro Gutiérrez H. Muriedas, Stepan Nassyr, Rocco Sedona, Markus Götz, Achim Streit, Morris Riedel, Gabriele Cavallaro
2023 C conf
End-to-End Process Orchestration of Earth Observation Data Workflows with Apache Airflow on High Performance Computing.
IGARSS
Liang Tian, Rocco Sedona, Amirpasha Mozaffari, Enxhi Kreshpa, Claudia Paris, Morris Riedel, Martin G. Schultz, Gabriele Cavallaro
2023 C conf
Enhancing Training Set Through Multi-Temporal Attention Analysis in Transformers for Multi-Year Land Cover Mapping.
IGARSS
Rocco Sedona, Jan Ebert, Claudia Paris, Morris Riedel, Gabriele Cavallaro
2023 J jnl
Toward the Production of Spatiotemporally Consistent Annual Land Cover Maps Using Sentinel-2 Time Series.
IEEE Geosci. Remote. Sens. Lett.
Rocco Sedona, Claudia Paris, Jan Ebert, Morris Riedel, Gabriele Cavallaro
2022 C conf
Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification.
IGARSS
Marcel Aach, Rocco Sedona, Andreas Lintermann, Gabriele Cavallaro, Helmut Neukirchen, Morris Riedel
2022 C conf
An Automatic Approach for the Production of a Time Series of Consistent Land-Cover Maps Based on Long-Short Term Memory.
IGARSS
Rocco Sedona, Claudia Paris, Liang Tian, Morris Riedel, Gabriele Cavallaro
2021 J jnl
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.
Rocco Sedona, Claudia Paris, Gabriele Cavallaro, Lorenzo Bruzzone, Morris Riedel
2021 — conf
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
Chadi Barakat, Morris Riedel, Sigurður Brynjólfsson, Gabriele Cavallaro, J. Busch, Rocco Sedona
2021 C conf
Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications.
IGARSS
Rocco Sedona, Gabriele Cavallaro, Morris Riedel, Matthias Book
2021 C conf
Evolutionary Optimization of Neural Architectures in Remote Sensing Classification Problems.
IGARSS
Daniel Coquelin, Rocco Sedona, Morris Riedel, Markus Götz
2021 — conf
JUWELS Booster - A Supercomputer for Large-Scale AI Research.
ISC Workshops
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
2021 J jnl
JUWELS Booster - A Supercomputer for Large-Scale AI Research.
CoRR
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
2021 — conf
Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures.
IPDPS Workshops
Morris Riedel, Rocco Sedona, Chadi Barakat, Pétur Helgi Einarsson, Reza Hassanian, Gabriele Cavallaro, Matthias Book, Helmut Neukirchen, Andreas Lintermann
2020 C conf
Scaling Up a Multispectral Resnet-50 to 128 GPUs.
IGARSS
Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Matthias Book
2019 J jnl
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning.
Remote. Sens.
Rocco Sedona, Gabriele Cavallaro, Jenia Jitsev, Alexandre Strube, Morris Riedel, Jón Atli Benediktsson