Design of Effective Multiple Classifier Systems by Clustering of Classifiers. - Giorgio Giacinto; Fabio Roli; Giorgio Fumera (ICPR, 2000)

Unsupervised Learning of Neural Network Ensembles for Image Classification. - Giorgio Giacinto; Fabio Roli; Giorgio Fumera (IJCNN (3), 2000)

Multiple Reject Thresholds for Improving Classification Reliability. - Giorgio Fumera; Fabio Roli; Giorgio Giacinto (SSPR/SPR, 2000)

Selection of Classifiers Based on Multiple Classifier Behaviour. - Giorgio Giacinto; Fabio Roli; Giorgio Fumera (SSPR/SPR, 2000)

Reject option with multiple thresholds. - Giorgio Fumera; Fabio Roli; Giorgio Giacinto (Pattern Recognit., 2000)

A Method for Error Rejection in Multiple Classifier Systems. - Giorgio Fumera; Fabio Roli; Gianni Vernazza (ICIAP, 2001)

Error Rejection in Linearly Combined Multiple Classifiers. - Giorgio Fumera; Fabio Roli (Multiple Classifier Systems, 2001)

Adaptive Query Shifting for Content-Based Image Retrieval. - Giorgio Giacinto; Fabio Roli; Giorgio Fumera (MLDM, 2001)

Analysis of Error-Reject Trade-off in Linearly Combined Classifiers. - Fabio Roli; Giorgio Fumera; Gianni Vernazza (ICPR (2), 2002)

Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers. - Fabio Roli; Giorgio Fumera (Multiple Classifier Systems, 2002)

An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems. - Fabio Roli; Josef Kittler; Giorgio Fumera; Daniele Muntoni (Multiple Classifier Systems, 2002)

Performance Analysis and Comparison of Linear Combiners for Classifier Fusion. - Giorgio Fumera; Fabio Roli (SSPR/SPR, 2002)

Support Vector Machines with Embedded Reject Option. - Giorgio Fumera; Fabio Roli (SVM, 2002)

Classification with reject option in text categorisation systems. - Giorgio Fumera; Ignazio Pillai; Fabio Roli (ICIAP, 2003)

Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results. - Giorgio Fumera; Fabio Roli (Multiple Classifier Systems, 2003)

A Two-Stage Classifier with Reject Option for Text Categorisation. - Giorgio Fumera; Ignazio Pillai; Fabio Roli (SSPR/SPR, 2004)

Analysis of error-reject trade-off in linearly combined multiple classifiers. - Giorgio Fumera; Fabio Roli (Pattern Recognit., 2004)

Dynamics of Variance Reduction in Bagging and Other Techniques Based on Randomisation. - Giorgio Fumera; Fabio Roli; Alessandra Serrau (Multiple Classifier Systems, 2005)

A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems. - Giorgio Fumera; Fabio Roli (IEEE Trans. Pattern Anal. Mach. Intell., 2005)

Spam Filtering Based On The Analysis Of Text Information Embedded Into Images. - Giorgio Fumera; Ignazio Pillai; Fabio Roli (J. Mach. Learn. Res., 2006)

Image Spam Filtering by Content Obscuring Detection. - Battista Biggio; Giorgio Fumera; Ignazio Pillai; Fabio Roli (CEAS, 2007)

Image Spam Filtering Using Visual Information. - Battista Biggio; Giorgio Fumera; Ignazio Pillai; Fabio Roli (ICIAP, 2007)

Bayesian Analysis of Linear Combiners. - Battista Biggio; Giorgio Fumera; Fabio Roli (MCS, 2007)

Ensemble Learning in Linearly Combined Classifiers Via Negative Correlation. - Manuela Zanda; Gavin Brown 001; Giorgio Fumera; Fabio Roli (MCS, 2007)

Improving Image Spam Filtering Using Image Text Features. - Giorgio Fumera; Fabio Roli; Battista Biggio; Ignazio Pillai (CEAS, 2008)

Adversarial Pattern Classification Using Multiple Classifiers and Randomisation. - Battista Biggio; Giorgio Fumera; Fabio Roli (SSPR/SPR, 2008)

A Theoretical Analysis of Bagging as a Linear Combination of Classifiers. - Giorgio Fumera; Fabio Roli; Alessandra Serrau (IEEE Trans. Pattern Anal. Mach. Intell., 2008)

