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Gabriele Cavallaro - Guest Associate Professor

Gabriele Cavallaro

–

Gabriele Cavallaro

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

Published works

2019

Cloud deep networks for hyperspectral image analysisIEEE Transactions on Geoscience and Remote Sensing
Remote Sensing Big Data Classification with High Performance Distributed Deep LearningRemote Sensing
Cloud Deep Networks for Hyperspectral Image Analysis
Multi-Scale Convolutional SVM Networks for Multi-Class Classification Problems of Remote Sensing ImagesIGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium
Scalable Workflows for Remote Sensing Data Processing with the Deep-Est Modular Supercomputing ArchitectureIGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium
Remote Sensing Big Data Classification with High Performance Distributed Deep LearningRemote Sensing
Remote Sensing Data Analytics with the Udocker Container Tool using Multi-GPU Deep Learning SystemsConference on Big Data from Space (BiDS'19)

2018

Parallel computation of component trees on distributed memory machinesIEEE Transactions on Parallel and Distributed Systems
Scaling Support Vector Machines Towards Exascale Computing for Classification of Large-Scale High-Resolution Remote Sensing ImagesIGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium
The influence of sampling methods on pixel-wise hyperspectral image classification with 3d convolutional neural networksIGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium
High Performance and Cloud Computing for Remote Sensing DataIEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Automating Physical and Machine Learning Models using Scientific WorkflowsAGU Fall Meeting Abstracts
Parallel and Scalable Machine Learning
Remote sensing data fusion: Markov models and mathematical morphology for multisensor, multiresolution, and multiscale image classificationMathematical Models for Remote Sensing Image Processing
Modular supercomputing design supporting machine learning applications2018 41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)
Scaling DBSCAN towards exascale computing for clustering of big data setsEGU General Assembly Conference Abstracts
Automated Analysis of remotely sensed images using the UNICORE workflow management systemIGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium

2017

Tree-based supervised feature extraction method based on self-dual attribute profiles2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Facilitating efficient data analysis of remotely sensed images using standards-based parameter sweep models2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Automatic attribute profilesIEEE Transactions on Image Processing
Integration of LiDAR and Hyperspectral Data for Land-cover Classification: A Case StudyarXiv preprint arXiv:1707.02642

2016

Unsupervised change detection analysis to multi-channel scenario based on morphological contextual analysis2016 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
ANALYZING REMOTE SENSING IMAGES WITH HIERARCHIAL MORPHOLOGICAL REPRESENTATIONSHandbook of Pattern Recognition and Computer Vision
Remote sensing image classification using attribute filters defined over the tree of shapesIEEE 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 shapes2016 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 scienceProcedia computer science
Processing high resolution images of urban areas with self-dual attribute filters2015 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 datasets6th 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 functionsInternational 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, Australia2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Scalable developments for big data analytics in remote sensing2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
On understanding big data impacts in remotely sensed image classification using support vector machine methodsIEEE journal of selected topics in applied earth observations and remote sensing
Automatic morphological attribute profiles2015 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 profilesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Smart Data Analytics Methods for Remote Sensing ApplicationsProceedings of the IEEE 35th Canadian Symposium on Remote Sensing
Parallel SVM for the analysis of hyperspectral dataEGU General Assembly Conference Abstracts
A comparison of self-dual attribute profiles based on different filter rules for classification2014 IEEE Geoscience and Remote Sensing Symposium
Smart data analytics methods for remote sensing applications2014 IEEE geoscience and remote sensing symposium

2012

Detection of hedges based on attribute filtersImage and Signal Processing for Remote Sensing XVIII

Keywords for Specialisation:

Image Processing

Machine Learning

Distributed computing

High Performance Computing