GIACOMO BORACCHI - PUBLICATIONS
 


2024

Composite Convolution: a Flexible Operator for Deep Learning on 3D Point Clouds
Alberto Floris, Luca Frittoli, Diego Carrera, Giacomo Boracchi
Pattern Recognition, Elsevier, 2024 Accepted (preprint), (Original)

AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection
Yunkang Cao, Jiangning Zhang , Luca Frittoli, Yuqi Cheng, Weiming Shen, and Giacomo Boracchi
European Conference on Computer Vision, ECCV, 2024 (preprint), (Code), (Supplementary Material)

Revisiting Calibration of Wide-Angle Radially Symmetric Cameras
Andrea Porfiri Dal Cin, Francesco Azzoni, Giacomo Boracchi, Luca Magri
European Conference on Computer Vision, ECCV, 2024 (original)

Online Isolation Forest
Filippo Leveni, Guilherme Weigert Cassales, Bernhard Pfahringer, Albert Bifet, and Giacomo Boracchi
International Conference on Machine Learning, ICML 2024, (Original + Video)

SemiFDA: Domain Adaptation in Semi-Supervised Federated Learning
Michele Craighero, Giorgio Rossi, Beatrice Rossi, Diego Carrera, Diego Stucchi, Pasqualina Fragneto, and Giacomo Boracchi
IEEE International Conference on Data Mining, ICDM 2024 (preprint)

Enhancing Manufacturing with AI-powered Process Design
Gianmarco Genalti, Gabriele Corbo, Tommaso Bianchi, Marco Missaglia, Luca Negri, Andrea Sala, Luca Magri, Giacomo Boracchi, Giovanni Miragliotta and Nicola Gatti
IJCAI 2024 - Demo Track

Adaptive Extended Kalman Filtering for Battery State of Charge Estimation on STM32
Antonio Barros, Edoardo Peretti, Davide Fabroni, Diego Carrera, Pasqualina Fragneto, Giacomo Boracchi
IEEE Embedded Systems Letters 2024(original)

An expert-driven data generation pipeline for histological images
Roberto Basla, Loris Giulivi, Luca Magri, Giacomo Boracchi,
International Symposium on Biomedical Imaging, ISBI 2024, (preprint)

SE3D: A Framework For Saliency Method Evaluation In 3D Imaging
Mariusz Wiśniewski, Loris Giulivi, Giacomo Boracchi,
IEEE International Conference on Image Processing, ICIP 2024, (preprint)

Deep Learning for Identifying Systolic Complexes in SCG traces: a cross-Dataset Analysis
Michele Craighero, Sarah Solbiati, Federica Mozzini, Enrico Caiani, Giacomo Boracchi,
Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2024

Concept Visualization: Explaining the CLIP Multi-Modal Embedding Using WordNet
Loris Giulivi, Giacomo Boracchi
IEEE WCCI, International Joint Conference on Neural Networks 2024 (preprint)

Explaining Multi-modal Large Language Models by Analyzing their Vision Perception
Loris Giulivi, Giacomo Boracchi
British Machine Vision Conference (BMVC) 2024 (preprint)

Comparing flow-based and anatomy-based features in the data-driven study of nasal pathologies
Andrea Schillaci, Kazuto Hasegawa, Carlotta Pipolo, Giacomo Boracchi, Maurizio Quadrio
Flow

Change Detection in Multivariate data streams: Online Analysis with Kernel-QuantTree
Michelangelo Olmo Nogara Notarianni, Filippo Leveni, Diego Stucchi, Luca Frittoli, Giacomo Boracchi
AALTD workshop in ECML 2024

Estimating Map Completeness in Robot Exploration
Matteo Luperto, Marco Maria Ferrara, Giacomo Boracchi, Francesco Amigoni
(preprint) Under Review

Data Augmentation Based on Computational Geometry for Neural Network Training in Medical Flow Field Classification
Riccardo Margheritti, Andrea Schillaci, Carlotta Pipolo, Maurizio Quadrio, Giacomo Boracchi
Under Review


2023

Kernel QuantTree
Diego Stucchi, Paolo Rizzo, Nicolo' Folloni and Giacomo Boracchi
International Conference on Machine Learning, ICML 2023, accepted (preprint), (Original + Video), (supplementary materials)

Multi-body Depth and Camera Pose Estimation from Multiple Views
Andrea Porfiri Dal Cin, Giacomo Boracchi and Luca Magri
International Conference on Computer Vision, ICCV 2023, accepted (original, open access), (supplementary materials)

Multimodal Batch-wise Change Detection
Diego Stucchi, Luca Magri, Diego Carrera and Giacomo Boracchi
IEEE Transactions on Neural Networks and Learning Systems, 2023 (original, open access)

On-Device Personalization for Human Activity Recognition on STM32
Michele Craighero, Davide Quarantiello, Beatrice Rossi, Diego Carrera, Pasqualina Fragneto, Giacomo Boracchi
IEEE Embedded Systems Letters, 2023 (original, open access)