Multiple Classifier Systems for Adversarial Classification Tasks. - Battista Biggio; Giorgio Fumera; Fabio Roli (MCS, 2009)

Bayesian Linear Combination of Neural Networks. - Battista Biggio; Giorgio Fumera; Fabio Roli (Innovations in Neural Information Paradigms and Applications, 2009)

Evade Hard Multiple Classifier Systems. - Battista Biggio; Giorgio Fumera; Fabio Roli (Applications of Supervised and Unsupervised Ensemble Methods, 2009)

Multiple Classifier Systems under Attack. - Battista Biggio; Giorgio Fumera; Fabio Roli (MCS, 2010)

Multiple classifier systems for robust classifier design in adversarial environments. - Battista Biggio; Giorgio Fumera; Fabio Roli (Int. J. Mach. Learn. Cybern., 2010)

Robustness of multi-modal biometric systems under realistic spoof attacks against all traits. - Zahid Akhtar; Battista Biggio; Giorgio Fumera; Gian Luca Marcialis (BioMS, 2011)

Robustness of multi-modal biometric verification systems under realistic spoofing attacks. - Battista Biggio; Zahid Akhtar; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (IJCB, 2011)

Robustness analysis of likelihood ratio score fusion rule for multimodal biometric systems under spoof attacks. - Zahid Akhtar; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (ICCST, 2011)

Robustness Evaluation of Biometric Systems under Spoof Attacks. - Zahid Akhtar; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (ICIAP (1), 2011)

A Classification Approach with a Reject Option for Multi-label Problems. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (ICIAP (1), 2011)

Exploiting Depth Information for Indoor-Outdoor Scene Classification. - Ignazio Pillai; Riccardo Satta; Giorgio Fumera; Fabio Roli (ICIAP (2), 2011)

A Multiple Component Matching Framework for Person Re-identification. - Riccardo Satta; Giorgio Fumera; Fabio Roli; Marco Cristani; Vittorio Murino (ICIAP (2), 2011)

Bagging Classifiers for Fighting Poisoning Attacks in Adversarial Classification Tasks. - Battista Biggio; Igino Corona; Giorgio Fumera; Giorgio Giacinto; Fabio Roli (MCS, 2011)

Classifier Selection Approaches for Multi-label Problems. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (MCS, 2011)

Exploiting Dissimilarity Representations for Person Re-identification. - Riccardo Satta; Giorgio Fumera; Fabio Roli (SIMBAD, 2011)

Design of robust classifiers for adversarial environments. - Battista Biggio; Giorgio Fumera; Fabio Roli (SMC, 2011)

A survey and experimental evaluation of image spam filtering techniques. - Battista Biggio; Giorgio Fumera; Ignazio Pillai; Fabio Roli (Pattern Recognit. Lett., 2011)

Evaluation of serial and parallel multibiometric systems under spoofing attacks. - Zahid Akhtar; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (BTAS, 2012)

Learning sparse kernel machines with biometric similarity functions for identity recognition. - Battista Biggio; Giorgio Fumera; Fabio Roli (BTAS, 2012)

A General Method for Appearance-Based People Search Based on Textual Queries. - Riccardo Satta; Giorgio Fumera; Fabio Roli (ECCV Workshops (1), 2012)

Evaluation of multimodal biometric score fusion rules under spoof attacks. - Zahid Akhtar; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (ICB, 2012)

F-measure optimisation in multi-label classifiers. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (ICPR, 2012)

Appearance-based people recognition by local dissimilarity representations. - Riccardo Satta; Giorgio Fumera; Fabio Roli (MM&Sec, 2012)

Poisoning Adaptive Biometric Systems. - Battista Biggio; Giorgio Fumera; Fabio Roli; Luca Didaci (SSPR/SPR, 2012)

Analysis of Co-training Algorithm with Very Small Training Sets. - Luca Didaci; Giorgio Fumera; Fabio Roli (SSPR/SPR, 2012)

Security evaluation of biometric authentication systems under real spoofing attacks. - Battista Biggio; Zahid Akhtar; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (IET Biom., 2012)

Fast person re-identification based on dissimilarity representations. - Riccardo Satta; Giorgio Fumera; Fabio Roli (Pattern Recognit. Lett., 2012)

