Gabriele Cavallaro

80 papers C 34Misc 1Journal 35Unranked 7

Year	Rank	Type	Title / 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`	Leveraging a Hybrid Quantum-Classical Framework for Subsurface Target Detection in Radar Sounding System: Challenges and Opportunities. IEEE Trans. Geosci. Remote. Sens. Raktim Ghosh, Amer Delilbasic, Gabriele Cavallaro, Francesca Bovolo
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`	A CNN Architecture Tailored For Quantum Feature Map-Based Radar Sounder Signal Segmentation. IGARSS Raktim Ghosh, Amer Delilbasic, Gabriele Cavallaro, Francesca Bovolo
2024	J	`jnl`	A Single-Step Multiclass SVM Based on Quantum Annealing for Remote Sensing Data Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Amer Delilbasic, Bertrand Le Saux, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
2024	J	`jnl`	Enhancing Distributed Neural Network Training Through Node-Based Communications. IEEE Trans. Neural Networks Learn. Syst. Sergio Moreno-Álvarez, Mercedes Eugenia Paoletti, Gabriele Cavallaro, Juan Mario Haut
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`	Kernel Approximation on a Quantum Annealer for Remote Sensing Regression Tasks. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Edoardo Pasetto, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
2024	J	`jnl`	Local Binary and Multiclass SVMs Trained on a Quantum Annealer. CoRR Enrico Zardini, Amer Delilbasic, Enrico Blanzieri, Gabriele Cavallaro, Davide Pastorello
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	C	`conf`	Reverse Quantum Annealing for Hybrid Quantum-Classical Satellite Mission Planning. IGARSS Amer Delilbasic, Bertrand Le Saux, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
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	J	`jnl`	A Single-Step Multiclass SVM based on Quantum Annealing for Remote Sensing Data Classification. CoRR Amer Delilbasic, Bertrand Le Saux, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
2023	C	`conf`	Adiabatic Quantum Kitchen Sinks with Parallel Annealing for Remote Sensing Regression Problems. IGARSS Edoardo Pasetto, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
2023	J	`jnl`	Deep-Learning-Based 3-D Surface Reconstruction - A Survey. Proc. IEEE Anis Farshian, Markus Götz, Gabriele Cavallaro, Charlotte Debus, Matthias Nießner, Jón Atli Benediktsson, Achim Streit
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	—	`ed.`	Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, GeoSearch 2023, Hamburg, Germany, 13 November 2023 GeoSearch@SIGSPATIAL Hao Li, Gabriele Cavallaro, Dora B. Heras, Dalton D. Lunga, Martin Werner, Andreas Züfle
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
2022	C	`conf`	Hybrid Quantum-Classical Workflows in Modular Supercomputing Architectures with the Julich Unified Infrastructure for Quantum Computing. IGARSS Gabriele Cavallaro, Morris Riedel, Thomas Lippert, Kristel Michielsen
2022	C	`conf`	Improving Generalization for Few-Shot Remote Sensing Classification with Meta-Learning. IGARSS Surbhi Sharma, Ribana Roscher, Morris Riedel, M. Shahbaz Memon, Gabriele Cavallaro
2022	C	`conf`	Optimizing Distributed Deep Learning in Heterogeneous Computing Platforms for Remote Sensing Data Classification. IGARSS Sergio Moreno-Álvarez, Mercedes Eugenia Paoletti, Juan A. Rico-Gallego, Gabriele Cavallaro, Juan Mario Haut
2022	—	`conf`	Practice and Experience using High Performance Computing and Quantum Computing to Speed-up Data Science Methods in Scientific Applications. MIPRO Morris Riedel, Matthias Book, Helmut Neukirchen, Gabriele Cavallaro, Andreas Lintermann
2022	J	`jnl`	Predicting Classification Performance for Benchmark Hyperspectral Datasets. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Bin Zhao, Haukur Isfeld Ragnarsson, Magnus O. Ulfarsson, Gabriele Cavallaro, Jón Atli Benediktsson