Extracting a functional representation from a dictionary for non-rigid shape matching
Michele Colombo, Giacomo Boracchi, Simone Melzi
Computers & Graphics, Elsevier (preprint), (original)

Anomaly Detection in Optical Spectra via Joint Optimization
Antonino Maria Rizzo, Luca Magri, Pietro Invernizzi, Enrico Sozio, Stefano Piciaccia, Alberto Tanzi, Stefano Binetti, Cesare Alippi, Giacomo Boracchi
IEEE ICASSP, accepted (preprint), (poster),(video), (Project Page), (original)

Event Detection in Optical Signals via Domain Adaptation
Antonino Maria Rizzo, Luca Magri, Pietro Invernizzi, Enrico Sozio, Gabriele Aquaro, Stefano Binetti, Cesare Alippi, Giacomo Boracchi,
European Signal Processing Conference EUSIPCO 2023, accepted (preprint), (Project Page)

Hashing for Structure-based Anomaly Detection
Filippo Leveni, Luca Magri, Cesare Alippi and Giacomo Boracchi
International Conference on Image Analisys and Processing (ICIAP) (preprint) Best Paper Award

Self-Similarity Block for Deep Image Denoising
Edoardo Peretti, Diego Stucchi, Diego Carrera and Giacomo Boracchi
International Conference on Image Analisys and Processing (ICIAP) (preprint)

Image Retrieval in Semiconductor Manufacturing
Giuseppe Gatta, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto and Giacomo Boracchi
International Conference on Image Analisys and Processing (ICIAP) (preprint)


2022

Nonparametric and Online Change Detection in Multivariate Datastreams using QuantTree
Luca Frittoli, Diego Carrera and Giacomo Boracchi
IEEE Transactions on Data Knowledge and Engineering, accepted (preprint), (Project Page)

Adversarial Scratches: Deployable Attacks to CNN Classifiers
Loris Giulivi, Malhar Jere, Loris Rossi, Farinaz Koushanfar, Gabriela Ciocarlie, Briland Hitaj, Giacomo Boracchi
Pattern Recognition, Elsevier, Accepted (arxiv)

Known and Unknown Event Detection in OTDR Traces by Deep Learning Networks
Antonino M. Rizzo, Luca Magri, Davide Rutigliano, Pietro Invernizzi, Enrico Sozio, Cesare Alippi, Stefano Binetti, and Giacomo Boracchi.
Neural Computing and Applications, Springer, 2022 (preprint), (Project Page)

The role of diversity and ensemble learning in credit card fraud detection
Gian Marco Paldino, Bertrand Lebichot, Yann-Aël Le Borgne, Wissam Siblini, Frédéric Oblé, Giacomo Boracchi, Gianluca Bontempi.
Advances in Data Analysis and Classification, Springer, 2022 (original version)

Deep Autoencoders for Anomaly Detection in Textured Images using CW-SSIM
Andrea Bionda, Luca Frittoli, Giacomo Boracchi
21st International Conference on Image Analysis and Processing ICIAP 2021
Best Paper Award: nVidia Prize Winner
(Preprint), (Original), (Video)

PC-GAU: PCA Basis of Scattered Gaussians for Shape Matching via Functional Maps
Simone Colombo, Giacomo Boracchi, Simone Melzi
STAG: Smart Tools and Applications in Graphics (2022) STAG 2022
Best Paper Award
(Preprint)

Multi-body Self-Calibration
Andrea Porfiri Dal Cin, Giacomo Boracchi, Luca Magri
British Machine Vision Conference (BMVC) 2022

Class Distribution Monitoring for Concept Drift Detection
Diego Stucchi, Luca Frittoli, Giacomo Boracchi
IEEE-INNS International Joint Conference on Neural Networks (IJCNN) 2022
(Preprint) (Code), (Project Page)

Open-Set Recognition: an Inexpensive Strategy to Increase DNN Reliability
Giovanni Gavarini, Diego Stucchi, Annachiara Ruospo, Giacomo Boracchi, Ernesto Sanchez
IEEE International Symposium on On-Line Testing and Robust System Design (IOLTS) 2022
(Preprint)

Artificial Intelligence for Silicon Wafer Production Monitoring
Luca Frittoli, Nicolò Folloni, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi
Ital-IA22 Workshop (paper)


2021

Multi-link: Multi-class Structure Recovery via Agglomerative Clustering and Model Selection
Luca Magri, Filippo Leveni, Giacomo Boracchi
Proceedings of IEEE Computer Vision and Pattern Recognition Conference (CVPR) 2021
(Preprint), (Code), (Slides), (Poster), (Video),

Synchronization of Group-labelled Multi-graphs
Andrea Porfiri Dal Cin, Luca Magri, Federica Arrigoni, Andrea Fusiello, Giacomo Boracchi
Proceedings of International Conference on Computer Vision (ICCV) 2021
(Preprint), (Code), (Slides), (Poster), (Video),