Pattern Recognition Systems under Attack. - Fabio Roli; Battista Biggio; Giorgio Fumera (CIARP (1), 2013)

Poisoning attacks to compromise face templates. - Battista Biggio; Luca Didaci; Giorgio Fumera; Fabio Roli (ICB, 2013)

Diversity in Classifier Ensembles: Fertile Concept or Dead End? - Luca Didaci; Giorgio Fumera; Fabio Roli (MCS, 2013)

Real-time Appearance-based Person Re-identification Over Multiple KinectTM Cameras. - Riccardo Satta; Federico Pala; Giorgio Fumera; Fabio Roli (VISAPP (2), 2013)

Threshold optimisation for multi-label classifiers. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (Pattern Recognit., 2013)

Multi-label classification with a reject option. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (Pattern Recognit., 2013)

Learning of Multilabel Classifiers. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (ICPR, 2014)

Sample Size Issues in the Choice between the Best Classifier and Fusion by Trainable Combiners. - Sarunas Raudys; Giorgio Fumera; Aistis Raudys; Ignazio Pillai (IDEAL, 2014)

Security Evaluation of Support Vector Machines in Adversarial Environments. - Battista Biggio; Igino Corona; Blaine Nelson; Benjamin I. P. Rubinstein; Davide Maiorca; Giorgio Fumera; Giorgio Giacinto; Fabio Roli (CoRR, 2014)

Pattern Recognition Systems under Attack: Design Issues and Research Challenges. - Battista Biggio; Giorgio Fumera; Fabio Roli (Int. J. Pattern Recognit. Artif. Intell., 2014)

Security Evaluation of PatternClassifiers under Attack. - Battista Biggio; Giorgio Fumera; Fabio Roli (IEEE Trans. Knowl. Data Eng., 2014)

Multimodal Anti-spoofing in Biometric Recognition Systems. - Giorgio Fumera; Gian Luca Marcialis; Battista Biggio; Fabio Roli; Stephanie A. C. Schuckers (Handbook of Biometric Anti-Spoofing, 2014)

People Search with Textual Queries About Clothing Appearance Attributes. - Riccardo Satta; Federico Pala; Giorgio Fumera; Fabio Roli (Person Re-Identification, 2014)

Yet Another Cybersecurity Roadmapping Methodology. - Davide Ariu; Luca Didaci; Giorgio Fumera; Enrico Frumento; Federica Freschi; Giorgio Giacinto; Fabio Roli (ARES, 2015)

Sparse support faces. - Battista Biggio; Marco Melis; Giorgio Fumera; Fabio Roli (ICB, 2015)

Super-Sparse Regression for Fast Age Estimation from Faces at Test Time. - Ambra Demontis; Battista Biggio; Giorgio Fumera; Fabio Roli (ICIAP (2), 2015)

Fast Image Classification with Reduced Multiclass Support Vector Machines. - Marco Melis; Luca Piras 001; Battista Biggio; Giorgio Giacinto; Giorgio Fumera; Fabio Roli (ICIAP (2), 2015)

Is Feature Selection Secure against Training Data Poisoning? - Huang Xiao; Battista Biggio; Gavin Brown 001; Giorgio Fumera; Claudia Eckert 001; Fabio Roli (ICML, 2015)

An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles. - Muhammad Atta Othman Ahmed; Luca Didaci; Giorgio Fumera; Fabio Roli (MCS, 2015)

Adversarial Biometric Recognition : A review on biometric system security from the adversarial machine-learning perspective. - Battista Biggio; Giorgio Fumera; Paolo Russu; Luca Didaci; Fabio Roli (IEEE Signal Process. Mag., 2015)

Anti-spoofing, Multimodal. - Gian Luca Marcialis; Battista Biggio; Giorgio Fumera (Encyclopedia of Biometrics, 2015)

An Extended Sparse Classification Framework for Domain Adaptation in Video Surveillance. - Farshad Nourbakhsh; Eric Granger; Giorgio Fumera (ACCV Workshops (3), 2016)

Secure Kernel Machines against Evasion Attacks. - Paolo Russu; Ambra Demontis; Battista Biggio; Giorgio Fumera; Fabio Roli (AISec@CCS, 2016)

