Gabriele Cavallaro
Orcid: 0000-0002-3239-9904Affiliations:
- Jülich Supercomputing Centre, Germany
According to our database1,
Gabriele Cavallaro
authored at least 61 papers
between 2009 and 2024.
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Bibliography
2024
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024
A Single-Step Multiclass SVM Based on Quantum Annealing for Remote Sensing Data Classification.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024
2023
Proc. IEEE, November, 2023
Toward the Production of Spatiotemporally Consistent Annual Land Cover Maps Using Sentinel-2 Time Series.
IEEE Geosci. Remote. Sens. Lett., 2023
End-to-End Process Orchestration of Earth Observation Data Workflows with Apache Airflow on High Performance Computing.
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.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Adiabatic Quantum Kitchen Sinks with Parallel Annealing for Remote Sensing Regression Problems.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
2022
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022
IEEE Geosci. Remote. Sens. Lett., 2022
Remote Sensing Image Classification Using CNNs With Balanced Gradient for Distributed Heterogeneous Computing.
IEEE Geosci. Remote. Sens. Lett., 2022
Practice and Experience using High Performance Computing and Quantum Computing to Speed-up Data Science Methods in Scientific Applications.
Proceedings of the 45th Jubilee International Convention on Information, 2022
Improving Generalization for Few-Shot Remote Sensing Classification with Meta-Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
An Automatic Approach for the Production of a Time Series of Consistent Land-Cover Maps Based on Long-Short Term Memory.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Quantum Support Vector Regression for Biophysical Variable Estimation in Remote Sensing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Optimizing Distributed Deep Learning in Heterogeneous Computing Platforms for Remote Sensing Data Classification.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Hybrid Quantum-Classical Workflows in Modular Supercomputing Architectures with the Julich Unified Infrastructure for Quantum Computing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
Accelerating Hyperparameter Tuning of a Deep Learning Model for Remote Sensing Image Classification.
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.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021
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.
Proceedings of the 44th International Convention on Information, 2021
Practice and Experience in using Parallel and Scalable Machine Learning with Heterogenous Modular Supercomputing Architectures.
Proceedings of the IEEE International Parallel and Distributed Processing Symposium Workshops, 2021
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Practice and Experience in Using Parallel and Scalable Machine Learning in Remote Sensing from HPC Over Cloud to Quantum Computing.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021
2020
Super-Resolution of Large Volumes of Sentinel-2 Images with High Performance Distributed Deep Learning.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
Approaching Remote Sensing Image Classification with Ensembles of Support Vector Machines on the D-Wave Quantum Annealer.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020
2019
IEEE Trans. Geosci. Remote. Sens., 2019
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning.
Remote. Sens., 2019
Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019
2018
IEEE Trans. Parallel Distributed Syst., 2018
Proceedings of the 41st International Convention on Information and Communication Technology, 2018
Automated Analysis of Remotely Sensed Images Using the Unicore Workflow Management System.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
The Influence of Sampling Methods on Pixel-Wise Hyperspectral Image Classification with 3D Convolutional Neural Networks.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing Images.
Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018
2017
Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case Study.
CoRR, 2017
Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
Tree-based supervised feature extraction method based on self-dual attribute profiles.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017
2016
Remote Sensing Image Classification Using Attribute Filters Defined Over the Tree of Shapes.
IEEE Trans. Geosci. Remote. Sens., 2016
Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Region-based classification of remote sensing images with the morphological tree of shapes.
Proceedings of the 2016 IEEE International Geoscience and Remote Sensing Symposium, 2016
Proceedings of the Handbook of Pattern Recognition and Computer Vision, 5th Ed., 2016
2015
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2015
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images.
IEEE Geosci. Remote. Sens. Lett., 2015
Proceedings of the Joint Urban Remote Sensing Event, 2015
Automatic Threshold Selection for Profiles of Attribute Filters Based on Granulometric Characteristic Functions.
Proceedings of the Mathematical Morphology and Its Applications to Signal and Image Processing, 2015
An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia.
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015
Proceedings of the International Conference on Computational Science, 2015
2014
Automatic Framework for Spectral-Spatial Classification Based on Supervised Feature Extraction and Morphological Attribute Profiles.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
A comparison of self-dual attribute profiles based on different filter rules for classification.
Proceedings of the 2014 IEEE Geoscience and Remote Sensing Symposium, 2014
2013
Nucleic Acids Res., 2013
MetalS<sup>2</sup>: A Tool for the Structural Alignment of Minimal Functional Sites in Metal-Binding Proteins and Nucleic Acids.
J. Chem. Inf. Model., 2013
2012
2011
A Simple Protocol for the Comparative Analysis of the Structure and Occurrence of Biochemical Pathways Across Superkingdoms.
J. Chem. Inf. Model., 2011
2009