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Giorgio Fumera
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2020 – today
- 2024
- [j29]Rita Delussu, Lorenzo Putzu, Giorgio Fumera:
Synthetic Data for Video Surveillance Applications of Computer Vision: A Review. Int. J. Comput. Vis. 132(10): 4473-4509 (2024) - [i13]Silvia Lucia Sanna, Diego Soi, Davide Maiorca, Giorgio Fumera, Giorgio Giacinto:
A Risk Estimation Study of Native Code Vulnerabilities in Android Applications. CoRR abs/2406.02011 (2024) - 2023
- [j28]Rita Delussu
, Lorenzo Putzu
Human-in-the-loop cross-domain person re-identification. Expert Syst. Appl. 226: 120216 (2023) - [j27]Emanuele Ledda
Dropout injection at test time for post hoc uncertainty quantification in neural networks. Inf. Sci. 645: 119356 (2023) - [c80]Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli:
Adversarial Attacks Against Uncertainty Quantification. ICCV (Workshops) 2023: 4601-4610 - [c79]Emanuele Ledda
BLUES: Before-reLU-EStimates Bayesian Inference for Crowd Counting. ICIAP (2) 2023: 307-319 - [c78]Rita Delussu
Human-in-the-Loop Person Re-Identification as a Defence Against Adversarial Attacks. ICIAP Workshops (1) 2023: 330-342 - [c77]Lorenzo Putzu
Specialise to Generalise: The Person Re-identification Case. ICIAP (2) 2023: 381-392 - [c76]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:
Evaluation of Robustness Metrics for Defense of Machine Learning Systems. ICMCIS 2023: 1-12 - [c75]Emanuele Ledda, Lorenzo Putzu, Rita Delussu, Giorgio Fumera, Fabio Roli:
Trustworthy AI in Video Surveillance: The IMMAGINA Project. Ital-IA 2023: 371-376 - [i12]Emanuele Ledda
Dropout Injection at Test Time for Post Hoc Uncertainty Quantification in Neural Networks. CoRR abs/2302.02924 (2023) - [i11]Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli:
Adversarial Attacks Against Uncertainty Quantification. CoRR abs/2309.10586 (2023) - 2022
- [j26]Katiuscia Mannaro, Matteo Baire, Alessandro Fanti, Matteo Bruno Lodi, Luca Didaci, Alessandro Fedeli, Luisanna Cocco, Andrea Randazzo, Giuseppe Mazzarella, Giorgio Fumera:
A Robust SVM Color-Based Food Segmentation Algorithm for the Production Process of a Traditional Carasau Bread. IEEE Access 10: 15359-15377 (2022) - [j25]Rita Delussu, Lorenzo Putzu
Scene-specific crowd counting using synthetic training images. Pattern Recognit. 124: 108484 (2022) - [c74]Emanuele Ledda
On the Evaluation of Video-Based Crowd Counting Models. ICIAP (3) 2022: 301-311 - [c73]Rita Delussu, Lorenzo Putzu
On the Effectiveness of Synthetic Data Sets for Training Person Re-identification Models. ICPR 2022: 1208-1214 - 2021
- [c72]Emanuele Ledda
How Realistic Should Synthetic Images Be for Training Crowd Counting Models? CAIP (2) 2021: 46-56 - [c71]Lorenzo Putzu
Automatic Myelofibrosis Grading from Silver-Stained Images. CAIP (1) 2021: 195-205 - [c70]Chiara Dachena, Alessandro Fedeli, Matteo Pastorino, Andrea Randazzo, Alessandro Fanti, Matteo Bruno Lodi
Microwave Tomography of the Neck with ANNs: Preliminary Results with Simplified Numerical Phantoms. IST 2021: 1-5 - 2020
- [j24]Angelo Sotgiu
Deep neural rejection against adversarial examples. EURASIP J. Inf. Secur. 2020: 5 (2020) - [j23]Roghayeh Soleymani, Eric Granger
F-measure curves: A tool to visualize classifier performance under imbalance. Pattern Recognit. 100: 107146 (2020) - [c69]Rita Delussu, Lorenzo Putzu
Online Domain Adaptation for Person Re-Identification with a Human in the Loop. ICPR 2020: 3829-3836 - [c68]Rita Delussu, Lorenzo Putzu, Giorgio Fumera:
Investigating Synthetic Data Sets for Crowd Counting in Cross-scene Scenarios. VISIGRAPP (4: VISAPP) 2020: 365-372 - [c67]Rita Delussu, Lorenzo Putzu, Giorgio Fumera:
An Empirical Evaluation of Cross-scene Crowd Counting Performance. VISIGRAPP (4: VISAPP) 2020: 373-380
