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Fabio Roli
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- affiliation: University of Cagliari, Italy
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2020 – today
- 2025
- [j114]Andrea Ponte, Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Ivan Tesfai Ogbu, Fabio Roli:
SLIFER: Investigating performance and robustness of malware detection pipelines. Comput. Secur. 150: 104264 (2025) - [j113]Raffaele Mura, Giuseppe Floris, Luca Scionis, Giorgio Piras, Maura Pintor, Ambra Demontis, Giorgio Giacinto, Battista Biggio, Fabio Roli:
HO-FMN: Hyperparameter optimization for fast minimum-norm attacks. Neurocomputing 616: 128918 (2025) - 2024
- [j112]Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
Machine Learning Security Against Data Poisoning: Are We There Yet? Computer 57(3): 26-34 (2024) - [j111]Simone Maurizio La Cava, Giulia Orrù, Martin Drahanský, Gian Luca Marcialis, Fabio Roli:
3D Face Reconstruction: The Road to Forensics. ACM Comput. Surv. 56(3): 77:1-77:38 (2024) - [j110]Jie Gao, Marco Micheletto, Giulia Orrù, Sara Concas, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli:
Texture and artifact decomposition for improving generalization in deep-learning-based deepfake detection. Eng. Appl. Artif. Intell. 133: 108450 (2024) - [j109]Giulia Boato, Francesco G. B. De Natale, Gianluca De Stefano, Cecilia Pasquini, Fabio Roli:
Adversarial mimicry attacks against image splicing forensics: An approach for jointly hiding manipulations and creating false detections. Pattern Recognit. Lett. 179: 73-79 (2024) - [j108]Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Fabio Roli:
Nebula: Self-Attention for Dynamic Malware Analysis. IEEE Trans. Inf. Forensics Secur. 19: 6155-6167 (2024) - [j107]Zhishan Li, Hongxu Chen, Battista Biggio, Yifan He, Haoran Cai, Fabio Roli, Lei Xie:
Toward Effective Traffic Sign Detection via Two-Stage Fusion Neural Networks. IEEE Trans. Intell. Transp. Syst. 25(8): 8283-8294 (2024) - [i74]Gian Luca Marcialis, Paolo Mastinu, Fabio Roli:
Serial fusion of multi-modal biometric systems. CoRR abs/2401.13418 (2024) - [i73]Daniele Angioni, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita, Battista Biggio, Fabio Roli:
Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates. CoRR abs/2402.17390 (2024) - [i72]Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Fabio Roli:
Living-off-The-Land Reverse-Shell Detection by Informed Data Augmentation. CoRR abs/2402.18329 (2024) - [i71]Antonio Emanuele Cinà, Jérôme Rony, Maura Pintor, Luca Demetrio, Ambra Demontis, Battista Biggio, Ismail Ben Ayed, Fabio Roli:
AttackBench: Evaluating Gradient-based Attacks for Adversarial Examples. CoRR abs/2404.19460 (2024) - [i70]Matous Kozák, Luca Demetrio, Dmitrijs Trizna, Fabio Roli:
Updating Windows Malware Detectors: Balancing Robustness and Regression against Adversarial EXEmples. CoRR abs/2405.02646 (2024) - [i69]Andrea Ponte, Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Ivan Tesfai Ogbu, Fabio Roli:
SLIFER: Investigating Performance and Robustness of Malware Detection Pipelines. CoRR abs/2405.14478 (2024) - [i68]Marco Rando, Luca Demetrio, Lorenzo Rosasco, Fabio Roli:
A New Formulation for Zeroth-Order Optimization of Adversarial EXEmples in Malware Detection. CoRR abs/2405.14519 (2024) - [i67]Zhang Chen, Luca Demetrio, Srishti Gupta, Xiaoyi Feng, Zhaoqiang Xia, Antonio Emanuele Cinà, Maura Pintor, Luca Oneto, Ambra Demontis, Battista Biggio, Fabio Roli:
Over-parameterization and Adversarial Robustness in Neural Networks: An Overview and Empirical Analysis. CoRR abs/2406.10090 (2024) - [i66]Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Basil AsSadhan, Fabio Roli:
Countermeasures Against Adversarial Examples in Radio Signal Classification. CoRR abs/2407.06796 (2024) - [i65]Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Ambra Demontis, Fabio Roli:
A Hybrid Training-time and Run-time Defense Against Adversarial Attacks in Modulation Classification. CoRR abs/2407.06807 (2024) - [i64]Raffaele Mura, Giuseppe Floris, Luca Scionis, Giorgio Piras, Maura Pintor, Ambra Demontis, Giorgio Giacinto, Battista Biggio, Fabio Roli:
HO-FMN: Hyperparameter Optimization for Fast Minimum-Norm Attacks. CoRR abs/2407.08806 (2024) - [i63]Francesco Villani, Dario Lazzaro, Antonio Emanuele Cinà, Matteo Dell'Amico, Battista Biggio, Fabio Roli:
Sonic: Fast and Transferable Data Poisoning on Clustering Algorithms. CoRR abs/2408.07558 (2024) - [i62]Giorgio Piras, Maura Pintor, Ambra Demontis, Battista Biggio, Giorgio Giacinto, Fabio Roli:
Adversarial Pruning: A Survey and Benchmark of Pruning Methods for Adversarial Robustness. CoRR abs/2409.01249 (2024) - [i61]Emanuele Ledda, Giovanni Scodeller, Daniele Angioni, Giorgio Piras, Antonio Emanuele Cinà, Giorgio Fumera, Battista Biggio, Fabio Roli:
On the Robustness of Adversarial Training Against Uncertainty Attacks. CoRR abs/2410.21952 (2024) - [i60]Francesco Villani, Igor Maljkovic, Dario Lazzaro, Angelo Sotgiu, Antonio Emanuele Cinà, Fabio Roli:
Robust image classification with multi-modal large language models. CoRR abs/2412.10353 (2024) - [i59]Saskia Laura Schröer, Giovanni Apruzzese, Soheil Human, Pavel Laskov, Hyrum S. Anderson, Edward W. N. Bernroider, Aurore Fass, Ben Nassi, Vera Rimmer, Fabio Roli, Samer Salam, Ashley Shen, Ali Sunyaev, Tim Wadwha-Brown, Isabel Wagner, Gang Wang:
SoK: On the Offensive Potential of AI. CoRR abs/2412.18442 (2024) - 2023
- [j106]Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Sebastiano Vascon, Werner Zellinger, Bernhard Alois Moser, Alina Oprea, Battista Biggio, Marcello Pelillo, Fabio Roli:
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning. ACM Comput. Surv. 55(13s): 294:1-294:39 (2023) - [j105]Lei Li, Zongwei Li, Huijian Han, Lei Yang, Xiaoyi Feng, Fabio Roli, Zhaoqiang Xia:
Wooden spoon crack detection by prior knowledge-enriched deep convolutional network. Eng. Appl. Artif. Intell. 126: 106810 (2023) - [j104]Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Basil AsSadhan, Fabio Roli:
Attention-Based Adversarial Robust Distillation in Radio Signal Classifications for Low-Power IoT Devices. IEEE Internet Things J. 10(3): 2646-2657 (2023) - [j103]Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Maura Pintor, Battista Biggio, Fabio Roli:
Why adversarial reprogramming works, when it fails, and how to tell the difference. Inf. Sci. 632: 130-143 (2023) - [j102]Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli:
Stateful detection of adversarial reprogramming. Inf. Sci. 642: 119093 (2023) - [j101]Emanuele Ledda, Giorgio Fumera, Fabio Roli:
Dropout injection at test time for post hoc uncertainty quantification in neural networks. Inf. Sci. 645: 119356 (2023) - [j100]Yang Zheng, Luca Demetrio, Antonio Emanuele Cinà, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Battista Biggio, Fabio Roli:
Hardening RGB-D object recognition systems against adversarial patch attacks. Inf. Sci. 651: 119701 (2023) - [j99]Maura Pintor, Daniele Angioni, Angelo Sotgiu, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli:
ImageNet-Patch: A dataset for benchmarking machine learning robustness against adversarial patches. Pattern Recognit. 134: 109064 (2023) - [j98]Roberto Casula, Marco Micheletto, Giulia Orrù, Gian Luca Marcialis, Fabio Roli:
Towards realistic fingerprint presentation attacks: The ScreenSpoof method. Pattern Recognit. Lett. 171: 192-200 (2023) - [c190]Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli:
Adversarial Attacks Against Uncertainty Quantification. ICCV (Workshops) 2023: 4601-4610 - [c189]Emanuele Ledda, Rita Delussu, Lorenzo Putzu, Giorgio Fumera, Fabio Roli:
BLUES: Before-reLU-EStimates Bayesian Inference for Crowd Counting. ICIAP (2) 2023: 307-319 - [c188]Jie Gao, Sara Concas, Giulia Orrù, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli:
Generalized Deepfake Detection Algorithm Based on Inconsistency Between Inner and Outer Faces. ICIAP Workshops (1) 2023: 343-355 - [c187]Dario Lazzaro, Antonio Emanuele Cinà, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training. ICIAP (2) 2023: 515-526 - [c186]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 - [c185]Ambra Demontis, Maura Pintor, Luca Demetrio, Angelo Sotgiu, Daniele Angioni, Giorgio Piras, Srishti Gupta, Battista Biggio, Fabio Roli:
AI Security and Safety: The PRALab Research Experience. Ital-IA 2023: 324-328 - [c184]Emanuele Ledda, Lorenzo Putzu, Rita Delussu, Giorgio Fumera, Fabio Roli:
Trustworthy AI in Video Surveillance: The IMMAGINA Project. Ital-IA 2023: 371-376 - [c183]Maura Pintor, Giulia Orrù, Davide Maiorca, Ambra Demontis, Luca Demetrio, Gian Luca Marcialis, Battista Biggio, Fabio Roli:
Cybersecurity and AI: The PRALab Research Experience. Ital-IA 2023: 426-431 - [c182]Xinglong Chang, Katharina Dost, Kaiqi Zhao, Ambra Demontis, Fabio Roli, Gillian Dobbie, Jörg Wicker:
