Gabriele Cavallaro

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 47

Top Topics

Remotely Sensed

Top Venues

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

IEEE Geosci. Remote. Sens. Lett.

Publications

Amer Delilbasic, Bertrand Le Saux, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
A Single-Step Multiclass SVM Based on Quantum Annealing for Remote Sensing Data Classification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Enrico Zardini, Amer Delilbasic, Enrico Blanzieri, Gabriele Cavallaro, Davide Pastorello
Local Binary and Multiclass SVMs Trained on a Quantum Annealer. CoRR (2024)
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)
Edoardo Pasetto, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
Kernel Approximation on a Quantum Annealer for Remote Sensing Regression Tasks. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 17 (2024)
Anis Farshian, Markus Götz, Gabriele Cavallaro, Charlotte Debus, Matthias Nießner, Jón Atli Benediktsson, Achim Streit
Deep-Learning-Based 3-D Surface Reconstruction - A Survey. Proc. IEEE 111 (11) (2023)
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)
Amer Delilbasic, Bertrand Le Saux, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
A Single-Step Multiclass SVM based on Quantum Annealing for Remote Sensing Data Classification. CoRR (2023)
Edoardo Pasetto, Morris Riedel, Kristel Michielsen, Gabriele Cavallaro
Adiabatic Quantum Kitchen Sinks with Parallel Annealing for Remote Sensing Regression Problems. 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)
Sergio Moreno-Álvarez, Mercedes Eugenia Paoletti, Juan A. Rico-Gallego, Gabriele Cavallaro, Juan Mario Haut
Optimizing Distributed Deep Learning in Heterogeneous Computing Platforms for Remote Sensing Data Classification. IGARSS (2022)
Bin Zhao, Haukur Isfeld Ragnarsson, Magnus O. Ulfarsson, Gabriele Cavallaro, Jón Atli Benediktsson
Predicting Classification Performance for Benchmark Hyperspectral Datasets. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 15 (2022)
Gabriele Cavallaro, Morris Riedel, Thomas Lippert, Kristel Michielsen
Hybrid Quantum-Classical Workflows in Modular Supercomputing Architectures with the Julich Unified Infrastructure for Quantum Computing. IGARSS (2022)
Sergio Moreno-Álvarez, Mercedes Eugenia Paoletti, Gabriele Cavallaro, Juan A. Rico-Gallego, Juan Mario Haut
Remote Sensing Image Classification Using CNNs With Balanced Gradient for Distributed Heterogeneous Computing. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Morris Riedel, Matthias Book, Helmut Neukirchen, Gabriele Cavallaro, Andreas Lintermann
Practice and Experience using High Performance Computing and Quantum Computing to Speed-up Data Science Methods in Scientific Applications. MIPRO (2022)
Surbhi Sharma, Ribana Roscher, Morris Riedel, M. Shahbaz Memon, Gabriele Cavallaro
Improving Generalization for Few-Shot Remote Sensing Classification with Meta-Learning. IGARSS (2022)
Edoardo Pasetto, Morris Riedel, Farid Melgani, Kristel Michielsen, Gabriele Cavallaro
Quantum SVR for Chlorophyll Concentration Estimation in Water With Remote Sensing. IEEE Geosci. Remote. Sens. Lett. 19 (2022)
Edoardo Pasetto, Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen
Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing. IGARSS (2022)
Rocco Sedona, Gabriele Cavallaro, Morris Riedel, Matthias Book
Enhancing Large Batch Size Training of Deep Models for Remote Sensing Applications. IGARSS (2021)
Amer Delilbasic, Gabriele Cavallaro, Madita Willsch, Farid Melgani, Morris Riedel, Kristel Michielsen
Quantum Support Vector Machine Algorithms for Remote Sensing Data Classification. 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)
Morris Riedel, Gabriele Cavallaro, Jón Atli Benediktsson
Practice and Experience in Using Parallel and Scalable Machine Learning in Remote Sensing from HPC Over Cloud to Quantum Computing. IGARSS (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)
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)
Run Zhang, Gabriele Cavallaro, Jenia Jitsev
Super-Resolution of Large Volumes of Sentinel-2 Images with High Performance Distributed Deep Learning. IGARSS (2020)
Gabriele Cavallaro, Dennis Willsch, Madita Willsch, Kristel Michielsen, Morris Riedel
Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer. IGARSS (2020)
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)
Ernir Erlingsson, Gabriele Cavallaro, Helmut Neukirchen, Morris Riedel
Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture. IGARSS (2019)
Juan Mario Haut, José Antonio Gallardo Jaramago, Mercedes Eugenia Paoletti, Gabriele Cavallaro, Javier Plaza, Antonio Plaza, Morris Riedel
Cloud Deep Networks for Hyperspectral Image Analysis. IEEE Trans. Geosci. Remote. Sens. 57 (12) (2019)
Gabriele Cavallaro, Yakoub Bazi, Farid Melgani, Morris Riedel
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images. IGARSS (2019)
Ernir Erlingsson, Gabriele Cavallaro, Morris Riedel, Helmut Neukirchen
Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing Images. IGARSS (2018)
Markus Götz, Gabriele Cavallaro, Thierry Géraud, Matthias Book, Morris Riedel
Parallel Computation of Component Trees on Distributed Memory Machines. IEEE Trans. Parallel Distributed Syst. 29 (11) (2018)
Ernir Erlingsson, Gabriele Cavallaro, Andreas Galonska, Morris Riedel, Helmut Neukirchen
Modular supercomputing design supporting machine learning applications. MIPRO (2018)
Julius Lange, Gabriele Cavallaro, Markus Götz, Ernir Erlingsson, Morris Riedel
The Influence of Sampling Methods on Pixel-Wise Hyperspectral Image Classification with 3D Convolutional Neural Networks. IGARSS (2018)
M. Shahbaz Memon, Gabriele Cavallaro, Björn Hagemeier, Morris Riedel, Helmut Neukirchen
Automated Analysis of Remotely Sensed Images Using the Unicore Workflow Management System. IGARSS (2018)
Gabriele Cavallaro, Nicola Falco, Mauro Dalla Mura, Jón Atli Benediktsson
Automatic Attribute Profiles. IEEE Trans. Image Process. 26 (4) (2017)
M. Shahbaz Memon, Gabriele Cavallaro, Morris Riedel, Helmut Neukirchen
Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models. IGARSS (2017)
Pedram Ghamisi, Gabriele Cavallaro, Dan Wu, Jón Atli Benediktsson, Antonio Plaza
Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case Study. CoRR (2017)
Gabriele Cavallaro, Mauro Dalla Mura, Morris Riedel, Jón Atli Benediktsson
Tree-based supervised feature extraction method based on self-dual attribute profiles. IGARSS (2017)
Nicola Falco, Gabriele Cavallaro, Prashanth Reddy Marpu, Jón Atli Benediktsson
Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis. IGARSS (2016)
Gabriele Cavallaro, Mauro Dalla Mura, Edwin Carlinet, Thierry Géraud, Nicola Falco, Jón Atli Benediktsson
Region-based classification of remote sensing images with the morphological tree of shapes. IGARSS (2016)
Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson, Antonio J. Plaza
Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes. IEEE Trans. Geosci. Remote. Sens. 54 (7) (2016)
Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson, Lorenzo Bruzzone
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. 12 (8) (2015)
Pedram Ghamisi, Dan Wu, Gabriele Cavallaro, Jón Atli Benediktsson, Stuart R. Phinn, Nicola Falco
An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia. IGARSS (2015)
Gabriele Cavallaro, Nicola Falco, Mauro Dalla Mura, Lorenzo Bruzzone, Jón Atli Benediktsson
Automatic Threshold Selection for Profiles of Attribute Filters Based on Granulometric Characteristic Functions. ISMM (2015)
Gabriele Cavallaro, Morris Riedel, Christian Bodenstein, Philipp Glock, Matthias Richerzhagen, Markus Götz, Jón Atli Benediktsson
Scalable developments for big data analytics in remote sensing. IGARSS (2015)
Gabriele Cavallaro, Morris Riedel, Matthias Richerzhagen, Jón Atli Benediktsson, Antonio Plaza
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 8 (10) (2015)
Markus Götz, Matthias Richerzhagen, Christian Bodenstein, Gabriele Cavallaro, Philipp Glock, Morris Riedel, Jón Atli Benediktsson
On Scalable Data Mining Techniques for Earth Science. ICCS (2015)
Gabriele Cavallaro, Mauro Dalla Mura, Nicola Falco, Jón Atli Benediktsson
Automatic morphological attribute profiles. IGARSS (2015)
Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson
Processing high resolution images of urban areas with self-dual attribute filters. JURSE (2015)
Gabriele Cavallaro, Mauro Dalla Mura, Jón Atli Benediktsson, Lorenzo Bruzzone
A comparison of self-dual attribute profiles based on different filter rules for classification. IGARSS (2014)
Gabriele Cavallaro, Morris Riedel, Jón Atli Benediktsson, Markus Götz, Tomas Runarsson, Kristjan Jonasson, Thomas Lippert
Smart data analytics methods for remote sensing applications. IGARSS (2014)
Pedram Ghamisi, Jón Atli Benediktsson, Gabriele Cavallaro, Antonio Plaza
Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (6) (2014)
Claudia Andreini, Gabriele Cavallaro, Antonio Rosato, Yana Valasatava
: A Tool for the Structural Alignment of Minimal Functional Sites in Metal-Binding Proteins and Nucleic Acids. J. Chem. Inf. Model. 53 (11) (2013)
Claudia Andreini, Gabriele Cavallaro, Serena Lorenzini, Antonio Rosato
MetalPDB: a database of metal sites in biological macromolecular structures. Nucleic Acids Res. 41 (Database-Issue) (2013)
Claudia Andreini, Gabriele Cavallaro, Serena Lorenzini
FindGeo: a tool for determining metal coordination geometry. Bioinform. 28 (12) (2012)
Claudia Andreini, Ivano Bertini, Gabriele Cavallaro, Leonardo Decaria, Antonio Rosato
A Simple Protocol for the Comparative Analysis of the Structure and Occurrence of Biochemical Pathways Across Superkingdoms. J. Chem. Inf. Model. 51 (3) (2011)
Claudia Andreini, Ivano Bertini, Gabriele Cavallaro, Gemma L. Holliday, Janet M. Thornton
Metal-MACiE: a database of metals involved in biological catalysis. Bioinform. 25 (16) (2009)