2010 – 2019
- 2019
- [j22]Alessandro Carcangiu
DEICTIC: A compositional and declarative gesture description based on hidden markov models. Int. J. Hum. Comput. Stud. 122: 113-132 (2019) - [i10]Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli:
Deep Neural Rejection against Adversarial Examples. CoRR abs/1910.00470 (2019) - 2018
- [j21]Roghayeh Soleymani, Eric Granger
Progressive boosting for class imbalance and its application to face re-identification. Expert Syst. Appl. 101: 271-291 (2018) - [j20]Giorgio Fumera, Fabio Roli
Multi-stage ranking approach for fast person re-identification. IET Comput. Vis. 12(4): 513-519 (2018) - [c66]Roghayeh Soleymani, Eric Granger
F-Measure Curves for Visualizing Classifier Performance with Imbalanced Data. ANNPR 2018: 165-177 - [i9]Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli:
Is feature selection secure against training data poisoning? CoRR abs/1804.07933 (2018) - 2017
- [j19]Battista Biggio
Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. IEEE Trans. Pattern Anal. Mach. Intell. 39(3): 561-575 (2017) - [j18]Ignazio Pillai, Giorgio Fumera, Fabio Roli
Designing multi-label classifiers that maximize F measures: State of the art. Pattern Recognit. 61: 394-404 (2017) - [j17]Enrica Santucci, Luca Didaci, Giorgio Fumera, Fabio Roli
A parameter randomization approach for constructing classifier ensembles. Pattern Recognit. 69: 1-13 (2017) - [c65]Davide Ariu
Social Engineering 2.0: A Foundational Work: Invited Paper. Conf. Computing Frontiers 2017: 319-325 - [c64]Marco Melis
Is Deep Learning Safe for Robot Vision? Adversarial Examples Against the iCub Humanoid. ICCV Workshops 2017: 751-759 - [c63]Alessandro Carcangiu
Gesture Modelling and Recognition by Integrating Declarative Models and Pattern Recognition Algorithms. ICIAP (1) 2017: 84-95 - [c62]Ambra Demontis, Battista Biggio, Giorgio Fumera, Giorgio Giacinto, Fabio Roli:
Infinity-Norm Support Vector Machines Against Adversarial Label Contamination. ITASEC 2017: 106-115 - [i8]Roghayeh Soleymani, Eric Granger, Giorgio Fumera:
Progressive Boosting for Class Imbalance. CoRR abs/1706.01531 (2017) - [i7]Marco Melis, Ambra Demontis, Battista Biggio, Gavin Brown, Giorgio Fumera, Fabio Roli:
Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid. CoRR abs/1708.06939 (2017) - [i6]Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli:
On Security and Sparsity of Linear Classifiers for Adversarial Settings. CoRR abs/1709.00045 (2017) - [i5]Battista Biggio, Giorgio Fumera, Fabio Roli:
Security Evaluation of Pattern Classifiers under Attack. CoRR abs/1709.00609 (2017) - [i4]Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli:
Super-sparse Learning in Similarity Spaces. CoRR abs/1712.06131 (2017) - 2016
- [j16]Ambra Demontis
Super-Sparse Learning in Similarity Spaces. IEEE Comput. Intell. Mag. 11(4): 36-45 (2016) - [j15]Federico Pala
Multimodal Person Reidentification Using RGB-D Cameras. IEEE Trans. Circuits Syst. Video Technol. 26(4): 788-799 (2016) - [c61]Farshad Nourbakhsh, Eric Granger
An Extended Sparse Classification Framework for Domain Adaptation in Video Surveillance. ACCV Workshops (3) 2016: 360-376 - [c60]Paolo Russu, Ambra Demontis
Secure Kernel Machines against Evasion Attacks. AISec@CCS 2016: 59-69 - [c59]Roghayeh Soleymani, Eric Granger
Loss factors for learning Boosting ensembles from imbalanced data. ICPR 2016: 204-209 - [c58]Roghayeh Soleymani, Eric Granger
Classifier Ensembles with Trajectory Under-Sampling for Face Re-Identification. ICPRAM 2016: 97-108 - [c57]Bahram Lavi
A Multi-Stage Approach for Fast Person Re-identification. S+SSPR 2016: 63-73 - [c56]Ambra Demontis