BAARD: Blocking Adversarial Examples by Testing for Applicability, Reliability and Decidability. PAKDD (1) 2023: 3-14 - [i58]Emanuele Ledda, Giorgio Fumera, Fabio Roli:
Dropout Injection at Test Time for Post Hoc Uncertainty Quantification in Neural Networks. CoRR abs/2302.02924 (2023) - [i57]Dario Lazzaro, Antonio Emanuele Cinà, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
Minimizing Energy Consumption of Deep Learning Models by Energy-Aware Training. CoRR abs/2307.00368 (2023) - [i56]Yang Zheng, Luca Demetrio, Antonio Emanuele Cinà, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Battista Biggio, Fabio Roli:
Hardening RGB-D Object Recognition Systems against Adversarial Patch Attacks. CoRR abs/2309.07106 (2023) - [i55]Emanuele Ledda, Daniele Angioni, Giorgio Piras, Giorgio Fumera, Battista Biggio, Fabio Roli:
Adversarial Attacks Against Uncertainty Quantification. CoRR abs/2309.10586 (2023) - [i54]Simone Maurizio La Cava, Giulia Orrù, Martin Drahanský, Gian Luca Marcialis, Fabio Roli:
3D Face Reconstruction: the Road to Forensics. CoRR abs/2309.11357 (2023) - [i53]Dmitrijs Trizna, Luca Demetrio, Battista Biggio, Fabio Roli:
Nebula: Self-Attention for Dynamic Malware Analysis. CoRR abs/2310.10664 (2023) - 2022
- [j97]Luca Demetrio, Battista Biggio, Fabio Roli:
Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware. IEEE Secur. Priv. 20(5): 77-85 (2022) - [j96]Andrea Panzino, Giulia Orrù, Gian Luca Marcialis, Fabio Roli:
EEG personal recognition based on 'qualified majority' over signal patches. IET Biom. 11(1): 63-78 (2022) - [j95]Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli:
Do gradient-based explanations tell anything about adversarial robustness to android malware? Int. J. Mach. Learn. Cybern. 13(1): 217-232 (2022) - [j94]Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli:
Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers. IEEE Trans. Pattern Anal. Mach. Intell. 44(12): 9944-9959 (2022) - [j93]Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Guisheng Liao, Ambra Demontis, Fabio Roli:
A Hybrid Training-Time and Run-Time Defense Against Adversarial Attacks in Modulation Classification. IEEE Wirel. Commun. Lett. 11(6): 1161-1165 (2022) - [c181]Sara Concas, Jie Gao, Carlo Cuccu, Giulia Orrù, Xiaoyi Feng, Gian Luca Marcialis, Giovanni Puglisi, Fabio Roli:
Experimental Results on Multi-modal Deepfake Detection. ICIAP (2) 2022: 164-175 - [c180]Emanuele Ledda, Lorenzo Putzu, Rita Delussu, Giorgio Fumera, Fabio Roli:
On the Evaluation of Video-Based Crowd Counting Models. ICIAP (3) 2022: 301-311 - [c179]Maura Pintor, Luca Demetrio, Angelo Sotgiu, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli:
Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples. NeurIPS 2022 - [i52]Maura Pintor, Daniele Angioni, Angelo Sotgiu, Luca Demetrio, Ambra Demontis, Battista Biggio, Fabio Roli:
ImageNet-Patch: A Dataset for Benchmarking Machine Learning Robustness against Adversarial Patches. CoRR abs/2203.04412 (2022) - [i51]Antonio Emanuele Cinà, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
Energy-Latency Attacks via Sponge Poisoning. CoRR abs/2203.08147 (2022) - [i50]Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
Machine Learning Security against Data Poisoning: Are We There Yet? CoRR abs/2204.05986 (2022) - [i49]Antonio Emanuele Cinà, Kathrin Grosse, Ambra Demontis, Sebastiano Vascon, Werner Zellinger, Bernhard Alois Moser, Alina Oprea, Battista Biggio, Marcello Pelillo, Fabio Roli:
Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning. CoRR abs/2205.01992 (2022) - [i48]Huang Xiao, Battista Biggio, Blaine Nelson, Han Xiao, Claudia Eckert, Fabio Roli:
Support Vector Machines under Adversarial Label Contamination. CoRR abs/2206.00352 (2022) - [i47]Luca Demetrio, Battista Biggio, Fabio Roli:
Practical Attacks on Machine Learning: A Case Study on Adversarial Windows Malware. CoRR abs/2207.05548 (2022) - [i46]Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Maura Pintor, Ambra Demontis, Battista Biggio, Fabio Roli:
Stateful Detection of Adversarial Reprogramming. CoRR abs/2211.02885 (2022) - [i45]Ambra Demontis, Maura Pintor, Luca Demetrio, Kathrin Grosse, Hsiao-Ying Lin, Chengfang Fang, Battista Biggio, Fabio Roli:
A Survey on Reinforcement Learning Security with Application to Autonomous Driving. CoRR abs/2212.06123 (2022) - 2021
- [j92]Paul Temple, Gilles Perrouin, Mathieu Acher, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli:
Empirical assessment of generating adversarial configurations for software product lines. Empir. Softw. Eng. 26(1): 6 (2021) - [j91]Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando:
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware. IEEE Trans. Inf. Forensics Secur. 16: 3469-3478 (2021) - [j90]Marco Micheletto, Gian Luca Marcialis, Giulia Orrù, Fabio Roli:
Fingerprint Recognition With Embedded Presentation Attacks Detection: Are We Ready? IEEE Trans. Inf. Forensics Secur. 16: 5338-5351 (2021) - [j89]Luca Demetrio, Scott E. Coull, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli:
Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection. ACM Trans. Priv. Secur. 24(4): 27:1-27:31 (2021) - [j88]Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Basil AsSadhan, Fabio Roli:
Countermeasures Against Adversarial Examples in Radio Signal Classification. IEEE Wirel. Commun. Lett. 10(8): 1830-1834 (2021) - [c178]Maura Pintor, Luca Demetrio, Giovanni Manca, Battista Biggio, Fabio Roli:
Slope: A First-order Approach for Measuring Gradient Obfuscation. ESANN 2021 - [c177]Lu Zhang, Sangarapillai Lambotharan, Gan Zheng, Fabio Roli:
A Neural Rejection System Against Universal Adversarial Perturbations in Radio Signal Classification. GLOBECOM 2021: 1-5 - [c176]Antonio Emanuele Cinà, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers? IJCNN 2021: 1-8 - [c175]Maura Pintor, Fabio Roli, Wieland Brendel, Battista Biggio:
Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints. NeurIPS 2021: 20052-20062 - [i44]Maura Pintor, Fabio Roli, Wieland Brendel, Battista Biggio:
Fast Minimum-norm Adversarial Attacks through Adaptive Norm Constraints. CoRR abs/2102.12827 (2021) - [i43]Antonio Emanuele Cinà, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
The Hammer and the Nut: Is Bilevel Optimization Really Needed to Poison Linear Classifiers? CoRR abs/2103.12399 (2021) - [i42]Luke Chang, Katharina Dost, Kaiqi Zhao, Ambra Demontis, Fabio Roli, Gill Dobbie, Jörg Wicker:
Intriguing Usage of Applicability Domain: Lessons from Cheminformatics Applied to Adversarial Learning. CoRR abs/2105.00495 (2021) - [i41]Antonio Emanuele Cinà, Kathrin Grosse, Sebastiano Vascon, Ambra Demontis, Battista Biggio, Fabio Roli, Marcello Pelillo:
Backdoor Learning Curves: Explaining Backdoor Poisoning Beyond Influence Functions. CoRR abs/2106.07214 (2021) - [i40]Maura Pintor, Luca Demetrio, Angelo Sotgiu, Giovanni Manca, Ambra Demontis, Nicholas Carlini, Battista Biggio, Fabio Roli:
Indicators of Attack Failure: Debugging and Improving Optimization of Adversarial Examples. CoRR abs/2106.09947 (2021) - [i39]Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Maura Pintor, Battista Biggio, Fabio Roli:
Why Adversarial Reprogramming Works, When It Fails, and How to Tell the Difference. CoRR abs/2108.11673 (2021) - [i38]Alessandro Betti, Marco Gori, Stefano Melacci, Marcello Pelillo, Fabio Roli:
Can machines learn to see without visual databases? CoRR abs/2110.05973 (2021) - [i37]Marco Micheletto, Gian Luca Marcialis, Giulia Orrù, Fabio Roli:
Fingerprint recognition with embedded presentation attacks detection: are we ready? CoRR abs/2110.10567 (2021) - 2020
- [j87]Davide Maiorca, Ambra Demontis, Battista Biggio, Fabio Roli, Giorgio Giacinto:
Adversarial Detection of Flash Malware: Limitations and Open Issues. Comput. Secur. 96: 101901 (2020) - [j86]Angelo Sotgiu, Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Xiaoyi Feng, Fabio Roli:
Deep neural rejection against adversarial examples. EURASIP J. Inf. Secur. 2020: 5 (2020) - [j85]Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Yupeng Ma, Fabio Roli, Xiaoyi Feng:
3D face mask presentation attack detection based on intrinsic image analysis. IET Biom. 9(3): 100-108 (2020) - [j84]Lei Li, Zhaoqiang Xia, Huijian Han, Guiqing He, Fabio Roli, Xiaoyi Feng:
Infrared and visible image fusion using a shallow CNN and structural similarity constraint. IET Image Process. 14(14): 3562-3571 (2020) - [j83]Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Fabio Roli, Xiaoyi Feng:
CompactNet: learning a compact space for face presentation attack detection. Neurocomputing 409: 191-207 (2020) - [j82]Giulia Orrù, Gian Luca Marcialis, Fabio Roli:
A novel classification-selection approach for the self updating of template-based face recognition systems. Pattern Recognit. 100: 107121 (2020) - [c174]Roberto Casula, Giulia Orrù, Daniele Angioni, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli:
Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors? ICPR 2020: 3412-3418 - [c173]Rita Delussu, Lorenzo Putzu, Giorgio Fumera, Fabio Roli:
Online Domain Adaptation for Person Re-Identification with a Human in the Loop. ICPR 2020: 3829-3836 - [c172]Giulia Orrù, Davide Ghiani, Maura Pintor, Gian Luca Marcialis, Fabio Roli:
Detecting Anomalies from Video-Sequences: a Novel Descriptor. ICPR 2020: 4642-4649 - [i36]Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando:
Efficient Black-box Optimization of Adversarial Windows Malware with Constrained Manipulations. CoRR abs/2003.13526 (2020) - [i35]Marco Melis, Michele Scalas, Ambra Demontis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli:
Do Gradient-based Explanations Tell Anything About Adversarial Robustness to Android Malware? CoRR abs/2005.01452 (2020) - [i34]Fei Zhang, Patrick P. K. Chan, Battista Biggio, Daniel S. Yeung, Fabio Roli:
Adversarial Feature Selection against Evasion Attacks. CoRR abs/2005.12154 (2020) - [i33]Stefano Melacci, Gabriele Ciravegna, Angelo Sotgiu, Ambra Demontis, Battista Biggio, Marco Gori, Fabio Roli:
Can Domain Knowledge Alleviate Adversarial Attacks in Multi-Label Classifiers? CoRR abs/2006.03833 (2020) - [i32]Roberto Casula, Giulia Orrù, Daniele Angioni, Xiaoyi Feng, Gian Luca Marcialis, Fabio Roli:
Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors? CoRR abs/2007.03397 (2020) - [i31]Luca Demetrio, Scott E. Coull, Battista Biggio, Giovanni Lagorio, Alessandro Armando, Fabio Roli:
Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection. CoRR abs/2008.07125 (2020) - [i30]Giulia Orrù, Davide Ghiani, Maura Pintor, Gian Luca Marcialis, Fabio Roli:
Detecting Anomalies from Video-Sequences: a Novel Descriptor. CoRR abs/2010.06407 (2020)
2010 – 2019
- 2019
- [j81]Alessandro Carcangiu, Lucio Davide Spano, Giorgio Fumera, Fabio Roli:
DEICTIC: A compositional and declarative gesture description based on hidden markov models. Int. J. Hum. Comput. Stud. 122: 113-132 (2019) - [j80]Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli:
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection. IEEE Trans. Dependable Secur. Comput. 16(4): 711-724 (2019) - [c171]Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando:
Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries. ITASEC 2019 - [c170]Paul Temple, Mathieu Acher, Gilles Perrouin, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli:
Towards quality assurance of software product lines with adversarial configurations. SPLC (A) 2019: 38:1-38:12 - [c169]Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli:
Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks. USENIX Security Symposium 2019: 321-338 - [p8]David Yambay, Luca Ghiani, Gian Luca Marcialis, Fabio Roli, Stephanie Schuckers:
Review of Fingerprint Presentation Attack Detection Competitions. Handbook of Biometric Anti-Spoofing, 2nd Ed. 2019: 109-131 - [i29]Luca Demetrio, Battista Biggio, Giovanni Lagorio, Fabio Roli, Alessandro Armando:
Explaining Vulnerabilities of Deep Learning to Adversarial Malware Binaries. CoRR abs/1901.03583 (2019) - [i28]Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Yupeng Ma, Fabio Roli, Xiaoyi Feng:
3D Face Mask Presentation Attack Detection Based on Intrinsic Image Analysis. CoRR abs/1903.11303 (2019) - [i27]Paul Temple, Mathieu Acher, Gilles Perrouin, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli:
Towards Quality Assurance of Software Product Lines with Adversarial Configurations. CoRR abs/1909.07283 (2019) - [i26]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) - [i25]Giulia Orrù, Gian Luca Marcialis, Fabio Roli:
A novel classification-selection approach for the self updating of template-based face recognition systems. CoRR abs/1911.12688 (2019) - 2018
- [j79]Giorgio Fumera, Fabio Roli:
Multi-stage ranking approach for fast person re-identification. IET Comput. Vis. 12(4): 513-519 (2018) - [j78]Battista Biggio, Fabio Roli:
Wild patterns: Ten years after the rise of adversarial machine learning. Pattern Recognit. 84: 317-331 (2018) - [c168]Battista Biggio, Fabio Roli:
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning. CCS 2018: 2154-2156 - [c167]Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli:
Explaining Black-box Android Malware Detection. EUSIPCO 2018: 524-528 - [c166]Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli:
Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables. EUSIPCO 2018: 533-537 - [c165]Giulia Orrù, Gian Luca Marcialis, Fabio Roli:
An experimental investigation on self adaptive facial recognition algorithms using a long time span data set. IPTA 2018: 1-6 - [i24]Marco Melis, Davide Maiorca, Battista Biggio, Giorgio Giacinto, Fabio Roli:
Explaining Black-box Android Malware Detection. CoRR abs/1803.03544 (2018) - [i23]Bojan Kolosnjaji, Ambra Demontis, Battista Biggio, Davide Maiorca, Giorgio Giacinto, Claudia Eckert, Fabio Roli:
Adversarial Malware Binaries: Evading Deep Learning for Malware Detection in Executables. CoRR abs/1803.04173 (2018) - [i22]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) - [i21]Paul Temple, Mathieu Acher, Battista Biggio, Jean-Marc Jézéquel, Fabio Roli:
Towards Adversarial Configurations for Software Product Lines. CoRR abs/1805.12021 (2018) - [i20]Ambra Demontis, Marco Melis, Maura Pintor, Matthew Jagielski, Battista Biggio, Alina Oprea, Cristina Nita-Rotaru, Fabio Roli:
On the Intriguing Connections of Regularization, Input Gradients and Transferability of Evasion and Poisoning Attacks. CoRR abs/1809.02861 (2018) - [i19]Lei Li, Zhaoqiang Xia, Abdenour Hadid, Xiaoyue Jiang, Fabio Roli, Xiaoyi Feng:
Face Presentation Attack Detection in Learned Color-liked Space. CoRR abs/1810.13170 (2018) - [i18]Battista Biggio, Ignazio Pillai, Samuel Rota Bulò, Davide Ariu, Marcello Pelillo, Fabio Roli:
Is Data Clustering in Adversarial Settings Secure? CoRR abs/1811.09982 (2018) - [i17]Battista Biggio, Konrad Rieck, Davide Ariu, Christian Wressnegger, Igino Corona, Giorgio Giacinto, Fabio Roli:
Poisoning Behavioral Malware Clustering. CoRR abs/1811.09985 (2018) - 2017
- [j77]Luca Ghiani, Abdenour Hadid, Gian Luca Marcialis, Fabio Roli:
Fingerprint liveness detection using local texture features. IET Biom. 6(3): 224-231 (2017) - [j76]Luca Ghiani, David A. Yambay, Valerio Mura, Gian Luca Marcialis, Fabio Roli, Stephanie Schuckers:
Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015. Image Vis. Comput. 58: 110-128 (2017) - [j75]Peng Tang, Jin Zhang, Xinggang Wang, Bin Feng, Fabio Roli, Wenyu Liu:
Learning extremely shared middle-level image representation for scene classification. Knowl. Inf. Syst. 52(2): 509-530 (2017) - [j74]Battista Biggio, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. IEEE Trans. Pattern Anal. Mach. Intell. 39(3): 561-575 (2017) - [j73]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
Designing multi-label classifiers that maximize F measures: State of the art. Pattern Recognit. 61: 394-404 (2017) - [j72]Enrica Santucci, Luca Didaci, Giorgio Fumera, Fabio Roli:
A parameter randomization approach for constructing classifier ensembles. Pattern Recognit. 69: 1-13 (2017) - [j71]Jianxin Wu, Xiang Bai, Marco Loog, Fabio Roli, Zhi-Hua Zhou:
Editorial of the Special Issue on Multi-instance Learning in Pattern Recognition and Vision. Pattern Recognit. 71: 444-445 (2017) - [j70]Samuel Rota Bulò, Battista Biggio, Ignazio Pillai, Marcello Pelillo, Fabio Roli:
Randomized Prediction Games for Adversarial Machine Learning. IEEE Trans. Neural Networks Learn. Syst. 28(11): 2466-2478 (2017) - [c164]Paolo Piredda, Davide Ariu, Battista Biggio, Igino Corona, Luca Piras, Giorgio Giacinto, Fabio Roli:
Deepsquatting: Learning-Based Typosquatting Detection at Deeper Domain Levels. AI*IA 2017: 347-358 - [c163]Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli:
Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization. AISec@CCS 2017: 27-38 - [c162]Igino Corona, Battista Biggio, Matteo Contini, Luca Piras, Roberto Corda, Mauro Mereu, Guido Mureddu, Davide Ariu, Fabio Roli:
DeltaPhish: Detecting Phishing Webpages in Compromised Websites. ESORICS (1) 2017: 370-388 - [c161]Luca Ghiani, Gian Luca Marcialis, Fabio Roli:
Fingerprint presentation attacks detection based on the user-specific effect. IJCB 2017: 352-358 - [c160]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. ICCV Workshops 2017: 751-759 - [c159]Alessandro Carcangiu, Lucio Davide Spano, Giorgio Fumera, Fabio Roli:
Gesture Modelling and Recognition by Integrating Declarative Models and Pattern Recognition Algorithms. ICIAP (1) 2017: 84-95 - [c158]Ambra Demontis, Battista Biggio, Giorgio Fumera, Giorgio Giacinto, Fabio Roli:
Infinity-Norm Support Vector Machines Against Adversarial Label Contamination. ITASEC 2017: 106-115 - [i16]Ambra Demontis, Marco Melis, Battista Biggio, Davide Maiorca, Daniel Arp, Konrad Rieck, Igino Corona, Giorgio Giacinto, Fabio Roli:
