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Gabriele Cavallaro - Guest Associate Professor
–
Gabriele Cavallaro
Íslenska
Guest Associate Professor
Email
gcavallaro [at] hi.is
Unit
Faculty of Industrial Engineering, Mechanical Engineering and Computer Science
Website
https://gabriele-cavallaro.com/
ORCID site
https://orcid.org/0000-0002-3239-9904
 
Courses 2022 - 2023
REI506M - Machine Learning for Earth Observation powered by Supercomputers
Published works
2019
Cloud deep networks for hyperspectral image analysis
IEEE Transactions on Geoscience and Remote Sensing
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning
Remote Sensing
Cloud Deep Networks for Hyperspectral Image Analysis
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing Images
IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium
Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing Architecture
IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium
Remote Sensing Big Data Classification with High Performance Distributed Deep Learning
Remote Sensing
Remote Sensing Data Analytics with the Udocker Container Tool using Multi-GPU Deep Learning Systems
Conference on Big Data from Space (BiDS'19)
2018
Parallel computation of component trees on distributed memory machines
IEEE Transactions on Parallel and Distributed Systems
Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing Images
IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium
The influence of sampling methods on pixel-wise hyperspectral image classification with 3d convolutional neural networks
IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium
High Performance and Cloud Computing for Remote Sensing Data
IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Automating Physical and Machine Learning Models using Scientific Workflows
AGU Fall Meeting Abstracts
Parallel and Scalable Machine Learning
Remote sensing data fusion: Markov models and mathematical morphology for multisensor, multiresolution, and multiscale image classification
Mathematical Models for Remote Sensing Image Processing
Modular supercomputing design supporting machine learning applications
2018 41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)
Scaling DBSCAN towards exascale computing for clustering of big data sets
EGU General Assembly Conference Abstracts
Automated Analysis of remotely sensed images using the UNICORE workflow management system
IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium
2017
Tree-based supervised feature extraction method based on self-dual attribute profiles
2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models
2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Automatic attribute profiles
IEEE Transactions on Image Processing
Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case Study
arXiv preprint arXiv:1707.02642
2016
Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis
2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
ANALYZING REMOTE SENSING IMAGES WITH HIERARCHIAL MORPHOLOGICAL REPRESENTATIONS
Handbook of Pattern Recognition and Computer Vision
Remote sensing image classification using attribute filters defined over the tree of shapes
IEEE Transactions on Geoscience and Remote Sensing
Spectral-Spatial Classification of Remote Sensing Optical Data with Morphological Attribute Profiles using Parallel and Scalable Methods
Region-based classification of remote sensing images with the morphological tree of shapes
2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Remote Sensing Image Classification Using Attribute Filters Defined over the Tree of Shapes
2015
On scalable data mining techniques for earth science
Procedia computer science
Processing high resolution images of urban areas with self-dual attribute filters
2015 Joint Urban Remote Sensing Event (JURSE)
On Understanding Big Data Impacts in Remotely Sensed Image Classification Using Support Vector Machine Methods
On parallel and scalable classification and clustering techniques for earth science datasets
6th Workshop on Data Mining in Earth System Science, International Conference of Computational Science (ICCS), Reykjavik
Automatic threshold selection for profiles of attribute filters based on granulometric characteristic functions
International Symposium on Mathematical Morphology and Its Applications to Signal and Image Processing
An advanced classifier for the joint use of LiDAR and hyperspectral data: Case study in Queensland, Australia
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Scalable developments for big data analytics in remote sensing
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
On understanding big data impacts in remotely sensed image classification using support vector machine methods
IEEE journal of selected topics in applied earth observations and remote sensing
Automatic morphological attribute profiles
2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
On Understanding Big Impacts in Remotely Sensed Classification Using Support Vector Machine Methods
Extended Self-Dual Attribute Profiles for the Classification of Hyperspectral Images
2014
Classification Techniques in Remote Sensing Research using Smart Data Analytics
Automatic framework for spectral--spatial classification based on supervised feature extraction and morphological attribute profiles
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Smart Data Analytics Methods for Remote Sensing Applications
Proceedings of the IEEE 35th Canadian Symposium on Remote Sensing
Parallel SVM for the analysis of hyperspectral data
EGU General Assembly Conference Abstracts
A comparison of self-dual attribute profiles based on different filter rules for classification
2014 IEEE Geoscience and Remote Sensing Symposium
Smart data analytics methods for remote sensing applications
2014 IEEE geoscience and remote sensing symposium
2012
Detection of hedges based on attribute filters
Image and Signal Processing for Remote Sensing XVIII
Keywords for Specialisation:
Remote Sensing
Image Processing
Machine Learning
Deep Learning
Distributed computing
High Performance Computing
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