Deep Open-Set Recognition for Silicon Wafer Production Monitoring
Luca Frittoli, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi, Pattern Recognition, Elsevier, 2021
(Preprint) (Original)

Change Detection in Multivariate Datastreams Controlling False Alarms
Luca Frittoli, Diego Carrera, Giacomo Boracchi
Proceedings of European Conference on Machine Learning (ECML) 2021
(Preprint), (Code), (Supplementary Material), (Poster)

Exploiting History Data for Nonstationary Multi-armed Bandit
Gerlando Re, Fabio Chiusano, Francesco Trovò, Diego Carrera, Giacomo Boracchi, Marcello Restelli
Proceedings of European Conference on Machine Learning (ECML) 2021
(Preprint),

A Weighted Loss Function to Predict Control Parameters for Supercontinuum Generation Via Neural Networks
Diego Stucchi, Andrea Corsini, Goery Genty, Giacomo Boracchi and Alessandro Foi
Proceedings of IEEE Machine Learning for Signal Processing Workshop (MLSP) 2021
(Preprint),

Perception Visualization: Seeing Throughthe Eyes of a DNN
Loris Giulivi, Mark Carman, Giacomo Boracchi
Proceedings of British Machine Vision Conference (BMVC) 2021
(Preprint),

Event-Detection Deep Neural Network for OTDR Trace Analysis
Davide Rutigliano, Giacomo Boracchi, Pietro Invernizzi, Enrico Sozio, Cesare Alippi, Stefano Binetti
Proceedings of Engineering Applications of Neural Networks, (EANN) 2021
(Preprint), (Slides),

Leak Detection and Localization in Water Distribution Networks by Combining Expert Knowledge and Data-Driven Models
Adrià Soldevila, Giacomo Boracchi, Manuel Roveri, Sebastian Tornil-Sin and Vicenç Puig
Neural Computing And Applications, Springer
(Preprint),


2020

Strengthening Sequential Side-Channel Attacks Through Change Detection
Luca Frittoli, Matteo Bocchi, Silvia Mella, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Ruggero Susella and Giacomo Boracchi
, IACR Transactions on Cryptographic Hardware and Embedded Systems (TCHES), 2020(3), pp. 1-21 doi: 10.13154/tches.v2020.i3.1-21
(Original Open Access), (Video Presentation)

Fault Impact Estimation for Lightweight Fault Detection in Image Filtering
Cristiana Bolchini, Giacomo Boracchi, Luca Cassano, Antonio Miele and Diego Stucchi
, IEEE Transactions on Computers doi: 10.1109/TC.2020.3047548
(Preprint), (Original)

Augmented Grad-CAM: heat-maps super resolution through augmentation
Pietro Morbidelli, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi
, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) doi:10.1109/ICASSP40776.2020.9054416
(Preprint), (Original), (Online Codes),

Inferring Functional Properties from Fluid Dynamics Features
Andrea Schillaci, Maurizio Quadrio, Carlotta Pipolo, Marcello Restelli, Giacomo Boracchi
, International Conference on Pattern Recognition (ICPR) 2020,
(Preprint), (Slides), (Dataset)

Anomaly detection via preference embedding
Filippo Leveni, Luca Magri, Giacomo Boracchi, Cesare Alippi
, International Conference on Pattern Recognition (ICPR) 2020,
(Preprint), (Video)


2019

Online Anomaly Detection for Long-Term ECG Monitoring using Wearable Devices
Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi
, Pattern Recognition Volume 88, April 2019, Pages 482-492 doi:10.1016/j.patcog.2018.11.019
(Preprint), (Demo Page)

Wafer Defect Map Classification Using Sparse Convolutional Networks
Roberto di Bella, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Giacomo Boracchi
, International Conference on Image Analysis and Processing, 125-136 (ICIAP) 2019, Trento doi:10.1007/978-3-030-30645-8_12
(Preprint),

On the Weighting for Convolutional Sparse Coding
Diego Carrera, Alessandro Foi, Giacomo Boracchi, Brendt Wohlberg
, Signal Processing with Adaptive Sparse Structured Representations (SPARS) Workshop 2019
(Preprint),


2018

QuantTree: Histograms for Change Detection in Multivariate Data Streams
Giacomo Boracchi, Diego Carrera, Cristiano Cervellera, Danilo Maccio'
, International Conference on Machine Learning (ICML) 2018 -- Accepted, 8 pages, 2018
(Paper), (Source Code), (Bibtex).