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection. CoRR abs/1704.08996 (2017) - [i15]Igino Corona, Battista Biggio, Matteo Contini, Luca Piras, Roberto Corda, Mauro Mereu, Guido Mureddu, Davide Ariu, Fabio Roli:
DeltaPhish: Detecting Phishing Webpages in Compromised Websites. CoRR abs/1707.00317 (2017) - [i14]Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli:
Evasion Attacks against Machine Learning at Test Time. CoRR abs/1708.06131 (2017) - [i13]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) - [i12]Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli:
Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization. CoRR abs/1708.08689 (2017) - [i11]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) - [i10]Battista Biggio, Giorgio Fumera, Fabio Roli:
Security Evaluation of Pattern Classifiers under Attack. CoRR abs/1709.00609 (2017) - [i9]Battista Biggio, Fabio Roli:
Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning. CoRR abs/1712.03141 (2017) - [i8]Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli:
Super-sparse Learning in Similarity Spaces. CoRR abs/1712.06131 (2017) - 2016
- [j69]Ambra Demontis, Marco Melis, Battista Biggio, Giorgio Fumera, Fabio Roli:
Super-Sparse Learning in Similarity Spaces. IEEE Comput. Intell. Mag. 11(4): 36-45 (2016) - [j68]M. Ali Akber Dewan, Eric Granger, Gian Luca Marcialis, Robert Sabourin, Fabio Roli:
Adaptive appearance model tracking for still-to-video face recognition. Pattern Recognit. 49: 129-151 (2016) - [j67]Federico Pala, Riccardo Satta, Giorgio Fumera, Fabio Roli:
Multimodal Person Reidentification Using RGB-D Cameras. IEEE Trans. Circuits Syst. Video Technol. 26(4): 788-799 (2016) - [j66]Fei Zhang, Patrick P. K. Chan, Battista Biggio, Daniel S. Yeung, Fabio Roli:
Adversarial Feature Selection Against Evasion Attacks. IEEE Trans. Cybern. 46(3): 766-777 (2016) - [c157]Paolo Russu, Ambra Demontis, Battista Biggio, Giorgio Fumera, Fabio Roli:
Secure Kernel Machines against Evasion Attacks. AISec@CCS 2016: 59-69 - [c156]Luca Ghiani, Gian Luca Marcialis, Fabio Roli, Pierluigi Tuveri:
User-specific effects in Fingerprint Presentation Attacks Detection: Insights for future research. ICB 2016: 1-6 - [c155]Fabio Roli:
Adversarial Pattern Recognition. ICPRAM 2016: 9 - [c154]Bahram Lavi, Giorgio Fumera, Fabio Roli:
A Multi-Stage Approach for Fast Person Re-identification. S+SSPR 2016: 63-73 - [c153]Ambra Demontis, Paolo Russu, Battista Biggio, Giorgio Fumera, Fabio Roli:
On Security and Sparsity of Linear Classifiers for Adversarial Settings. S+SSPR 2016: 322-332 - [i7]Samuel Rota Bulò, Battista Biggio, Ignazio Pillai, Marcello Pelillo, Fabio Roli:
Randomized Prediction Games for Adversarial Machine Learning. CoRR abs/1609.00804 (2016) - [i6]Battista Biggio, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems. CoRR abs/1609.01461 (2016) - [i5]Luca Ghiani, David A. Yambay, Valerio Mura, Gian Luca Marcialis, Fabio Roli, Stephanie A. C. Schuckers:
Review of the Fingerprint Liveness Detection (LivDet) competition series: 2009 to 2015. CoRR abs/1609.01648 (2016) - 2015
- [j65]Huang Xiao, Battista Biggio, Blaine Nelson, Han Xiao, Claudia Eckert, Fabio Roli:
Support vector machines under adversarial label contamination. Neurocomputing 160: 53-62 (2015) - [j64]Yu Guan, Chang-Tsun Li, Fabio Roli:
On Reducing the Effect of Covariate Factors in Gait Recognition: A Classifier Ensemble Method. IEEE Trans. Pattern Anal. Mach. Intell. 37(7): 1521-1528 (2015) - [j63]Song Bai, Xiang Bai, Wenyu Liu, Fabio Roli:
Neural shape codes for 3D model retrieval. Pattern Recognit. Lett. 65: 15-21 (2015) - [j62]Battista Biggio, Giorgio Fumera, Paolo Russu, Luca Didaci, Fabio Roli:
Adversarial Biometric Recognition : A review on biometric system security from the adversarial machine-learning perspective. IEEE Signal Process. Mag. 32(5): 31-41 (2015) - [j61]Wing W. Y. Ng, Junjie Hu, Daniel S. Yeung, Shaohua Yin, Fabio Roli:
Diversified Sensitivity-Based Undersampling for Imbalance Classification Problems. IEEE Trans. Cybern. 45(11): 2402-2412 (2015) - [c152]Jart Armin, Bryn Thompson, Davide Ariu, Giorgio Giacinto, Fabio Roli, Piotr Kijewski:
2020 Cybercrime Economic Costs: No Measure No Solution. ARES 2015: 701-710 - [c151]Davide Ariu, Luca Didaci, Giorgio Fumera, Enrico Frumento, Federica Freschi, Giorgio Giacinto, Fabio Roli:
Yet Another Cybersecurity Roadmapping Methodology. ARES 2015: 719-726 - [c150]Valerio Mura, Luca Ghiani, Gian Luca Marcialis, Fabio Roli, David A. Yambay, Stephanie A. C. Schuckers:
LivDet 2015 fingerprint liveness detection competition 2015. BTAS 2015: 1-6 - [c149]Igino Corona, Matteo Contini, Davide Ariu, Giorgio Giacinto, Fabio Roli, Michael Lund, Giorgio Marinelli:
PharmaGuard: Automatic identification of illegal search-indexed online pharmacies. CYBCONF 2015: 324-329 - [c148]Battista Biggio, Marco Melis, Giorgio Fumera, Fabio Roli:
Sparse support faces. ICB 2015: 208-213 - [c147]Marco Melis, Luca Piras, Battista Biggio, Giorgio Giacinto, Giorgio Fumera, Fabio Roli:
Fast Image Classification with Reduced Multiclass Support Vector Machines. ICIAP (2) 2015: 78-88 - [c146]Pierluigi Tuveri, Valerio Mura, Gian Luca Marcialis, Fabio Roli:
A Classification-Selection Approach for Self Updating of Face Verification Systems Under Stringent Storage and Computational Requirements. ICIAP (2) 2015: 540-550 - [c145]Ambra Demontis, Battista Biggio, Giorgio Fumera, Fabio Roli:
Super-Sparse Regression for Fast Age Estimation from Faces at Test Time. ICIAP (2) 2015: 551-562 - [c144]Huang Xiao, Battista Biggio, Gavin Brown, Giorgio Fumera, Claudia Eckert, Fabio Roli:
Is Feature Selection Secure against Training Data Poisoning? ICML 2015: 1689-1698 - [c143]Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Adaptive Classification for Person Re-identification Driven by Change Detection. ICPRAM (1) 2015: 45-55 - [c142]Battista Biggio, Igino Corona, Zhi-Min He, Patrick P. K. Chan, Giorgio Giacinto, Daniel S. Yeung, Fabio Roli:
One-and-a-Half-Class Multiple Classifier Systems for Secure Learning Against Evasion Attacks at Test Time. MCS 2015: 168-180 - [c141]Muhammad Atta Othman Ahmed, Luca Didaci, Giorgio Fumera, Fabio Roli:
An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles. MCS 2015: 206-219 - [c140]Francesco Marra, Giovanni Poggi, Fabio Roli, Carlo Sansone, Luisa Verdoliva:
Counter-forensics in machine learning based forgery detection. Media Watermarking, Security, and Forensics 2015: 94090L - [c139]M. Ali Akber Dewan, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Video Face Recognition From A Single Still Image Using an Adaptive Appearance Model Tracker. SSCI 2015: 196-202 - [e15]Friedhelm Schwenker, Fabio Roli, Josef Kittler:
Multiple Classifier Systems - 12th International Workshop, MCS 2015, Günzburg, Germany, June 29 - July 1, 2015, Proceedings. Lecture Notes in Computer Science 9132, Springer 2015, ISBN 978-3-319-20247-1 [contents] - [r2]Fabio Roli:
Multiple Classifier Systems. Encyclopedia of Biometrics 2015: 1142-1147 - [i4]Peter Kieseberg, Olga E. Segou, Fabio Roli:
CyberROAD: Developing a Roadmap for Research in Cybercrime and Cyberterrorism. ERCIM News 2015(102) (2015) - 2014
- [j60]Battista Biggio, Giorgio Fumera, Fabio Roli:
Pattern Recognition Systems under Attack: Design Issues and Research Challenges. Int. J. Pattern Recognit. Artif. Intell. 28(7) (2014) - [j59]Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Adaptive ensembles for face recognition in changing video surveillance environments. Inf. Sci. 286: 75-101 (2014) - [j58]Gian Luca Marcialis, Fabio Roli, Gianluca Fadda:
A novel method for head pose estimation based on the "Vitruvian Man". Int. J. Mach. Learn. Cybern. 5(1): 111-124 (2014) - [j57]Luca Didaci, Gian Luca Marcialis, Fabio Roli:
Analysis of unsupervised template update in biometric recognition systems. Pattern Recognit. Lett. 37: 151-160 (2014) - [j56]Battista Biggio, Giorgio Fumera, Fabio Roli:
Security Evaluation of PatternClassifiers under Attack. IEEE Trans. Knowl. Data Eng. 26(4): 984-996 (2014) - [c138]Christophe Pagano, Eric Granger, Robert Sabourin, Gian Luca Marcialis, Fabio Roli:
Dynamic Weighted Fusion of Adaptive Classifier Ensembles Based on Changing Data Streams. ANNPR 2014: 105-116 - [c137]Battista Biggio, Konrad Rieck, Davide Ariu, Christian Wressnegger, Igino Corona, Giorgio Giacinto, Fabio Roli:
Poisoning behavioral malware clustering. AISec@CCS 2014: 27-36 - [c136]Christophe Pagano, Eric Granger, Robert Sabourin, Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
Efficient adaptive face recognition systems based on capture conditions. CIBIM 2014: 60-67 - [c135]Francesco Marra, Fabio Roli, Davide Cozzolino, Carlo Sansone, Luisa Verdoliva:
Attacking the triangle test in sensor-based camera identification. ICIP 2014: 5307-5311 - [c134]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
Learning of Multilabel Classifiers. ICPR 2014: 3452-3456 - [c133]Battista Biggio, Samuel Rota Bulò, Ignazio Pillai, Michele Mura, Eyasu Zemene Mequanint, Marcello Pelillo, Fabio Roli:
Poisoning Complete-Linkage Hierarchical Clustering. S+SSPR 2014: 42-52 - [p7]Giorgio Fumera, Gian Luca Marcialis, Battista Biggio, Fabio Roli, Stephanie A. C. Schuckers:
Multimodal Anti-spoofing in Biometric Recognition Systems. Handbook of Biometric Anti-Spoofing 2014: 165-184 - [p6]Riccardo Satta, Federico Pala, Giorgio Fumera, Fabio Roli:
People Search with Textual Queries About Clothing Appearance Attributes. Person Re-Identification 2014: 371-389 - [i3]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
- [j55]Anthony D. Joseph, Pavel Laskov, Fabio Roli, J. Doug Tygar, Blaine Nelson:
Machine Learning Methods for Computer Security (Dagstuhl Perspectives Workshop 12371). Dagstuhl Manifestos 3(1): 1-30 (2013) - [j54]Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
A multi-modal dataset, protocol and tools for adaptive biometric systems: a benchmarking study. Int. J. Biom. 5(3/4): 266-287 (2013) - [j53]Igino Corona, Giorgio Giacinto, Fabio Roli:
Adversarial attacks against intrusion detection systems: Taxonomy, solutions and open issues. Inf. Sci. 239: 201-225 (2013) - [j52]Gian Luca Marcialis, Fabio Roli, Luca Didaci:
Multimodal fingerprint verification by score-level fusion: An experimental investigation. J. Intell. Fuzzy Syst. 24(1): 51-60 (2013) - [j51]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
Threshold optimisation for multi-label classifiers. Pattern Recognit. 46(7): 2055-2065 (2013) - [j50]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
Multi-label classification with a reject option. Pattern Recognit. 46(8): 2256-2266 (2013) - [j49]Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
Biometric system adaptation by self-update and graph-based techniques. J. Vis. Lang. Comput. 24(1): 1-9 (2013) - [c132]Luca Ghiani, Abdenour Hadid, Gian Luca Marcialis, Fabio Roli:
Fingerprint Liveness Detection using Binarized Statistical Image Features. BTAS 2013: 1-6 - [c131]Yu Guan, Xingjie Wei, Chang-Tsun Li, Gian Luca Marcialis, Fabio Roli, Massimo Tistarelli:
Combining gait and face for tackling the elapsed time challenges. BTAS 2013: 1-8 - [c130]Battista Biggio, Ignazio Pillai, Samuel Rota Bulò, Davide Ariu, Marcello Pelillo, Fabio Roli:
Is data clustering in adversarial settings secure? AISec 2013: 87-98 - [c129]Fabio Roli, Battista Biggio, Giorgio Fumera:
Pattern Recognition Systems under Attack. CIARP (1) 2013: 1-8 - [c128]Battista Biggio, Luca Didaci, Giorgio Fumera, Fabio Roli:
Poisoning attacks to compromise face templates. ICB 2013: 1-7 - [c127]Ivana Chingovska, J. Yang, Zhen Lei, Dong Yi, Stan Z. Li, Olga Kähm, Christian Glaser, Naser Damer, Arjan Kuijper, Alexander Nouak, Jukka Komulainen, Tiago Freitas Pereira, Shubham Gupta, Shubham Khandelwal, Shubham Bansal, Ayush K. Rai, Tarun Krishna, Dushyant Goyal, Muhammad-Adeel Waris, Honglei Zhang, Iftikhar Ahmad, Serkan Kiranyaz, Moncef Gabbouj, Roberto Tronci, Maurizio Pili, Nicola Sirena, Fabio Roli, Javier Galbally, Julian Fiérrez, Allan da Silva Pinto, Hélio Pedrini, W. S. Schwartz, Anderson Rocha, André Anjos, Sébastien Marcel:
The 2nd competition on counter measures to 2D face spoofing attacks. ICB 2013: 1-6 - [c126]Luca Ghiani, David Yambay, Valerio Mura, Simona Tocco, Gian Luca Marcialis, Fabio Roli, Stephanie Schuckers:
LivDet 2013 Fingerprint Liveness Detection Competition 2013. ICB 2013: 1-6 - [c125]M. Ali Akber Dewan, Eric Granger, Fabio Roli, Robert Sabourin, Gian Luca Marcialis:
A comparison of adaptive appearance methods for tracking faces in video surveillance. ICDP 2013: 1-7 - [c124]Gianluca Fadda, Gian Luca Marcialis, Fabio Roli, Luca Ghiani:
Exploiting the Golden Ratio on Human Faces for Head-Pose Estimation. ICIAP (1) 2013: 280-289 - [c123]Gian Luca Marcialis, Luca Didaci, Fabio Roli:
Estimating the Serial Combination's Performance from That of Individual Base Classifiers. ICIAP (1) 2013: 622-631 - [c122]Luca Didaci, Giorgio Fumera, Fabio Roli:
Diversity in Classifier Ensembles: Fertile Concept or Dead End? MCS 2013: 37-48 - [c121]Battista Biggio, Igino Corona, Davide Maiorca, Blaine Nelson, Nedim Srndic, Pavel Laskov, Giorgio Giacinto, Fabio Roli:
Evasion Attacks against Machine Learning at Test Time. ECML/PKDD (3) 2013: 387-402 - [c120]Riccardo Satta, Federico Pala, Giorgio Fumera, Fabio Roli:
Real-time Appearance-based Person Re-identification Over Multiple KinectTM Cameras. VISAPP (2) 2013: 407-410 - [e14]Zhi-Hua Zhou, Fabio Roli, Josef Kittler:
Multiple Classifier Systems, 11th International Workshop, MCS 2013, Nanjing, China, May 15-17, 2013. Proceedings. Lecture Notes in Computer Science 7872, Springer 2013, ISBN 978-3-642-38066-2 [contents] - 2012
- [j48]Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Security evaluation of biometric authentication systems under real spoofing attacks. IET Biom. 1(1): 11-24 (2012) - [j47]Norman Poh, Ajita Rattani, Fabio Roli:
Critical analysis of adaptive biometric systems. IET Biom. 1(4): 179-187 (2012) - [j46]Gian Luca Marcialis, Pietro Coli, Fabio Roli:
Fingerprint Liveness Detection Based on Fake Finger Characteristics. Int. J. Digit. Crime Forensics 4(3): 1-19 (2012) - [j45]Riccardo Satta, Giorgio Fumera, Fabio Roli:
Fast person re-identification based on dissimilarity representations. Pattern Recognit. Lett. 33(14): 1838-1848 (2012) - [c119]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Evaluation of serial and parallel multibiometric systems under spoofing attacks. BTAS 2012: 283-288 - [c118]Battista Biggio, Giorgio Fumera, Fabio Roli:
Learning sparse kernel machines with biometric similarity functions for identity recognition. BTAS 2012: 325-330 - [c117]Riccardo Satta, Giorgio Fumera, Fabio Roli:
A General Method for Appearance-Based People Search Based on Textual Queries. ECCV Workshops (1) 2012: 453-461 - [c116]David Yambay, Luca Ghiani, Paolo Denti, Gian Luca Marcialis, Fabio Roli, Stephanie A. C. Schuckers:
LivDet 2011 - Fingerprint liveness detection competition 2011. ICB 2012: 208-215 - [c115]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Evaluation of multimodal biometric score fusion rules under spoof attacks. ICB 2012: 402-407 - [c114]Luca Ghiani, Gian Luca Marcialis, Fabio Roli:
Fingerprint liveness detection by local phase quantization. ICPR 2012: 537-540 - [c113]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
F-measure optimisation in multi-label classifiers. ICPR 2012: 2424-2427 - [c112]Ajita Rattani, Gian Luca Marcialis, Eric Granger, Fabio Roli:
A dual-staged classification-selection approach for automated update of biometric templates. ICPR 2012: 2972-2975 - [c111]Gian Luca Marcialis, Luca Didaci, Alessandro Pisano, Eric Granger, Fabio Roli:
Why template self-update should work in biometric authentication systems? ISSPA 2012: 1086-1091 - [c110]Luca Didaci, Fabio Roli:
A Bayesian analysis of co-training algorithm with insufficient views. ISSPA 2012: 1108-1112 - [c109]Riccardo Satta, Giorgio Fumera, Fabio Roli:
Appearance-based people recognition by local dissimilarity representations. MM&Sec 2012: 151-156 - [c108]Luca Ghiani, Gian Luca Marcialis, Fabio Roli:
Experimental results on the feature-level fusion of multiple fingerprint liveness detection algorithms. MM&Sec 2012: 157-164 - [c107]Battista Biggio, Giorgio Fumera, Fabio Roli, Luca Didaci:
Poisoning Adaptive Biometric Systems. SSPR/SPR 2012: 417-425 - [c106]Gian Luca Marcialis, Luca Ghiani, Katja Vetter, Dirk Morgeneier, Fabio Roli:
Large Scale Experiments on Fingerprint Liveness Detection. SSPR/SPR 2012: 501-509 - [c105]Luca Didaci, Giorgio Fumera, Fabio Roli:
Analysis of Co-training Algorithm with Very Small Training Sets. SSPR/SPR 2012: 719-726 - [i2]Anthony D. Joseph, Pavel Laskov, Fabio Roli, J. Doug Tygar, Blaine Nelson:
Machine Learning Methods for Computer Security (Dagstuhl Perspectives Workshop 12371). Dagstuhl Reports 2(9): 109-130 (2012) - 2011
- [j44]Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli:
A survey and experimental evaluation of image spam filtering techniques. Pattern Recognit. Lett. 32(10): 1436-1446 (2011) - [c104]Massimiliano Dibitonto, Antonio Buonaiuto, Gian Luca Marcialis, Daniele Muntoni, Carlo Maria Medaglia, Fabio Roli:
Fusion of Radio and Video Localization for People Tracking. AmI 2011: 258-263 - [c103]Davide Ariu, Giorgio Giacinto, Fabio Roli:
Machine learning in computer forensics (and the lessons learned from machine learning in computer security). AISec 2011: 99-104 - [c102]Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
