Francesco Isgrò

Orcid: 0000-0001-9342-5291

According to our database1, Francesco Isgrò authored at least 62 papers between 1994 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Bibliography

2024
Hidden classification layers: Enhancing linear separability between classes in neural networks layers.
Pattern Recognit. Lett., January, 2024

Towards a general framework for improving the performance of classifiers using XAI methods.
CoRR, 2024

Don't Push the Button! Exploring Data Leakage Risks in Machine Learning and Transfer Learning.
CoRR, 2024

2023
Adaptive filters in Graph Convolutional Neural Networks.
Pattern Recognit., December, 2023

Uncertainty Analysis in Cryptographic Key Recovery for Machine Learning-Based Power Measurements Attacks.
IEEE Trans. Instrum. Meas., 2023

On the effects of data normalization for domain adaptation on EEG data.
Eng. Appl. Artif. Intell., 2023

Hidden Classification Layers: a study on Data Hidden Representations with a Higher Degree of Linear Separability between the Classes.
CoRR, 2023

Strategies to Exploit XAI to Improve Classification Systems.
Proceedings of the Explainable Artificial Intelligence, 2023

Toward the Improvement of Probabilistic Classifiers Using Ontologies.
Proceedings of the IEEE International Conference on Metrology for eXtended Reality, 2023

Dynamic Local Filters in Graph Convolutional Neural Networks.
Proceedings of the Image Analysis and Processing - ICIAP 2023, 2023

An XAI-Based Masking Approach to Improve Classification Systems.
Proceedings of the 2nd Workshop on Bias, 2023

SHAP-based Explanations to Improve Classification Systems.
Proceedings of the 4th Italian Workshop on Explainable Artificial Intelligence co-located with 22nd International Conference of the Italian Association for Artificial Intelligence(AIxIA 2023), 2023

2022
Exploiting auto-encoders and segmentation methods for middle-level explanations of image classification systems.
Knowl. Based Syst., 2022

On The Effects Of Data Normalisation For Domain Adaptation On EEG Data.
CoRR, 2022

A Survey on EEG-Based Solutions for Emotion Recognition With a Low Number of Channels.
IEEE Access, 2022

Toward the Application of XAI Methods in EEG-based Systems.
Proceedings of the 3rd Italian Workshop on Explainable Artificial Intelligence co-located with 21th International Conference of the Italian Association for Artificial Intelligence(AIxIA 2022), Udine, Italy, November 28, 2022

XAI Approach for Addressing the Dataset Shift Problem: BCI as a Case Study (short paper).
Proceedings of 1st Workshop on Bias, 2022

2021
A survey on modern trainable activation functions.
Neural Networks, 2021

A general approach for Explanations in terms of Middle Level Features.
CoRR, 2021

Dynamic Filters in Graph Convolutional Neural Networks.
CoRR, 2021

2020
Middle-Level Features for the Explanation of Classification Systems by Sparse Dictionary Methods.
Int. J. Neural Syst., 2020

A General Approach to Compute the Relevance of Middle-Level Input Features.
Proceedings of the Pattern Recognition. ICPR International Workshops and Challenges, 2020

2019
Methods to Retrieve the Cloud-Top Height in the Frame of the JEM-EUSO Mission.
IEEE Trans. Geosci. Remote. Sens., 2019

A simple and efficient architecture for trainable activation functions.
Neurocomputing, 2019

Contrastive Explanations to Classification Systems Using Sparse Dictionaries.
Proceedings of the Image Analysis and Processing - ICIAP 2019, 2019

Explaining classification systems using sparse dictionaries.
Proceedings of the 27th European Symposium on Artificial Neural Networks, 2019

Sparse Dictionaries for the Explanation of Classification Systems.
Proceedings of the 1st International Workshop on Processing Information Ethically co-located with 31st International Conference on Advanced Information Systems Engineering, 2019

2018
Integration of Context Information through Probabilistic Ontological Knowledge into Image Classification.
Inf., 2018


2017
Integrating a Priori Probabilistic Knowledge into Classification for Image Description.
Proceedings of the 26th IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises, 2017

Improving Face Recognition in Low Quality Video Sequences: Single Frame vs Multi-frame Super-Resolution.
Proceedings of the Image Analysis and Processing - ICIAP 2017, 2017