A Wearable Device for Online and Long-Term ECG Monitoring
Marco Longoni, Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, Marco Pessione, Giacomo Boracchi
, International Joint Conference on Artificial Intelligence (IJCAI) - Demo Track
(Preprint), (Slides), (Demo Page)

Credit Card Fraud Detection: a Realistic Modeling and a Novel Learning Strategy
Andrea Dal Pozzolo, Giacomo Boracchi, Olivier Caelen, Cesare Alippi and Gianluca Bontempi
, IEEE Transactions on Neural Networks and Learning Systems doi:10.1109/TNNLS.2017.2736643 Vol. 29, No. 8, August 2018, pp 3784 - 3797
(Preprint) ( a presentation on this topic)

Generating High-Dimensional Datastreams for Change Detection
Diego Carrera, Giacomo Boracchi
, Big Data Research, Elsevier, Volume 11, March 2018, Pages 11-21.
(Preprint), (Matlab Package)


2017

Defect Detection in SEM Images of Nanofibrous Materials
Diego Carrera, Fabio Manganini, Giacomo Boracchi, Ettore Lanzarone
, IEEE Transactions on Industrial Informatics, Volume: 13 , Issue: 2 , April 2017, doi:10.1109/TII.2016.2641472
(Preprint), (Original), (Dataset), (Matlab Package),

Hierarchical Change-Detection Tests
Cesare Alippi, Giacomo Boracchi, Manuel Roveri
, IEEE Transactions on Neural Networks and Learning Systems, Volume: 28 , Issue: 2 , Feb. 2017 doi:10.1109/TNNLS.2015.2512714
(Preprint), (Original), (BibTeX), (Project Page and Codes).

Sparse overcomplete denoising: aggregation versus global optimization
Diego Carrera, Giacomo Boracchi, Alessandro Foi, Brendt Wohlberg
, IEEE Signal Processing Letters, Vol. 24, no. 10, October 2017, pp 1468 - 1472 doi:10.1109/LSP.2017.2734119.
(Preprint),

Domain Adaptation for Online ECG Monitoring
Diego Carrera, Beatrice Rossi, Pasqualina Fragneto, and Giacomo Boracchi
, Proceedings of IEEE Conference on Data Mining, ICDM 2017, New Orleans, Louisiana, Accepted, 6 pages
(Preprint)

Uniform Histograms for Change Detection in Multivariate Data
Giacomo Boracchi, Cristiano Cervellera and Danilo Maccio
, Proceedings of International Joint Conference on Neural Networks, IJCNN 2017, Anchorage, Alaska, USA
(Preprint), (Slides),

Sparse Denoising: Aggregation Versus Global Optimization
Diego Carrera, Giacomo Boracchi, Alessandro Foi, Brendt Wohlberg
, Signal Processing with Adaptive Sparse Structured Representations, SPARS 2017, Lisbon, Portugal, June 5-8 2017.
(Original),


2016

Foveated Nonlocal Self-Similarity
Alessandro Foi and Giacomo Boracchi
-- International Journal of Computer Vision, Springer, vol. 120, no. 1, pp. 78-110, October 2016 doi:10.1007/s11263-016-0898-1
(Preprint), (Original), (BibTeX), ( Project Page and Codes).

A cognitive monitoring system detecting and isolating contaminants and faults in intelligent buildings
Giacomo Boracchi, Michalis Michaelides and Manuel Roveri
, IEEE Transactions on Systems, Man and Cybernetics: Systems -- In Press, 15 pages.
(Preprint), (Original)

Change Detection in Multivariate Datastreams: Likelihood and Detectability Loss
Cesare Alippi, Giacomo Boracchi, Diego Carrera, Manuel Roveri
, International Joint Conference of Artificial Intelligence (IJCAI) 2016, New York, USA, July 9 - 13
(Preprint), (Original), (BibTeX).

ECG Monitoring in Wearable Devices by Sparse Models
Diego Carrera, Beatrice Rossi, Daniele Zambon, Pasqualina Fragneto, and Giacomo Boracchi
, Proceedings of European Conference on Machine Learning and Principles and Practice of Knowledge Discovery, ECML-PKDD 2016, Riva del Garda, Italy, September 19 - 23, Accepted, 16 pages
(Preprint)

Scale-invariant Anomaly Detection With Multiscale Group-sparse Models
Diego Carrera, Giacomo Boracchi, Alessandro Foi and Brendt Wohlberg
, Proceedings of IEEE International Conference on Image Processing (ICIP) 2016, ICIP 2016, Phoenix, AZ, USA, September 25 - 28, Accepted, 5 pages
(Preprint), (Original),

CCM: Controlling the Change Magnitude in High Dimensional Data
Cesare Alippi, Giacomo Boracchi, Diego Carrera
, Proceedings of INNS Conference on Big Data, 2016 , Thessaloniki, Greece, October 23 - 25, 2016, 10 pages
(Preprint), (Slides) (Codes).
This paper has received the Best Regular Paper Award


2015

RTI Goes Wild: Radio Tomographic Imaging for Outdoor People Detection and Localization
Cesare Alippi, Maurizio Bocca, Giacomo Boracchi, Neal Patwari, Manuel Roveri
, IEEE Transactions on Mobile Computing. In Press (2015), 12 pages doi:10.1109/TMC.2015.2504965
(Preprint), (Original), (BibTeX)

A reprogrammable and intelligent monitoring system for rock-collapse forecasting
Cesare Alippi, Giacomo Boracchi, Manuel Roveri
, IEEE Systems Journal, In press, 12 pages doi:10.1109/JSYST.2015.2429913
(Preprint), (Original), (BibTeX)

Detecting Anomalous Structures by Convolutional Sparse Models
Diego Carrera, Giacomo Boracchi, Alessandro Foi and Brendt Wohlberg
, Proceedings of International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Irland, July 12 - 17, doi:10.1109/IJCNN.2015.7280790
(Preprint), (Original), (Slides), (BibTeX).