Loss factors for learning Boosting ensembles from imbalanced data. - Roghayeh Soleymani; Eric Granger; Giorgio Fumera (ICPR, 2016)

Classifier Ensembles with Trajectory Under-Sampling for Face Re-Identification. - Roghayeh Soleymani; Eric Granger; Giorgio Fumera (ICPRAM, 2016)

On Security and Sparsity of Linear Classifiers for Adversarial Settings. - Ambra Demontis; Paolo Russu; Battista Biggio; Giorgio Fumera; Fabio Roli (S+SSPR, 2016)

A Multi-Stage Approach for Fast Person Re-identification. - Bahram Lavi; Giorgio Fumera; Fabio Roli (S+SSPR, 2016)

Super-Sparse Learning in Similarity Spaces. - Ambra Demontis; Marco Melis; Battista Biggio; Giorgio Fumera; Fabio Roli (IEEE Comput. Intell. Mag., 2016)

Multimodal Person Reidentification Using RGB-D Cameras. - Federico Pala; Riccardo Satta; Giorgio Fumera; Fabio Roli (IEEE Trans. Circuits Syst. Video Technol., 2016)

Social Engineering 2.0: A Foundational Work: Invited Paper. - Davide Ariu; Enrico Frumento; Giorgio Fumera (Conf. Computing Frontiers, 2017)

Is Deep Learning Safe for Robot Vision? Adversarial Examples Against the iCub Humanoid. - Marco Melis; Ambra Demontis; Battista Biggio; Gavin Brown 001; Giorgio Fumera; Fabio Roli (ICCV Workshops, 2017)

Gesture Modelling and Recognition by Integrating Declarative Models and Pattern Recognition Algorithms. - Alessandro Carcangiu; Lucio Davide Spano; Giorgio Fumera; Fabio Roli (ICIAP (1), 2017)

Infinity-Norm Support Vector Machines Against Adversarial Label Contamination. - Ambra Demontis; Battista Biggio; Giorgio Fumera; Giorgio Giacinto; Fabio Roli (ITASEC, 2017)

Progressive Boosting for Class Imbalance. - Roghayeh Soleymani; Eric Granger; Giorgio Fumera (CoRR, 2017)

Security Evaluation of Pattern Classifiers under Attack. - Battista Biggio; Giorgio Fumera; Fabio Roli (CoRR, 2017)

Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. - Battista Biggio; Giorgio Fumera; Gian Luca Marcialis; Fabio Roli (IEEE Trans. Pattern Anal. Mach. Intell., 2017)

Designing multi-label classifiers that maximize F measures: State of the art. - Ignazio Pillai; Giorgio Fumera; Fabio Roli (Pattern Recognit., 2017)

A parameter randomization approach for constructing classifier ensembles. - Enrica Santucci; Luca Didaci; Giorgio Fumera; Fabio Roli (Pattern Recognit., 2017)

F-Measure Curves for Visualizing Classifier Performance with Imbalanced Data. - Roghayeh Soleymani; Eric Granger; Giorgio Fumera (ANNPR, 2018)

Progressive boosting for class imbalance and its application to face re-identification. - Roghayeh Soleymani; Eric Granger; Giorgio Fumera (Expert Syst. Appl., 2018)

Multi-stage ranking approach for fast person re-identification. - Giorgio Fumera; Fabio Roli (IET Comput. Vis., 2018)

DEICTIC: A compositional and declarative gesture description based on hidden markov models. - Alessandro Carcangiu; Lucio Davide Spano; Giorgio Fumera; Fabio Roli (Int. J. Hum. Comput. Stud., 2019)

Online Domain Adaptation for Person Re-Identification with a Human in the Loop. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera; Fabio Roli (ICPR, 2020)

Investigating Synthetic Data Sets for Crowd Counting in Cross-scene Scenarios. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (VISIGRAPP (4: VISAPP), 2020)

An Empirical Evaluation of Cross-scene Crowd Counting Performance. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (VISIGRAPP (4: VISAPP), 2020)

Deep neural rejection against adversarial examples. - Angelo Sotgiu; Ambra Demontis; Marco Melis; Battista Biggio; Giorgio Fumera; Xiaoyi Feng; Fabio Roli (EURASIP J. Inf. Secur., 2020)