Exploiting Context Information for Image Description.
Proceedings of the Image Analysis and Processing - ICIAP 2017, 2017

2016
Unsupervised entity and relation extraction from clinical records in Italian.
Comput. Biol. Medicine, 2016

A Multi-spectral Stereo Method to Retrieve Cloud top Height applied to Geostationary Satellite images.
Proceedings of the 17th International Conference on Computer Systems and Technologies, 2016

Relation Mining from Clinical Records.
Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), 2016

A machine learning approach for predictive maintenance for mobile phones service providers.
Proceedings of the Advances on P2P, 2016

2015
Face Recognition from Robust SIFT Matching.
Proceedings of the Image Analysis and Processing - ICIAP 2015, 2015

2014
Unsupervised Information Extraction from Italian Clinical Records.
Proceedings of the Innovation in Medicine and Healthcare 2014, 2014

2013
Segmentation of nailfold capillaries from microscopy video sequences.
Proceedings of the 26th IEEE International Symposium on Computer-Based Medical Systems, 2013

A system for the automatic measurement of the nuchal translucency thickness from ultrasound video stream of the foetus.
Proceedings of the 26th IEEE International Symposium on Computer-Based Medical Systems, 2013

2009
Combining Fuzzy C-Mean and Normalized Convolution for Cloud Detection in IR Images.
Proceedings of the Fuzzy Logic and Applications, 8th International Workshop, 2009

A Semi-automated Method for the Measurement of the Fetal Nuchal Translucency in Ultrasound Images.
Proceedings of the Image Analysis and Processing, 2009

2008
A distributed genetic algorithm for restoration of vertical line scratches.
Parallel Comput., 2008

2007
Fast convergence for spectral clustering.
Proceedings of the 14th International Conference on Image Analysis and Processing (ICIAP 2007), 2007

2006
SVD-matching using SIFT features.
Graph. Model., 2006

2005
Large Baseline Matching of Scale Invariant Features.
Proceedings of the Image Analysis and Processing, 2005

Restoration of Vertical Line Scratches with a Distributed Genetic Algorithm.
Proceedings of the Seventh International Workshop on Computer Architectures for Machine Perception (CAMP 2005), 2005

An Open System for 3D Data Acquisition from Multiple Sensor.
Proceedings of the Seventh International Workshop on Computer Architectures for Machine Perception (CAMP 2005), 2005

2004
Silhouette encoding and synthesis using elliptic Fourier descriptors, and applications to videoconferencing.
J. Vis. Lang. Comput., 2004

Three-dimensional image processing in the future of immersive media.
IEEE Trans. Circuits Syst. Video Technol., 2004

A fast and robust image registration method based on an early consensus paradigm.
Pattern Recognit. Lett., 2004

2003
Finding essential features for tracking starfish in a video sequence.
Proceedings of the 12th International Conference on Image Analysis and Processing (ICIAP 2003), 2003

2002
Fast and robust planar registration by early consensus with applications to document stitching.
Proceedings of the 6th IEEE Workshop on Applications of Computer Vision (WACV 2002), 2002

A fast and reliable planar registration method with applications to document stitching.
Proceedings of the British Machine Vision Conference 2002, 2002

2001
Scratch detection and removal from static images using simple statistics and genetic algorithms.
Proceedings of the 2001 International Conference on Image Processing, 2001

A Genetic Algorithm for Scratch Removal in Static Images.
Proceedings of the 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001

Towards Teleconferencing by View Synthesis and Large-Baseline Stereo.
Proceedings of the 11th International Conference on Image Analysis and Processing (ICIAP 2001), 2001

2000
A General Rank-2 Parameterization of the Fundamental Matrix.
Proceedings of the 15th International Conference on Pattern Recognition, 2000

1999
Robust estimation of motion, structure and focal length from two views of a translating scene.
Pattern Recognit. Lett., 1999

On Robust Rectification for Uncalibrated Images.
Proceedings of the 1oth International Conference on Image Analysis and Processing (ICIAP 1999), 1999

Projective Rectification Without Epipolar Geometry.
Proceedings of the 1999 Conference on Computer Vision and Pattern Recognition (CVPR '99), 1999

1994
Dynamic interface for machine vision systems.
Proceedings of the 12th IAPR International Conference on Pattern Recognition, 1994


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