Credit Card Fraud Detection and Concept-Drift Adaptation with Delayed Supervised Information
Andrea Dal Pozzolo, Giacomo Boracchi, Olivier Caelen, Cesare Alippi and Gianluca Bontempi
, Proceedings of International Joint Conference on Neural Networks IJCNN 2015, Killarney, Irland, July 12 - 17,
(Preprint), (BibTeX), (Original).

Anomaly Detection Using Convolutional Sparse Models
Diego Carrera, Giacomo Boracchi, Alessandro Foi and Brendt Wohlberg
, Proceedings of SPARS 2015, Cambridge, UK, July 6 - 9. (Preprint)

Detecting Contaminants in Smart Buildings by Exploiting Temporal and Spatial Correlation
Giacomo Boracchi, Michalis Michaelides, Manuel Roveri
, Proceedings of IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2015). IntECS, Cape Town, South Africa, December 7 - 9 2015 (Preprint) (BibTeX), (Original).

Tampering Detection In Low-Power Smart Cameras,
Adriano Gaibotti, Claudio Marchisio, Alexandro Sentinelli, Giacomo Boracchi,
Proceedings of EANN 2015 16th Int. Conf. on Engineering Applications of Neural Networks , doi:10.1007/978-3-319-23983-5_23
(Preprint), (Slides), (BibTeX), (Original).

Adaptive Classifiers for Nonstationary Environments,
Cesare Alippi, Giacomo Boracchi, Gregory Ditzler, Roby Polikar, Manuel Roveri,
Contemporary Issues in Systems Science and Engineering, IEEE/Wiley Press Book Series, 2015


2014

Novelty Detection in Images by Sparse Representations
Giacomo Boracchi, Diego Carrera and Brendt Wohlberg
, Proceedings of Intelligent Embedded Systems at SSCI 2014, IEEE Symposium Series on Computational Intelligence, Orlando, Florida, December 9 - 12, doi:10.1109/INTELES.2014.7008985
(Preprint), (Slides), (Original).

Change Detection in Streams of Signals with Sparse Representations
Cesare Alippi, Giacomo Boracchi, Brendt Wohlberg
, ICASSP 2014 , IEEE International Conference on Acoustics, Speech and Signal Processing, Florence, Italy, May 4 - 9 2014, pp 5252 - 5256 doi:10.1109/ICASSP.2014.6854605
(Preprint), (BibTeX), (Original).

Exploiting Self-Similarity for Change Detection
Giacomo Boracchi, Manuel Roveri
, IJCNN 2014 International Joint Conference on Neural Networks , Beijing, China July 6 - 11 2014, pp 3339 - 3346 doi:10.1109/IJCNN.2014.6889860
(Preprint), (Project Page - Codes and Dataset), (BibTeX), (Original), ( Slides ).

A Cognitive Monitoring System for Contaminant Detection in Intelligent Buildings
Giacomo Boracchi, Michalis Michaelides, Manuel Roveri
, IJCNN 2014 International Joint Conference on Neural Networks, Beijing, China July 6 - 11 2014, pp 69 - 76, doi:10.1109/IJCNN.2014.6889452
(Preprint), (BibTeX), (Original).

A Reconfigurable and Element-wise ICI-based Change-Detection Test for Streaming Data
Giacomo Boracchi, Manuel Roveri
, CIVEMSA 2014, Computational Intelligence and Virtual Environments for Measurements Systems and Applications, Ottawa, Canada, May 5-7 2014, pp 58 - 63 doi:10.1109/CIVEMSA.2014.6841439
(Preprint), (BibTeX), (Original).

Nonlocal Foveated Principal Components
Alessandro Foi, Giacomo Boracchi
, Proc. 2014 IEEE Workshop on Statistical Signal Processing, SSP 2014, pp. 145-148, Gold Coast, Australia, June 29-July 2, 2014 doi:10.1109/SSP.2014.6884596
(Preprint), (BibTeX), (Original).