On Security and Sparsity of Linear Classifiers for Adversarial Settings. S+SSPR 2016: 322-332 - [i3]Battista Biggio, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. CoRR abs/1609.01461 (2016) - 2015
- [j14]Battista Biggio
Adversarial Biometric Recognition : A review on biometric system security from the adversarial machine-learning perspective. IEEE Signal Process. Mag. 32(5): 31-41 (2015) - [c55]Davide Ariu
Yet Another Cybersecurity Roadmapping Methodology. ARES 2015: 719-726 - [c54]Battista Biggio
Sparse support faces. ICB 2015: 208-213 - [c53]Marco Melis
Fast Image Classification with Reduced Multiclass Support Vector Machines. ICIAP (2) 2015: 78-88 - [c52]Ambra Demontis
Super-Sparse Regression for Fast Age Estimation from Faces at Test Time. ICIAP (2) 2015: 551-562 - [c51]Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli:
Is Feature Selection Secure against Training Data Poisoning? ICML 2015: 1689-1698 - [c50]Muhammad Atta Othman Ahmed
An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles. MCS 2015: 206-219 - [r1]Gian Luca Marcialis, Battista Biggio, Giorgio Fumera:
Anti-spoofing, Multimodal. Encyclopedia of Biometrics 2015: 103-105 - 2014
- [j13]Battista Biggio
Pattern Recognition Systems under Attack: Design Issues and Research Challenges. Int. J. Pattern Recognit. Artif. Intell. 28(7) (2014) - [j12]Battista Biggio
Security Evaluation of PatternClassifiers under Attack. IEEE Trans. Knowl. Data Eng. 26(4): 984-996 (2014) - [c49]Ignazio Pillai, Giorgio Fumera, Fabio Roli
Learning of Multilabel Classifiers. ICPR 2014: 3452-3456 - [c48]Sarunas Raudys, Giorgio Fumera, Aistis Raudys, Ignazio Pillai:
Sample Size Issues in the Choice between the Best Classifier and Fusion by Trainable Combiners. IDEAL 2014: 45-52 - [p4]Giorgio Fumera, Gian Luca Marcialis, Battista Biggio
Multimodal Anti-spoofing in Biometric Recognition Systems. Handbook of Biometric Anti-Spoofing 2014: 165-184 - [p3]Riccardo Satta, Federico Pala
People Search with Textual Queries About Clothing Appearance Attributes. Person Re-Identification 2014: 371-389 - [i2]Battista Biggio, Igino Corona, Blaine Nelson, Benjamin I. P. Rubinstein, Davide Maiorca, Giorgio Fumera, Giorgio Giacinto, Fabio Roli:
Security Evaluation of Support Vector Machines in Adversarial Environments. CoRR abs/1401.7727 (2014) - 2013
- [j11]Ignazio Pillai, Giorgio Fumera, Fabio Roli
Threshold optimisation for multi-label classifiers. Pattern Recognit. 46(7): 2055-2065 (2013) - [j10]Ignazio Pillai, Giorgio Fumera, Fabio Roli
Multi-label classification with a reject option. Pattern Recognit. 46(8): 2256-2266 (2013) - [c47]Fabio Roli
Pattern Recognition Systems under Attack. CIARP (1) 2013: 1-8 - [c46]Battista Biggio
Poisoning attacks to compromise face templates. ICB 2013: 1-7 - [c45]Luca Didaci
Diversity in Classifier Ensembles: Fertile Concept or Dead End? MCS 2013: 37-48 - [c44]Riccardo Satta, Federico Pala, Giorgio Fumera, Fabio Roli:
Real-time Appearance-based Person Re-identification Over Multiple KinectTM Cameras. VISAPP (2) 2013: 407-410 - 2012
- [j9]Battista Biggio
Security evaluation of biometric authentication systems under real spoofing attacks. IET Biom. 1(1): 11-24 (2012) - [j8]Riccardo Satta, Giorgio Fumera, Fabio Roli
Fast person re-identification based on dissimilarity representations. Pattern Recognit. Lett. 33(14): 1838-1848 (2012) - [c43]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Evaluation of serial and parallel multibiometric systems under spoofing attacks. BTAS 2012: 283-288 - [c42]Battista Biggio
Learning sparse kernel machines with biometric similarity functions for identity recognition. BTAS 2012: 325-330 - [c41]Riccardo Satta, Giorgio Fumera, Fabio Roli