2022	J	`jnl`	Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing. IEEE Geosci. Remote. Sens. Lett. Edoardo Pasetto, Morris Riedel, Farid Melgani, Kristel Michielsen, Gabriele Cavallaro
2022	C	`conf`	Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing. IGARSS Edoardo Pasetto, Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen
2022	J	`jnl`	Remote Sensing Image Classification Using CNNs With Balanced Gradient for Distributed Heterogeneous Computing. IEEE Geosci. Remote. Sens. Lett. Sergio Moreno-Álvarez, Mercedes Eugenia Paoletti, Gabriele Cavallaro, Juan A. Rico-Gallego, Juan Mario Haut
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	—	`ed.`	GeoSearch'21: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, Virtual Event / Beijing, China, 2 November 2021 GeoSearch@SIGSPATIAL Gabriele Cavallaro, Dora B. Heras, Dalton D. Lunga, Martin Werner, Andreas Züfle
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	C	`conf`	Practice and Experience in Using Parallel and Scalable Machine Learning in Remote Sensing from HPC Over Cloud to Quantum Computing. IGARSS Morris Riedel, Gabriele Cavallaro, Jón Atli Benediktsson
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
2021	C	`conf`	Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification. IGARSS Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen
2020	C	`conf`	Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer. IGARSS Gabriele Cavallaro, Dennis Willsch, Madita Willsch, Kristel Michielsen, Morris Riedel
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
2020	C	`conf`	Super-Resolution of Large Volumes of Sentinel-2 Images with High Performance Distributed Deep Learning. IGARSS Run Zhang, Gabriele Cavallaro, Jenia Jitsev
2019	J	`jnl`	Cloud Deep Networks for Hyperspectral Image Analysis. IEEE Trans. Geosci. Remote. Sens. Juan Mario Haut, José Antonio Gallardo Jaramago, Mercedes Eugenia Paoletti, Gabriele Cavallaro, Javier Plaza, Antonio Plaza, Morris Riedel
2019	C	`conf`	Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images. IGARSS Gabriele Cavallaro, Yakoub Bazi, Farid Melgani, Morris Riedel
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
2019	C	`conf`	Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture. IGARSS Ernir Erlingsson, Gabriele Cavallaro, Helmut Neukirchen, Morris Riedel
2018	C	`conf`	Automated Analysis of Remotely Sensed Images Using the Unicore Workflow Management System. IGARSS M. Shahbaz Memon, Gabriele Cavallaro, Björn Hagemeier, Morris Riedel, Helmut Neukirchen
2018	—	`conf`	Modular supercomputing design supporting machine learning applications. MIPRO Ernir Erlingsson, Gabriele Cavallaro, Andreas Galonska, Morris Riedel, Helmut Neukirchen
2018	J	`jnl`	Parallel Computation of Component Trees on Distributed Memory Machines. IEEE Trans. Parallel Distributed Syst. Markus Götz, Gabriele Cavallaro, Thierry Géraud, Matthias Book, Morris Riedel
2018	C	`conf`	Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing Images. IGARSS Ernir Erlingsson, Gabriele Cavallaro, Morris Riedel, Helmut Neukirchen
2018	C	`conf`	The Influence of Sampling Methods on Pixel-Wise Hyperspectral Image Classification with 3D Convolutional Neural Networks. IGARSS Julius Lange, Gabriele Cavallaro, Markus Götz, Ernir Erlingsson, Morris Riedel
2017	J	`jnl`	Automatic Attribute Profiles. IEEE Trans. Image Process. Gabriele Cavallaro, Nicola Falco, Mauro Dalla Mura, Jón Atli Benediktsson
2017	C	`conf`	Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models. IGARSS M. Shahbaz Memon, Gabriele Cavallaro, Morris Riedel, Helmut Neukirchen
2017	J	`jnl`	Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case Study. CoRR Pedram Ghamisi, Gabriele Cavallaro, Dan Wu, Jón Atli Benediktsson, Antonio Plaza