Encoding-Decoding Machines for Online Concept-Drift Detection on Datastreams,
C.Alippi, G.Boracchi, Li Bu, and Dongbin Zhao
, Frontiers of Intelligent Control and Information Processing, pp. 263-282, October 2014 World Scientific Publishing (Singapore), (ISBN: 978-981-4616-87-4) doi:10.1142/9789814616881_0010


2013

Just In Time Classifiers for Recurrent Concepts
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
Neural Networks and Learning Systems, IEEE Transactions on 2013. vol. 24, no. 4, pp. 620 - 634 doi:10.1109/TNNLS.2013.2239309
(Preprint), (BibTeX), (Original).
This paper has received the Outstanding IEEE TNNLS Paper (2016) and was reported in the "CIS publication spotlight" of the IEEE Computational Intelligence Magazine, Aug. 2013, Vol. 8, No. 3.

Ensembles of Change-Point Methods to Estimate the Change Point in Residual Sequences
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
Soft Computing, Springer, Volume 17, Issue 11 (2013), Page 1971-1981 doi:10.1007/s00500-013-1130-7
(Preprint), (BibTeX), The final publication is available at link.springer.com (Original)

An Ensemble Approach to Estimate the Fault-Time Instant,
C. Alippi, G. Boracchi, V. Puig, M. Roveri,
in IEEE Proceedings of ICICIP 2013, International Conference on Intelligent Control and Information Processing, June 9 - 11, Beijing, China, pp 836 - 841, doi:10.1109/ICICIP.2013.6568188
(BibTeX), (Preprint), (Original).

A Hierarchy of Change-Point Methods for Estimating the Time Instant of Subtle Leakages in Water Distribution Networks,
G. Boracchi, V. Puig, M. Roveri,
in Proceedings of LEAPS, the 1st Workshop on "Learning strategies and data processing in nonstationary environments" -- pp 615 - 624
(BibTeX), (Preprint).

Anisotropically Foveated Nonlocal Image Denoising
Alessandro Foi, Giacomo Boracchi
in Proceedings of ICIP 2013, IEEE International Conference on Image Processing, September 15-18 2013, Melbourne, Australia doi:10.1109/ICIP.2013.6738096
(Preprint), (BibTeX), (Original).

Anisotropic Foveated Self-Similarity
Alessandro Foi, Giacomo Boracchi
in Proceedings of SPARS 2013, Signal Processing with Adaptive Sparse Structured Representations. July 8-11, 2013. EPFL, Lausanne.
(Preprint), (BibTeX), (Original).


2012

Video Denoising, Deblocking and Enhancement Through Separable 4-D Nonlocal Spatiotemporal Transforms
Matteo Maggioni, Giacomo Boracchi, Alessandro Foi and Karen Egiazarian
IEEE Transactions on Image Processing, vol. 21, no. 9, pp. 3952 - 3966 doi:10.1109/TIP.2012.2199324
(Preprint), (BibTeX), (Original).

Modeling the Performance of Image Restoration from Motion Blur
Giacomo Boracchi and Alessandro Foi,
IEEE Transactions on Image Processing, vol. 21, no. 8, pp. 3502 - 3517, Aug. 2012, doi:10.1109/TIP.2012.2192126
(Preprint), (BibTeX), (Original).

Wireless Sensor Networks for Monitoring Vineyards,
C.Alippi, G.Boracchi, R.Camplani, M.Roveri,
in Methodologies and Technologies for Networked Enterprises, (G. Anastasi, E. Bellini, E. Di Nitto, C. Ghezzi, L. Tanca, E. Zimeo, Editors), Lecture Notes in Computer Science, LNCS 7200, pp. 295 - 310, July 2012. Springer. ISBN: 978-3-642-31738-5. doi:10.1007/978-3-642-31739-2_15
(BibTeX), (Original).

Just-In-Time Ensemble of Classifiers
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of IJCNN 2012, the International Joint Conference on Neural Networks, Birsbane, Australia, 10 - 15 June, 2012. doi:10.1109/IJCNN.2012.6252540
(Preprint), (BibTeX), (Original).

On-line Reconstruction of Missing Data in Sensor/Actuator Networks by Exploiting Temporal and Spatial Redundancy
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of IJCNN 2012, the International Joint Conference on Neural Networks, Birsbane, Australia, 10 - 15 June, 2012. doi:10.1109/IJCNN.2012.6252689
(Preprint), (BibTeX), (Original).

Foveated self-similarity in nonlocal image filtering
Alessandro Foi, Giacomo Boracchi
Proc. IS&T / SPIE Electronic Imaging 2012, Human Vision and Electronic Imaging XVII (2012), 12 pages, January 2012 Burlingame (CA), USA. doi:10.1117/12.912217
(Preprint), (BibTeX), (Original), (Codes).

Adaptive Ensemble of Classifiers,
C. Alippi, G. Boracchi, M. Roveri,
in Proc. The Learning Workshop, Snowbird, USA, April 3-6, 2012.
(Original).


2011

A just-in-time adaptive classification system based on the intersection of confidence intervals rule,
Cesare Alippi, Giacomo Boracchi, Manuel Roveri
Neural Networks, Elsevier vol. 24 (2011), pp. 791-800
doi: 10.1016/j.neunet.2011.05.012
(Preprint), (BibTeX), (Original).