A General Method for Appearance-Based People Search Based on Textual Queries. ECCV Workshops (1) 2012: 453-461 - [c40]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Evaluation of multimodal biometric score fusion rules under spoof attacks. ICB 2012: 402-407 - [c39]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
F-measure optimisation in multi-label classifiers. ICPR 2012: 2424-2427 - [c38]Riccardo Satta, Giorgio Fumera, Fabio Roli
Appearance-based people recognition by local dissimilarity representations. MM&Sec 2012: 151-156 - [c37]Battista Biggio
Poisoning Adaptive Biometric Systems. SSPR/SPR 2012: 417-425 - [c36]Luca Didaci
Analysis of Co-training Algorithm with Very Small Training Sets. SSPR/SPR 2012: 719-726 - 2011
- [j7]Battista Biggio
A survey and experimental evaluation of image spam filtering techniques. Pattern Recognit. Lett. 32(10): 1436-1446 (2011) - [c35]Zahid Akhtar
Robustness of multi-modal biometric systems under realistic spoof attacks against all traits. BioMS 2011: 1-6 - [c34]Battista Biggio
Robustness of multi-modal biometric verification systems under realistic spoofing attacks. IJCB 2011: 1-6 - [c33]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Robustness analysis of likelihood ratio score fusion rule for multimodal biometric systems under spoof attacks. ICCST 2011: 1-8 - [c32]Ignazio Pillai, Giorgio Fumera, Fabio Roli
A Classification Approach with a Reject Option for Multi-label Problems. ICIAP (1) 2011: 98-107 - [c31]Ignazio Pillai, Riccardo Satta, Giorgio Fumera, Fabio Roli
Exploiting Depth Information for Indoor-Outdoor Scene Classification. ICIAP (2) 2011: 130-139 - [c30]Riccardo Satta, Giorgio Fumera, Fabio Roli
A Multiple Component Matching Framework for Person Re-identification. ICIAP (2) 2011: 140-149 - [c29]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Robustness Evaluation of Biometric Systems under Spoof Attacks. ICIAP (1) 2011: 159-168 - [c28]Ignazio Pillai, Giorgio Fumera, Fabio Roli
Classifier Selection Approaches for Multi-label Problems. MCS 2011: 167-176 - [c27]Battista Biggio
Bagging Classifiers for Fighting Poisoning Attacks in Adversarial Classification Tasks. MCS 2011: 350-359 - [c26]Riccardo Satta, Giorgio Fumera, Fabio Roli
Exploiting Dissimilarity Representations for Person Re-identification. SIMBAD 2011: 275-289 - [c25]Battista Biggio
Design of robust classifiers for adversarial environments. SMC 2011: 977-982 - [i1]Riccardo Satta, Giorgio Fumera, Fabio Roli, Marco Cristani, Vittorio Murino:
A Multiple Component Matching Framework for Person Re-Identification. CoRR abs/1105.2491 (2011) - 2010
- [j6]Battista Biggio
Multiple classifier systems for robust classifier design in adversarial environments. Int. J. Mach. Learn. Cybern. 1(1-4): 27-41 (2010) - [c24]Battista Biggio, Giorgio Fumera, Fabio Roli
Multiple Classifier Systems under Attack. MCS 2010: 74-83
2000 – 2009
- 2009
- [c23]Battista Biggio
Multiple Classifier Systems for Adversarial Classification Tasks. MCS 2009: 132-141 - [p2]Battista Biggio
Evade Hard Multiple Classifier Systems. Applications of Supervised and Unsupervised Ensemble Methods 2009: 15-38 - [p1]Battista Biggio
Bayesian Linear Combination of Neural Networks. Innovations in Neural Information Paradigms and Applications 2009: 201-230 - 2008
- [j5]Giorgio Fumera, Fabio Roli
A Theoretical Analysis of Bagging as a Linear Combination of Classifiers. IEEE Trans. Pattern Anal. Mach. Intell. 30(7): 1293-1299 (2008) - [c22]Giorgio Fumera, Fabio Roli, Battista Biggio, Ignazio Pillai:
Improving Image Spam Filtering Using Image Text Features. CEAS 2008 - [c21]Battista Biggio
Adversarial Pattern Classification Using Multiple Classifiers and Randomisation. SSPR/SPR 2008: 500-509 - 2007
- [c20]Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli:
Image Spam Filtering by Content Obscuring Detection. CEAS 2007 - [c19]Battista Biggio