F-measure curves: A tool to visualize classifier performance under imbalance. - Roghayeh Soleymani; Eric Granger; Giorgio Fumera (Pattern Recognit., 2020)

How Realistic Should Synthetic Images Be for Training Crowd Counting Models? - Emanuele Ledda; Lorenzo Putzu; Rita Delussu; Andrea Loddo; Giorgio Fumera (CAIP (2), 2021)

Automatic Myelofibrosis Grading from Silver-Stained Images. - Lorenzo Putzu; Maxim Untesco; Giorgio Fumera (CAIP (1), 2021)

Microwave Tomography of the Neck with ANNs: Preliminary Results with Simplified Numerical Phantoms. - Chiara Dachena; Alessandro Fedeli; Matteo Pastorino; Andrea Randazzo; Alessandro Fanti; Matteo Bruno Lodi; Giorgio Fumera (IST, 2021)

On the Evaluation of Video-Based Crowd Counting Models. - Emanuele Ledda; Lorenzo Putzu; Rita Delussu; Giorgio Fumera; Fabio Roli (ICIAP (3), 2022)

On the Effectiveness of Synthetic Data Sets for Training Person Re-identification Models. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (ICPR, 2022)

A Robust SVM Color-Based Food Segmentation Algorithm for the Production Process of a Traditional Carasau Bread. - Katiuscia Mannaro; Matteo Baire; Alessandro Fanti; Matteo Bruno Lodi; Luca Didaci; Alessandro Fedeli; Luisanna Cocco; Andrea Randazzo; Giuseppe Mazzarella; Giorgio Fumera (IEEE Access, 2022)

Scene-specific crowd counting using synthetic training images. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (Pattern Recognit., 2022)

Adversarial Attacks Against Uncertainty Quantification. - Emanuele Ledda; Daniele Angioni; Giorgio Piras; Giorgio Fumera; Battista Biggio; Fabio Roli (ICCV (Workshops), 2023)

Human-in-the-Loop Person Re-Identification as a Defence Against Adversarial Attacks. - Rita Delussu; Lorenzo Putzu; Emanuele Ledda; Giorgio Fumera (ICIAP Workshops (1), 2023)

BLUES: Before-reLU-EStimates Bayesian Inference for Crowd Counting. - Emanuele Ledda; Rita Delussu; Lorenzo Putzu; Giorgio Fumera; Fabio Roli (ICIAP (2), 2023)

Specialise to Generalise: The Person Re-identification Case. - Lorenzo Putzu; Andrea Loddo; Rita Delussu; Giorgio Fumera (ICIAP (2), 2023)

Evaluation of Robustness Metrics for Defense of Machine Learning Systems. - J. DeMarchi; R. Rijken; J. Melrose; B. Madahar; Giorgio Fumera; Fabio Roli; Emanuele Ledda; Metin Aktas; Frank Kurth; Paul M. Baggenstoss; Björn Pelzer; L. Kanestad (ICMCIS, 2023)

Trustworthy AI in Video Surveillance: The IMMAGINA Project. - Emanuele Ledda; Lorenzo Putzu; Rita Delussu; Giorgio Fumera; Fabio Roli (Ital-IA, 2023)

Human-in-the-loop cross-domain person re-identification. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (Expert Syst. Appl., 2023)

Dropout injection at test time for post hoc uncertainty quantification in neural networks. - Emanuele Ledda; Giorgio Fumera; Fabio Roli (Inf. Sci., 2023)

Guidelines for Query and Gallery Image Extraction in Person Re-identification Systems. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (ECCV Workshops (13), 2024)

On the Robustness of Adversarial Training Against Uncertainty Attacks. - Emanuele Ledda; Giovanni Scodeller; Daniele Angioni; Giorgio Piras; Antonio Emanuele Cinà; Giorgio Fumera; Battista Biggio; Fabio Roli (CoRR, 2024)

A risk estimation study of native code vulnerabilities in Android applications. - Silvia Lucia Sanna; Diego Soi; Davide Maiorca; Giorgio Fumera; Giorgio Giacinto (J. Cybersecur., 2024)

Synthetic Data for Video Surveillance Applications of Computer Vision: A Review. - Rita Delussu; Lorenzo Putzu; Giorgio Fumera (Int. J. Comput. Vis., 2024)