Uniform motion blur in Poissonian noise: blur/noise trade-off
Giacomo Boracchi and Alessandro Foi,
Image Processing, IEEE Transactions on. vol. 20, no. 2, pp. 592-598, Feb. 2011
doi: 10.1109/TIP.2010.2062196
(Preprint), (BibTeX), (Original), (Raw Images).

A Fast Eavesdropping Attack Against Touchscreens,
Federico Maggi, Alberto Volpatto, Simone Gasparini, Giacomo Boracchi and Stefano Zanero,
in Proceedings of IEEE IAS 2011 pp. 320 -325, 5- 8 December 2011, Malacca, Malaysia, doi:10.1109/ISIAS.2011.6122840
(Preprint), (BibTeX), (Original), (Slides).

A Step Towards the Prediction of a Rock Collapse: Analysis of Micro-Acoustic Bursts
Cesare Alippi, Giacomo Boracchi, Antonio Marullo and Manuel Roveri,
in Proceedings of IEEE Sensors 2011, Limerik, Ireland 28-31 October, pp. 1273 - 1276, October 2011. doi:10.1109/ICSENS.2011.6127161
(BibTeX), (Original).

An Effective Just-in-Time Adaptive Classifier for Gradual Concept Drifts
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of IJCNN 2011, the International Joint Conference on Neural Networks, San Jose, California July 31 - August 5, 2011. pp 1675 -1682, doi: 10.1109/IJCNN.2011.6033426
(Preprint), (BibTeX), (Original).

A Hierarchical, Nonparametric Sequential Change-Detection Test
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of IJCNN 2011, the International Joint Conference on Neural Networks, San Jose, California July 31 - August 5, 2011. pp 2889 - 2896, doi: 10.1109/IJCNN.2011.6033600
(Preprint), (BibTeX), (Original).

A distributed Self-adaptive Nonparametric Change-Detection Test for Sensor/Actuator Networks,
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
ICANN 2011, 21th International Conference on Artificial Neural Networks, June 14-17th, 2011, Espoo, Finland. Lecture Notes in Computer Science, 2011, Vol. 6792/2011, 173-180, doi: 10.1007/978-3-642-21738-8_23 The original publication is available at www.springerlink.com .
(Preprint), (BibTeX), (Original).

Video denoising using separable 4D nonlocal spatiotemporal transforms
Matteo Maggioni, Giacomo Boracchi, Alessandro Foi and Karen Egiazarian,
Proc. SPIE Electronic Imaging 2011, Image Processing: Algorithms and Systems IX, 7870-2, San Francisco (CA), USA, January 2011 doi:10.1117/12.872569
(Preprint), (BibTeX), (Original).

POSTER: Fast, Automatic iPhone Shoulder Surfing
Federico Maggi, Alberto Volpatto, Simone Gasparini, Giacomo Boracchi and Stefano Zanero,
in Proceedings of ACM CCS 2011 pp. 805 - 808. October 17 - 21 2011. Chicago, Chicago (IL), USA.
(Preprint), (BibTeX).


2010

Detecting External Disturbances on Camera Lens in Wireless Multimedia Sensor Networks,
Cesare Alippi, Giacomo Boracchi, Romolo Camplani and Manuel Roveri
Instrumentation and Measurement, IEEE Transactions on. vol.59, no.11, pp.2982-2990, Nov. 2010, doi: 10.1109/TIM.2010.2047129
(Preprint),(BibTeX), (Original).

Adaptive Classifiers with ICI-based Adaptive Knowledge Base Management,
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
ICANN 2010, 20th International Conference on Artificial Neural Networks, September 15-18, 2010, Thessaloniki, Greece, Lecture Notes on Computer Science. Springer Berlin / Heidelberg, vol 6353, pg 458-467. The original publication is available at www.springerlink.com doi:10.1007/978-3-642-15822-3_56
(Preprint), (BibTeX), (Original).

Change Detection Tests Using the ICI rule,
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of IJCNN 2010, the International Joint Conference on Neural Networks 18 - 23 July, 2010 Barcelona, Spain.
(Preprint), (BibTeX), (Original).


2009

Estimating the 3D Direction of a Translating Camera From a Single Motion-Blurred Image,
Giacomo Boracchi,
Pattern Recognition Letters, Elsevier, Volume 30 , Issue 7 (May 2009), Pages 671-681, doi:10.1016/j.patrec.2009.02.002.
(Preprint), (BibTeX), (Original).

Estimation of 3D Instantaneous Motion of a Ball from a Single Motion-Blurred Image
Giacomo Boracchi, Vincenzo Caglioti and Alessandro Giusti,
in Computer Vision and Computer Graphics. Theory and Applications (VISIGRAPP 2008 Revised Selected Papers). Lecture Notes on Communications in Computer and Information Science. (The original publication is available at www.springerlink.com ) 2009, Volume 24, Part 3.6 Pages 225-237.
(Preprint), (BibTeX), (Original).