Image Spam Filtering Using Visual Information. ICIAP 2007: 105-110 - [c18]Battista Biggio, Giorgio Fumera, Fabio Roli
Bayesian Analysis of Linear Combiners. MCS 2007: 292-301 - [c17]Manuela Zanda, Gavin Brown, Giorgio Fumera, Fabio Roli
Ensemble Learning in Linearly Combined Classifiers Via Negative Correlation. MCS 2007: 440-449 - 2006
- [j4]Giorgio Fumera, Ignazio Pillai, Fabio Roli:
Spam Filtering Based On The Analysis Of Text Information Embedded Into Images. J. Mach. Learn. Res. 7: 2699-2720 (2006) - 2005
- [j3]Giorgio Fumera, Fabio Roli
A Theoretical and Experimental Analysis of Linear Combiners for Multiple Classifier Systems. IEEE Trans. Pattern Anal. Mach. Intell. 27(6): 942-956 (2005) - [c16]Giorgio Fumera, Fabio Roli
Dynamics of Variance Reduction in Bagging and Other Techniques Based on Randomisation. Multiple Classifier Systems 2005: 316-325 - 2004
- [j2]Giorgio Fumera, Fabio Roli
Analysis of error-reject trade-off in linearly combined multiple classifiers. Pattern Recognit. 37(6): 1245-1265 (2004) - [c15]Giorgio Fumera, Ignazio Pillai, Fabio Roli
A Two-Stage Classifier with Reject Option for Text Categorisation. SSPR/SPR 2004: 771-779 - 2003
- [c14]Giorgio Fumera, Ignazio Pillai, Fabio Roli
Classification with reject option in text categorisation systems. ICIAP 2003: 582-587 - [c13]Giorgio Fumera, Fabio Roli
Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results. Multiple Classifier Systems 2003: 74-83 - 2002
- [c12]Fabio Roli, Giorgio Fumera, Gianni Vernazza:
Analysis of Error-Reject Trade-off in Linearly Combined Classifiers. ICPR (2) 2002: 120-125 - [c11]Fabio Roli
Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers. Multiple Classifier Systems 2002: 252-261 - [c10]Fabio Roli
An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems. Multiple Classifier Systems 2002: 325-336 - [c9]Giorgio Fumera, Fabio Roli
Performance Analysis and Comparison of Linear Combiners for Classifier Fusion. SSPR/SPR 2002: 424-432 - [c8]Giorgio Fumera, Fabio Roli
Support Vector Machines with Embedded Reject Option. SVM 2002: 68-82 - 2001
- [c7]Giorgio Fumera, Fabio Roli
A Method for Error Rejection in Multiple Classifier Systems. ICIAP 2001: 454-458 - [c6]Giorgio Fumera, Fabio Roli
Error Rejection in Linearly Combined Multiple Classifiers. Multiple Classifier Systems 2001: 329-338 - [c5]Giorgio Giacinto, Fabio Roli
Adaptive Query Shifting for Content-Based Image Retrieval. MLDM 2001: 337-346 - 2000
- [j1]Giorgio Fumera, Fabio Roli
Reject option with multiple thresholds. Pattern Recognit. 33(12): 2099-2101 (2000) - [c4]Giorgio Giacinto, Fabio Roli, Giorgio Fumera:
Design of Effective Multiple Classifier Systems by Clustering of Classifiers. ICPR 2000: 2160-2163 - [c3]Giorgio Giacinto, Fabio Roli, Giorgio Fumera:
Unsupervised Learning of Neural Network Ensembles for Image Classification. IJCNN (3) 2000: 155-162 - [c2]Giorgio Giacinto, Fabio Roli
Selection of Classifiers Based on Multiple Classifier Behaviour. SSPR/SPR 2000: 87-93 - [c1]Giorgio Fumera, Fabio Roli
Multiple Reject Thresholds for Improving Classification Reliability. SSPR/SPR 2000: 863-871
Coauthor Index
[j27] [c80] [c79] [c76] [c75] [i12] [i11] [c74] [j24] [c69] [j22] [i10] [j20] [i9] [j19] [j18] [j17] [c64] [c63] [c62] [i7] [i6] [i5] [i4] [j16] [j15] [c60] [c57] [c56] [i3] [j14] [c55] [c54] [c53] [c52] [c51] [c50] [j13] [j12] [c49] [p4] [p3] [i2] [j11] [j10] [c47] [c46] [c45] [c44] [j9] [j8] [c43] [c42] [c41] [c40] [c39] [c38] [c37] [c36] [j7] [c34] [c33] [c32] [c31] [c30] [c29] [c28] [c27] [c26] [c25] [i1] [j6] [c24] [c23] [p2] [p1] [j5] [c22] [c21] [c20] [c19] [c18] [c17] [j4] [j3] [c16] [j2] [c15] [c14] [c13] [c12] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [j1] [c4] [c3] [c2] [c1]
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