2017	C	`conf`	Tree-based supervised feature extraction method based on self-dual attribute profiles. IGARSS Gabriele Cavallaro, Mauro Dalla Mura, Morris Riedel, Jón Atli Benediktsson
2016	—	`ch.`	Analyzing Remote Sensing Images with Hierarchial Morphological Representations. Handbook of Pattern Recognition and Computer Vision Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson
2016	C	`conf`	Region-based classification of remote sensing images with the morphological tree of shapes. IGARSS Gabriele Cavallaro, Mauro Dalla Mura, Edwin Carlinet, Thierry Géraud, Nicola Falco, Jón Atli Benediktsson
2016	J	`jnl`	Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes. IEEE Trans. Geosci. Remote. Sens. Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson, Antonio J. Plaza
2016	C	`conf`	Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis. IGARSS Nicola Falco, Gabriele Cavallaro, Prashanth Reddy Marpu, Jón Atli Benediktsson
2015	C	`conf`	An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia. IGARSS Pedram Ghamisi, Dan Wu, Gabriele Cavallaro, Jón Atli Benediktsson, Stuart R. Phinn, Nicola Falco
2015	C	`conf`	Automatic Threshold Selection for Profiles of Attribute Filters Based on Granulometric Characteristic Functions. ISMM Gabriele Cavallaro, Nicola Falco, Mauro Dalla Mura, Lorenzo Bruzzone, Jón Atli Benediktsson
2015	C	`conf`	Automatic morphological attribute profiles. IGARSS Gabriele Cavallaro, Mauro Dalla Mura, Nicola Falco, Jón Atli Benediktsson
2015	J	`jnl`	Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson, Lorenzo Bruzzone
2015	Misc	`conf`	On Scalable Data Mining Techniques for Earth Science. ICCS Markus Götz, Matthias Richerzhagen, Christian Bodenstein, Gabriele Cavallaro, Philipp Glock, Morris Riedel, Jón Atli Benediktsson
2015	J	`jnl`	On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Gabriele Cavallaro, Morris Riedel, Matthias Richerzhagen, Jón Atli Benediktsson, Antonio Plaza
2015	—	`conf`	Processing high resolution images of urban areas with self-dual attribute filters. JURSE Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson
2015	C	`conf`	Scalable developments for big data analytics in remote sensing. IGARSS Gabriele Cavallaro, Morris Riedel, Christian Bodenstein, Philipp Glock, Matthias Richerzhagen, Markus Götz, Jón Atli Benediktsson
2014	C	`conf`	A comparison of self-dual attribute profiles based on different filter rules for classification. IGARSS Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson, Lorenzo Bruzzone
2014	J	`jnl`	Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Pedram Ghamisi, Jón Atli Benediktsson, Gabriele Cavallaro, Antonio Plaza
2014	C	`conf`	Smart data analytics methods for remote sensing applications. IGARSS Gabriele Cavallaro, Morris Riedel, Jón Atli Benediktsson, Markus Götz, Tomas Runarsson, Kristjan Jonasson, Thomas Lippert
2013	J	`jnl`	MetalPDB: a database of metal sites in biological macromolecular structures. Nucleic Acids Res. Claudia Andreini, Gabriele Cavallaro, Serena Lorenzini, Antonio Rosato
2013	J	`jnl`	MetalS J. Chem. Inf. Model. Claudia Andreini, Gabriele Cavallaro, Antonio Rosato, Yana Valasatava
2012	J	`jnl`	FindGeo: a tool for determining metal coordination geometry. Bioinform. Claudia Andreini, Gabriele Cavallaro, Serena Lorenzini
2011	J	`jnl`	A Simple Protocol for the Comparative Analysis of the Structure and Occurrence of Biochemical Pathways Across Superkingdoms. J. Chem. Inf. Model. Claudia Andreini, Ivano Bertini, Gabriele Cavallaro, Leonardo Decaria, Antonio Rosato
2009	J	`jnl`	Metal-MACiE: a database of metals involved in biological catalysis. Bioinform. Claudia Andreini, Ivano Bertini, Gabriele Cavallaro, Gemma L. Holliday, Janet M. Thornton