Just in time classifiers: managing the slow drift case,
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of , the International Joint Conference on Neural Networks 14 - 19 June, 2009 Atlanta, Georgia, USA, doi:10.1109/IJCNN.2009.5178799
(BibTeX), (Original).

Detecting Drops on Lens in Wireless Multimedia Sensor Network Nodes,
Cesare Alippi, Giacomo Boracchi and Manuel Roveri,
in Proceedings of ROSE 2009 , IEEE International Workshop on RObotic and Sensors Environments 6-7 November 2009, Lecco (ITALY), pp. 128-133 doi:10.1109/ROSE.2009.5355974
(BibTeX), (Slides), (Original).


2008

Multiframe Raw-Data Denoising Based On Block-Matching And 3-D Filtering For Low-Light Imaging And Stabilization,
Giacomo Boracchi, Alessandro Foi,
Proceedings of LNLA 2008, the International Workshop on Local and Non-Local Approximation in Image Processing, 22 - 24 August, 2008 Lausanne, Switzerland.
(Preprint), (BibTeX), (Slides).

Deblurring Noisy Radial-Blurred Images: a spatially adaptive filtering approach,
Giacomo Boracchi, Alessandro Foi, Vladimir Katkovnik and Karen Egiazarian
Proceedings of SPIE Electronic Imaging 2008 , Image Processing: Algorithms and Systems VII, 28 - 29 January, 2008 San Jose, California, USA doi:10.1117/12.769400
(Preprint), (BibTeX), (Original).

Estimating Camera Rotation Parameters From a Blurred Image
Giacomo Boracchi, Vincenzo Caglioti and Alberto Danese 
Proceedings of 3rd International Conference on Computer Vision Theory and Applications, 22 - 25 January, 2008 Funchal, Madeira, Portugal.
(
Preprint), (BibTeX), (Slides).

Single Image 3D Reconstruction of Ball Velocity and Spin from Motion Blur
Giacomo Boracchi, Vincenzo Caglioti and Alessandro Giusti
Proceedings of VISAPP 2008, 3rd International Conference on Computer Vision Theory and Applications, 22 - 25 January, 2008 Funchal, Madeira, Portugal.
(Preprint), (BibTeX), (Slides).

Motion Blur: Analysis and Restoration
Giacomo Boracchi
PhD Thesis , Dipartimento di Elettronica e Informazione, Politecnico di Milano
(Preprint).


2007

Single Image Calibration of Off-Axis Catadioptric Cameras Using Line,
Vincenzo Caglioti, Pierluigi Taddei, Giacomo Boracchi, Simone Gasparini and Alessandro Giusti,
Proceedings of OMNIVIS 2007, the 7th Workshop on Omnidirectional Vision 2007, 20 October, 2007 Rio de Janeiro, Brazil doi:10.1109/ICCV.2007.4409192
(Preprint), (BibTeX), (Original).

Ball Position and Motion Reconstruction from Blur in a Single Perspective Image,
Giacomo Boracchi, Vincenzo Caglioti and Alessandro Giusti,
Proceedings of ICIAP 2007, 14th International Conference on Image Analysis and Processing, 10 - 14 September 2007, Modena, Italy doi:10.1109/ICIAP.2007.4362762
(Preprint), (BibTeX), (Original).

Corner Displacement From Motion Blur,
Giacomo Boracchi and Vincenzo Caglioti
Proceedings of  ICIAP 2007, 14th International Conference on Image Analysis and Processing, 10 - 14 September 2007, Modena, Italy doi:10.1109/ICIAP.2007.4362841
(Preprint), (BibTeX), (Slides), (Original).

Motion Blur Estimation At Corners,
Giacomo Boracchi and Vincenzo Caglioti,
Proceedings of VISAPP 200, 2nd International Conference on Computer Vision Theory and Applications, 8 - 11 March, 2007 Barcelona, Spain.
(Preprint), (BibTeX), (Slides).


2006

Robbery Detection Smart Camera,
(:,5)  Unit,
9th June 2006, Politecnico di Milano.
(Slides).

Motion Blur Estimation Around Corners,
Giacomo Boracchi,
Poster BMVA Summer School in Computer Vision 2006, 9 th July 2006, Digital Imaging Research Centre, Kingston University, UK.
(Poster).



Cryptography Works

2007

A study on the Efficiency of Differential Power Analysis on AES S-Box, 
Giacomo Boracchi,
Technical Report 2007-17, DEI Politecnico di Milano, 
15 th January 2007
(PDF), (BibTeX).



 

MSc Related Works -in italian-

2004

MS Thesis: Basi Biortogonali di Ondine e Schema di Lifting in L^2, 
Giacomo Boracchi,
Università Statale degli Studi, Matematica,
5th April 2004

( PDF), ( Slides)


Fondamenti Matematici Codifica in Sottobande, 
Giacomo Boracchi,
Presentation Slide at Politecnico di Milano, 
May 2004

( Slides)