Self adaptive systems: An experimental analysis of the performance over time. CIBIM 2011: 36-43 - [c101]Battista Biggio, Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Robustness of multi-modal biometric verification systems under realistic spoofing attacks. IJCB 2011: 1-6 - [c100]Murali Mohan Chakka, André Anjos, Sébastien Marcel, Roberto Tronci, Daniele Muntoni, Gianluca Fadda, Maurizio Pili, Nicola Sirena, Gabriele Murgia, Marco Ristori, Fabio Roli, Junjie Yan, Dong Yi, Zhen Lei, Zhiwei Zhang, Stan Z. Li, William Robson Schwartz, Anderson Rocha, Hélio Pedrini, Javier Lorenzo-Navarro, Modesto Castrillón Santana, Jukka Määttä, Abdenour Hadid, Matti Pietikäinen:
Competition on counter measures to 2-D facial spoofing attacks. IJCB 2011: 1-6 - [c99]Roberto Tronci, Daniele Muntoni, Gianluca Fadda, Maurizio Pili, Nicola Sirena, Gabriele Murgia, Marco Ristori, Sardegna Ricerche, Fabio Roli:
Fusion of multiple clues for photo-attack detection in face recognition systems. IJCB 2011: 1-6 - [c98]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 - [c97]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
A Classification Approach with a Reject Option for Multi-label Problems. ICIAP (1) 2011: 98-107 - [c96]Ignazio Pillai, Riccardo Satta, Giorgio Fumera, Fabio Roli:
Exploiting Depth Information for Indoor-Outdoor Scene Classification. ICIAP (2) 2011: 130-139 - [c95]Riccardo Satta, Giorgio Fumera, Fabio Roli, Marco Cristani, Vittorio Murino:
A Multiple Component Matching Framework for Person Re-identification. ICIAP (2) 2011: 140-149 - [c94]Zahid Akhtar, Giorgio Fumera, Gian Luca Marcialis, Fabio Roli:
Robustness Evaluation of Biometric Systems under Spoof Attacks. ICIAP (1) 2011: 159-168 - [c93]Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
Temporal Analysis of Biometric Template Update Procedures in Uncontrolled Environment. ICIAP (1) 2011: 595-604 - [c92]Ignazio Pillai, Giorgio Fumera, Fabio Roli:
Classifier Selection Approaches for Multi-label Problems. MCS 2011: 167-176 - [c91]Battista Biggio, Igino Corona, Giorgio Fumera, Giorgio Giacinto, Fabio Roli:
Bagging Classifiers for Fighting Poisoning Attacks in Adversarial Classification Tasks. MCS 2011: 350-359 - [c90]Riccardo Satta, Giorgio Fumera, Fabio Roli:
Exploiting Dissimilarity Representations for Person Re-identification. SIMBAD 2011: 275-289 - [c89]Battista Biggio, Giorgio Fumera, Fabio Roli:
Design of robust classifiers for adversarial environments. SMC 2011: 977-982 - [e13]Carlo Sansone, Josef Kittler, Fabio Roli:
Multiple Classifier Systems - 10th International Workshop, MCS 2011, Naples, Italy, June 15-17, 2011. Proceedings. Lecture Notes in Computer Science 6713, Springer 2011, ISBN 978-3-642-21556-8 [contents] - [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
- [j43]Battista Biggio, Giorgio Fumera, Fabio Roli:
Multiple classifier systems for robust classifier design in adversarial environments. Int. J. Mach. Learn. Cybern. 1(1-4): 27-41 (2010) - [c88]Carlo Lobrano, Roberto Tronci, Giorgio Giacinto, Fabio Roli:
A Score Decidability Index for Dynamic Score Combination. ICPR 2010: 69-72 - [c87]Gian Luca Marcialis, Fabio Roli, Alessandra Tidu:
Analysis of Fingerprint Pores for Vitality Detection. ICPR 2010: 1289-1292 - [c86]Battista Biggio, Giorgio Fumera, Fabio Roli:
Multiple Classifier Systems under Attack. MCS 2010: 74-83 - [c85]Carlo Lobrano, Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Dynamic Linear Combination of Two-Class Classifiers. SSPR/SPR 2010: 473-482 - [p5]Gian Luca Marcialis, Fabio Roli, Pietro Coli, Giovanni Delogu:
A Fingerprint Forensic Tool for Criminal Investigations. Handbook of Research on Computational Forensics, Digital Crime, and Investigation 2010: 23-52 - [e12]Neamat El Gayar, Josef Kittler, Fabio Roli:
Multiple Classifier Systems, 9th International Workshop, MCS 2010, Cairo, Egypt, April 7-9, 2010. Proceedings. Lecture Notes in Computer Science 5997, Springer 2010, ISBN 978-3-642-12126-5 [contents]
2000 – 2009
- 2009
- [j42]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Designing multiple biometric systems: Measures of ensemble effectiveness. Eng. Appl. Artif. Intell. 22(1): 66-78 (2009) - [j41]Giorgio Giacinto, Fabio Roli, Carlo Sansone:
Information fusion in computer security. Inf. Fusion 10(4): 272-273 (2009) - [j40]Igino Corona, Giorgio Giacinto, Claudio Mazzariello, Fabio Roli, Carlo Sansone:
Information fusion for computer security: State of the art and open issues. Inf. Fusion 10(4): 274-284 (2009) - [j39]Gian Luca Marcialis, Fabio Roli, Luca Didaci:
Personal identity verification by serial fusion of fingerprint and face matchers. Pattern Recognit. 42(11): 2807-2817 (2009) - [j38]Gian Luca Marcialis, Fabio Roli, Daniele Muntoni:
Group-specific face verification using soft biometrics. J. Vis. Lang. Comput. 20(2): 101-109 (2009) - [c84]Norman Poh, Rita Wong, Josef Kittler, Fabio Roli:
Challenges and Research Directions for Adaptive Biometric Recognition Systems. ICB 2009: 753-764 - [c83]Luca Didaci, Gian Luca Marcialis, Fabio Roli:
Modelling FRR of Biometric Verification Systems Using the Template Co-update Algorithm. ICB 2009: 765-774 - [c82]Ajita Rattani, Biagio Freni, Gian Luca Marcialis, Fabio Roli:
Template Update Methods in Adaptive Biometric Systems: A Critical Review. ICB 2009: 847-856 - [c81]Gian Luca Marcialis, Aaron Lewicke, Bozhao Tan, Pietro Coli, Dominic Grimberg, Alberto Congiu, Alessandra Tidu, Fabio Roli, Stephanie A. C. Schuckers:
First International Fingerprint Liveness Detection Competition - LivDet 2009. ICIAP 2009: 12-23 - [c80]Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
An Experimental Analysis of the Relationship between Biometric Template Update and the Doddington's Zoo: A Case Study in Face Verification. ICIAP 2009: 434-442 - [c79]Battista Biggio, Giorgio Fumera, Fabio Roli:
Multiple Classifier Systems for Adversarial Classification Tasks. MCS 2009: 132-141 - [c78]Luca Didaci, Gian Luca Marcialis, Fabio Roli:
Semi-supervised Co-update of Multiple Matchers. MCS 2009: 152-160 - [c77]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method. MLDM 2009: 163-177 - [p4]Battista Biggio, Giorgio Fumera, Fabio Roli:
Evade Hard Multiple Classifier Systems. Applications of Supervised and Unsupervised Ensemble Methods 2009: 15-38 - [p3]Battista Biggio, Giorgio Fumera, Fabio Roli:
Bayesian Linear Combination of Neural Networks. Innovations in Neural Information Paradigms and Applications 2009: 201-230 - [e11]Jón Atli Benediktsson, Josef Kittler, Fabio Roli:
Multiple Classifier Systems, 8th International Workshop, MCS 2009, Reykjavik, Iceland, June 10-12, 2009. Proceedings. Lecture Notes in Computer Science 5519, Springer 2009, ISBN 978-3-642-02325-5 [contents] - [r1]Fabio Roli:
Multiple Classifier Systems. Encyclopedia of Biometrics 2009: 981-986 - 2008
- [j37]Pietro Coli, Gian Luca Marcialis, Fabio Roli:
Fingerprint silicon Replicas: Static and Dynamic Features for Vitality Detection Using an Optical Capture Device. Int. J. Image Graph. 8(4): 495-512 (2008) - [j36]Giorgio Giacinto, Roberto Perdisci, Mauro Del Rio, Fabio Roli:
Intrusion detection in computer networks by a modular ensemble of one-class classifiers. Inf. Fusion 9(1): 69-82 (2008) - [j35]Fernando Alonso-Fernandez, Fabio Roli, Gian Luca Marcialis, Julian Fiérrez, Javier Ortega-Garcia, Joaquin Gonzalez-Rodriguez:
Performance of fingerprint quality measures depending on sensor technology. J. Electronic Imaging 17(1): 011008 (2008) - [j34]Giorgio Fumera, Fabio Roli, Alessandra Serrau:
A Theoretical Analysis of Bagging as a Linear Combination of Classifiers. IEEE Trans. Pattern Anal. Mach. Intell. 30(7): 1293-1299 (2008) - [c76]Biagio Freni, Gian Luca Marcialis, Fabio Roli:
Online and Offline Fingerprint Template Update Using Minutiae: An Experimental Comparison. AMDO 2008: 441-448 - [c75]Giorgio Fumera, Fabio Roli, Battista Biggio, Ignazio Pillai:
Improving Image Spam Filtering Using Image Text Features. CEAS 2008 - [c74]Ajita Rattani, Gian Luca Marcialis, Fabio Roli:
Capturing large intra-class variations of biometric data by template co-updating. CVPR Workshops 2008: 1-6 - [c73]Biagio Freni, Gian Luca Marcialis, Fabio Roli:
Replacement Algorithms for Fingerprint Template Update. ICIAR 2008: 884-893 - [c72]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Dynamic score combination of binary experts. ICPR 2008: 1-4 - [c71]Battista Biggio, Giorgio Fumera, Fabio Roli:
Adversarial Pattern Classification Using Multiple Classifiers and Randomisation. SSPR/SPR 2008: 500-509 - [c70]Gian Luca Marcialis, Ajita Rattani, Fabio Roli:
Biometric Template Update: An Experimental Investigation on the Relationship between Update Errors and Performance Degradation in Face Verification. SSPR/SPR 2008: 684-693 - [c69]Biagio Freni, Gian Luca Marcialis, Fabio Roli:
Template Selection by Editing Algorithms: A Case Study in Face Recognition. SSPR/SPR 2008: 745-754 - [c68]Luca Didaci, Gian Luca Marcialis, Fabio Roli:
A Theoretical and Experimental Analysis of Template Co-update in Biometric Verification Systems. SSPR/SPR 2008: 765-774 - [c67]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Combination of Experts by Classifiers in Similarity Score Spaces. SSPR/SPR 2008: 821-830 - [p2]Giorgio Giacinto, Fabio Roli:
Instance-Based Relevance Feedback in Image Retrieval Using Dissimilarity Spaces. Case-Based Reasoning on Images and Signals 2008: 419-436 - [e10]Niels da Vitoria Lobo, Takis Kasparis, Fabio Roli, James Tin-Yau Kwok, Michael Georgiopoulos, Georgios C. Anagnostopoulos, Marco Loog:
Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshop, SSPR & SPR 2008, Orlando, USA, December 4-6, 2008. Proceedings. Lecture Notes in Computer Science 5342, Springer 2008, ISBN 978-3-540-89688-3 [contents] - 2007
- [c66]Pietro Coli, Gian Luca Marcialis, Fabio Roli:
Power spectrum-based fingerprint vitality detection. AutoID 2007: 169-173 - [c65]Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli:
Image Spam Filtering by Content Obscuring Detection. CEAS 2007 - [c64]Pietro Coli, Gian Luca Marcialis, Fabio Roli:
Vitality Detection from Fingerprint Images: A Critical Survey. ICB 2007: 722-731 - [c63]Fabio Roli, Luca Didaci, Gian Luca Marcialis:
Template Co-update in Multimodal Biometric Systems. ICB 2007: 1194-1202 - [c62]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Dynamic Score Selection for Fusion of Multiple Biometric Matchers. ICIAP 2007: 15-22 - [c61]Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli:
Image Spam Filtering Using Visual Information. ICIAP 2007: 105-110 - [c60]Gian Luca Marcialis, Fabio Roli:
Score-level fusion of fingerprint and face matchers for personal verification under "stress" conditions. ICIAP 2007: 259-264 - [c59]Gian Luca Marcialis, Fabio Roli:
Serial Fusion of Fingerprint and Face Matchers. MCS 2007: 151-160 - [c58]Battista Biggio, Giorgio Fumera, Fabio Roli:
Bayesian Analysis of Linear Combiners. MCS 2007: 292-301 - [c57]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Index Driven Combination of Multiple Biometric Experts for AUC Maximisation. MCS 2007: 357-366 - [c56]Manuela Zanda, Gavin Brown, Giorgio Fumera, Fabio Roli:
Ensemble Learning in Linearly Combined Classifiers Via Negative Correlation. MCS 2007: 440-449 - [c55]Roberto Tronci, Giorgio Giacinto, Fabio Roli:
Selection of Experts for the Design of Multiple Biometric Systems. MLDM 2007: 795-809 - [p1]Gian Luca Marcialis, Fabio Roli, Alessandra Serrau:
Graph-Based and Structural Methods for Fingerprint Classification. Applied Graph Theory in Computer Vision and Pattern Recognition 2007: 205-226 - [e9]Michal Haindl, Josef Kittler, Fabio Roli:
Multiple Classifier Systems, 7th International Workshop, MCS 2007, Prague, Czech Republic, May 23-25, 2007, Proceedings. Lecture Notes in Computer Science 4472, Springer 2007, ISBN 978-3-540-72481-0 [contents] - 2006
- [j33]Roberto Perdisci, Giorgio Giacinto, Fabio Roli:
Alarm clustering for intrusion detection systems in computer networks. Eng. Appl. Artif. Intell. 19(4): 429-438 (2006) - [j32]Gian Luca Marcialis, Fabio Roli:
Decision-level Fusion of Pca and Lda-based Face Recognition Algorithms. Int. J. Image Graph. 6(2): 293-311 (2006) - [j31]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) - [c54]Luca Didaci, Fabio Roli:
Using Co-training and Self-training in Semi-supervised Multiple Classifier Systems. SSPR/SPR 2006: 522-530 - [c53]Fabio Roli, Gian Luca Marcialis:
Semi-supervised PCA-Based Face Recognition Using Self-training. SSPR/SPR 2006: 560-568 - [c52]Pietro Coli, Gian Luca Marcialis, Fabio Roli:
Analysis and Selection of Features for the Fingerprint Vitality Detection. SSPR/SPR 2006: 907-915 - [e8]Dit-Yan Yeung, James T. Kwok, Ana L. N. Fred, Fabio Roli, Dick de Ridder:
Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshops, SSPR 2006 and SPR 2006, Hong Kong, China, August 17-19, 2006, Proceedings. Lecture Notes in Computer Science 4109, Springer 2006, ISBN 3-540-37236-9 [contents] - 2005
- [j30]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) - [j29]Luca Didaci, Giorgio Giacinto, Fabio Roli, Gian Luca Marcialis:
A study on the performances of dynamic classifier selection based on local accuracy estimation. Pattern Recognit. 38(11): 2188-2191 (2005) - [j28]Gian Luca Marcialis, Fabio Roli:
Fusion of multiple fingerprint matchers by single-layer perceptron with class-separation loss function. Pattern Recognit. Lett. 26(12): 1830-1839 (2005) - [c51]Alessandra Serrau, Gian Luca Marcialis, Horst Bunke, Fabio Roli:
An Experimental Comparison of Fingerprint Classification Methods Using Graphs. GbRPR 2005: 281-290 - [c50]Giorgio Giacinto, Roberto Perdisci, Fabio Roli:
Network Intrusion Detection by Combining One-Class Classifiers. ICIAP 2005: 58-65 - [c49]Giorgio Giacinto, Fabio Roli, Roberto Tronci:
Score Selection Techniques for Fingerprint Multi-modal Biometric Authentication. ICIAP 2005: 1018-1025 - [c48]Fabio Roli:
Semi-supervised Multiple Classifier Systems: Background and Research Directions. Multiple Classifier Systems 2005: 1-11 - [c47]Giorgio Fumera, Fabio Roli, Alessandra Serrau:
Dynamics of Variance Reduction in Bagging and Other Techniques Based on Randomisation. Multiple Classifier Systems 2005: 316-325 - [c46]Giorgio Giacinto, Roberto Perdisci, Fabio Roli:
Alarm Clustering for Intrusion Detection Systems in Computer Networks. MLDM 2005: 184-193 - [e7]Fabio Roli, Sergio Vitulano:
Image Analysis and Processing - ICIAP 2005, 13th International Conference, Cagliari, Italy, September 6-8, 2005, Proceedings. Lecture Notes in Computer Science 3617, Springer 2005, ISBN 3-540-28869-4 [contents] - [e6]Nikunj C. Oza, Robi Polikar, Josef Kittler, Fabio Roli:
Multiple Classifier Systems, 6th International Workshop, MCS 2005, Seaside, CA, USA, June 13-15, 2005, Proceedings. Lecture Notes in Computer Science 3541, Springer 2005, ISBN 3-540-26306-3 [contents] - 2004
- [j27]Fabio Roli, Josef Kittler:
Editorial. Int. J. Pattern Recognit. Artif. Intell. 18(5): 747-748 (2004) - [j26]Fabio Roli:
Statistical and neural classifiers: an integrated approach to design (Advances in Pattern Recognition Series). By S.Raudys. Pattern Anal. Appl. 7(1): 114-115 (2004) - [j25]Gian Luca Marcialis, Fabio Roli:
Fusion of appearance-based face recognition algorithms. Pattern Anal. Appl. 7(2): 151-163 (2004) - [j24]Giorgio Fumera, Fabio Roli:
Analysis of error-reject trade-off in linearly combined multiple classifiers. Pattern Recognit. 37(6): 1245-1265 (2004) - [j23]Giorgio Giacinto, Fabio Roli:
Bayesian relevance feedback for content-based image retrieval. Pattern Recognit. 37(7): 1499-1508 (2004) - [j22]Gian Luca Marcialis, Fabio Roli:
Fingerprint verification by fusion of optical and capacitive sensors. Pattern Recognit. Lett. 25(11): 1315-1322 (2004) - [c45]Gian Luca Marcialis, Fabio Roli:
Fingerprint Verification by Decision-Level Fusion of Optical and Capacitive Sensors. ECCV Workshop BioAW 2004: 307-317 - [c44]Giorgio Giacinto, Fabio Roli:
Nearest-Prototype Relevance Feedback for Content Based Image Retrieval. ICPR (2) 2004: 989-992 - [c43]Gian Luca Marcialis, Fabio Roli:
High Security Fingerprint Verification by Perceptron-Based Fusion of Multiple Matchers. Multiple Classifier Systems 2004: 364-373 - [c42]Giorgio Giacinto, Fabio Roli:
Instance-Based Relevance Feedback for Image Retrieval. NIPS 2004: 489-496 - [c41]Giorgio Fumera, Ignazio Pillai, Fabio Roli:
A Two-Stage Classifier with Reject Option for Text Categorisation. SSPR/SPR 2004: 771-779 - [e5]Fabio Roli, Josef Kittler, Terry Windeatt:
Multiple Classifier Systems, 5th International Workshop, MCS 2004, Cagliari, Italy, June 9-11, 2004, Proceedings. Lecture Notes in Computer Science 3077, Springer 2004, ISBN 3-540-22144-1 [contents] - 2003
- [j21]Yuan Yao, Gian Luca Marcialis, Massimiliano Pontil, Paolo Frasconi, Fabio Roli:
Combining flat and structured representations for fingerprint classification with recursive neural networks and support vector machines. Pattern Recognit. 36(2): 397-406 (2003) - [j20]Giorgio Giacinto, Fabio Roli, Luca Didaci:
Fusion of multiple classifiers for intrusion detection in computer networks. Pattern Recognit. Lett. 24(12): 1795-1803 (2003) - [c40]Gian Luca Marcialis, Fabio Roli, Alessandra Serrau:
Fusion of Statistical and Structural Fingerprint Classifiers. AVBPA 2003: 310-317 - [c39]Gian Luca Marcialis, Fabio Roli:
Experimental Results on Fusion of Multiple Fingerprint Matchers. AVBPA 2003: 814-820 - [c38]Giorgio Fumera, Ignazio Pillai, Fabio Roli:
Classification with reject option in text categorisation systems. ICIAP 2003: 582-587 - [c37]Sarunas Raudys, Fabio Roli:
The Behavior Knowledge Space Fusion Method: Analysis of Generalization Error and Strategies for Performance Improvement. Multiple Classifier Systems 2003: 55-64 - [c36]Giorgio Fumera, Fabio Roli:
Linear Combiners for Classifier Fusion: Some Theoretical and Experimental Results. Multiple Classifier Systems 2003: 74-83 - [c35]Giorgio Giacinto, Fabio Roli, Luca Didaci:
A Modular Multiple Classifier System for the Detection of Intrusions in Computer Networks. Multiple Classifier Systems 2003: 346-355 - [c34]Giorgio Giacinto, Fabio Roli:
Dissimilarity Representation of Images for Relevance Feedback in Content-Based Image Retrieval. MLDM 2003: 202-214 - [e4]Terry Windeatt, Fabio Roli:
Multiple Classifier Systems, 4th International Workshop, MCS 2003, Guilford, UK, June 11-13, 2003, Proceedings. Lecture Notes in Computer Science 2709, Springer 2003, ISBN 3-540-40369-8 [contents] - 2002
- [j19]Giuliano Armano, Andrea Murru, Fabio Roli:
Stock Market Prediction by a Mixture of Genetic-Neural Experts. Int. J. Pattern Recognit. Artif. Intell. 16(5): 501-526 (2002) - [j18]Fabio Roli, Josef Kittler:
Fusion of multiple classifiers. Inf. Fusion 3(4): 243 (2002) - [j17]Robert P. W. Duin, Fabio Roli, Dick de Ridder:
A note on core research issues for statistical pattern recognition. Pattern Recognit. Lett. 23(4): 493-499 (2002) - [c33]Gian Luca Marcialis, Fabio Roli:
Fusion of LDA and PCA for Face Verification. Biometric Authentication 2002: 30-38 - [c32]Josef Kittler, Marco Ballette, Jacek Czyz, Fabio Roli, Luc Vandendorpe:
Enhancing the performance of personal identity authentication systems by fusion of face verification experts. ICME (2) 2002: 581-584 - [c31]Fabio Roli, Giorgio Fumera, Gianni Vernazza:
Analysis of Error-Reject Trade-off in Linearly Combined Classifiers. ICPR (2) 2002: 120-125 - [c30]Giorgio Giacinto, Fabio Roli:
Intrusion Detection in Computer Networks by Multiple Classifier Systems. ICPR (2) 2002: 390-393 - [c29]Fabio Roli, Sarunas Raudys, Gian Luca Marcialis:
An Experimental Comparison of Fixed and Trained Fusion Rules for Crisp Classifier Outputs. Multiple Classifier Systems 2002: 232-241 - [c28]Fabio Roli, Giorgio Fumera:
Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers. Multiple Classifier Systems 2002: 252-261 - [c27]Josef Kittler, Marco Ballette, Jacek Czyz, Fabio Roli, Luc Vandendorpe:
Decision Level Fusion of Intramodal Personal Identity Verification Experts. Multiple Classifier Systems 2002: 314-324 - [c26]Fabio Roli, Josef Kittler, Giorgio Fumera, Daniele Muntoni:
An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems. Multiple Classifier Systems 2002: 325-336 - [c25]Giorgio Fumera, Fabio Roli:
Performance Analysis and Comparison of Linear Combiners for Classifier Fusion. SSPR/SPR 2002: 424-432 - [c24]Giorgio Giacinto, Fabio Roli:
Query Shifting Based on Bayesian Decision Theory for Content-Based Image Retrieval. SSPR/SPR 2002: 607-616 - [c23]Giorgio Fumera, Fabio Roli:
Support Vector Machines with Embedded Reject Option. SVM 2002: 68-82 - [e3]Fabio Roli, Josef Kittler:
Multiple Classifier Systems, Third International Workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002, Proceedings. Lecture Notes in Computer Science 2364, Springer 2002, ISBN 3-540-43818-1 [contents] - 2001
- [j16]Giorgio Giacinto, Fabio Roli:
Design of effective neural network ensembles for image classification purposes. Image Vis. Comput. 19(9-10): 699-707 (2001) - [j15]Giorgio Giacinto, Fabio Roli:
Dynamic classifier selection based on multiple classifier behaviour. Pattern Recognit. 34(9): 1879-1881 (2001) - [j14]Giorgio Giacinto, Fabio Roli:
An approach to the automatic design of multiple classifier systems. Pattern Recognit. Lett. 22(1): 25-33 (2001) - [c22]Yuan Yao, Gian Luca Marcialis, Massimiliano Pontil, Paolo Frasconi, Fabio Roli:
A New Machine Learning Approach to Fingerprint Classification. AI*IA 2001: 57-63 - [c21]Gian Luca Marcialis, Fabio Roli, Paolo Frasconi:
Fingerprint Classification by Combination of Flat and Structural Approaches. AVBPA 2001: 241-246 - [c20]Giorgio Fumera, Fabio Roli, Gianni Vernazza:
A Method for Error Rejection in Multiple Classifier Systems. ICIAP 2001: 454-458 - [c19]Fabio Roli, Giorgio Giacinto, Gianni Vernazza:
Methods for Designing Multiple Classifier Systems. Multiple Classifier Systems 2001: 78-87 - [c18]Giorgio Fumera, Fabio Roli:
Error Rejection in Linearly Combined Multiple Classifiers. Multiple Classifier Systems 2001: 329-338 - [c17]Ludmila I. Kuncheva, Fabio Roli, Gian Luca Marcialis, Catherine A. Shipp:
Complexity of Data Subsets Generated by the Random Subspace Method: An Experimental Investigation. Multiple Classifier Systems 2001: 349-358 - [c16]Giorgio Giacinto, Fabio Roli, Giorgio Fumera:
Adaptive Query Shifting for Content-Based Image Retrieval. MLDM 2001: 337-346 - [e2]Josef Kittler, Fabio Roli:
Multiple Classifier Systems, Second International Workshop, MCS 2001 Cambridge, UK, July 2-4, 2001, Proceedings. Lecture Notes in Computer Science 2096, Springer 2001, ISBN 3-540-42284-6 [contents] - 2000
- [j13]Giorgio Fumera, Fabio Roli, Giorgio Giacinto:
Reject option with multiple thresholds. Pattern Recognit. 33(12): 2099-2101 (2000) - [j12]Giorgio Giacinto, Fabio Roli, Lorenzo Bruzzone:
Combination of neural and statistical algorithms for supervised classification of remote-sensing image. Pattern Recognit. Lett. 21(5): 385-397 (2000) - [c15]Giorgio Giacinto, Fabio Roli:
A Theoretical Framework for Dynamic Classifier Selection. ICPR 2000: 2008-2011 - [c14]Giorgio Giacinto, Fabio Roli, Giorgio Fumera:
Design of Effective Multiple Classifier Systems by Clustering of Classifiers. ICPR 2000: 2160-2163 - [c13]Giorgio Giacinto, Fabio Roli, Giorgio Fumera:
Unsupervised Learning of Neural Network Ensembles for Image Classification. IJCNN (3) 2000: 155-162 - [c12]Giorgio Giacinto, Fabio Roli:
Dynamic Classifier Selection. Multiple Classifier Systems 2000: 177-189 - [c11]Giorgio Giacinto, Fabio Roli, Giorgio Fumera:
Selection of Classifiers Based on Multiple Classifier Behaviour. SSPR/SPR 2000: 87-93 - [c10]Giorgio Fumera, Fabio Roli, Giorgio Giacinto:
Multiple Reject Thresholds for Improving Classification Reliability. SSPR/SPR 2000: 863-871 - [e1]Josef Kittler, Fabio Roli:
Multiple Classifier Systems, First International Workshop, MCS 2000, Cagliari, Italy, June 21-23, 2000, Proceedings. Lecture Notes in Computer Science 1857, Springer 2000, ISBN 3-540-67704-6 [contents]
1990 – 1999
- 1999
- [c9]Giorgio Giacinto, Fabio Roli:
Methods for Dynamic Classifier Selection. ICIAP 1999: 659-664 - [c8]Giorgio Giacinto, Fabio Roli:
Automatic Design of Multiple Classifier Systems by Unsupervised Learning. MLDM 1999: 131-143 - 1998
- [j11]Adam Józwik, Sebastiano B. Serpico, Fabio Roli:
A parallel network of modified 1-NN and k-NN classifiers - Application to remote-sensing image classification. Pattern Recognit. Lett. 19(1): 57-62 (1998) - [j10]Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico:
Structured neural networks for signal classification. Signal Process. 64(3): 271-290 (1998) - 1997
- [j9]Giorgio Giacinto, R. Paolucci, Fabio Roli:
Application of neural networks and statistical pattern recognition algorithms to earthquake risk evaluation. Pattern Recognit. Lett. 18(11-13): 1353-1362 (1997) - [c7]Giorgio Giacinto, Fabio Roli:
Adaptive Selection of Image Classifiers. ICIAP (1) 1997: 38-45 - [c6]Jim Austin, Giorgio Giacinto, I. Kanellopoulos, Ken Lees, Fabio Roli, Gianni Vernazza, G. Wilkinson:
The COMPARES Project: COnnectionist Methods for Preprocessing and Analysis of REmote Sensing Data. ICIAP (2) 1997: 765-772 - 1996
- [j8]Fabio Roli:
Multisensor Image Recognition by Neural Networks with Understandable Behavior. Int. J. Pattern Recognit. Artif. Intell. 10(8): 887-917 (1996) - [j7]Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
A hybrid system for two-dimensional image recognition. Proc. IEEE 84(11): 1659-1681 (1996) - [j6]Sebastiano B. Serpico, Lorenzo Bruzzone, Fabio Roli:
An experimental comparison of neural and statistical non-parametric algorithms for supervised classification of remote-sensing images. Pattern Recognit. Lett. 17(13): 1331-1341 (1996) - [c5]Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone, Gianni Vernazza:
Classification of multispectral remote-sensing images by neural networks. EUSIPCO 1996: 1-4 - [c4]Fabio Roli, Sebastiano B. Serpico, Lorenzo Bruzzone:
Classification of multisensor remote-sensing images by multiple structured neural networks. ICPR 1996: 180-184 - 1995
- [j5]Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
Image Recognition by Integration of Connectionist and Symbolic Approaches. Int. J. Pattern Recognit. Artif. Intell. 9(3): 485-515 (1995) - [j4]Sebastiano B. Serpico, Fabio Roli:
Classification of multisensor remote-sensing images by structured neural networks. IEEE Trans. Geosci. Remote. Sens. 33(3): 562-578 (1995) - [j3]Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico:
An extension of the Jeffreys-Matusita distance to multiclass cases for feature selection. IEEE Trans. Geosci. Remote. Sens. 33(6): 1318-1321 (1995) - [c3]Lorenzo Bruzzone, Fabio Roli, Sebastiano B. Serpico:
Crack Detection by a Measure of Texture Anisotropy. ICIAP 1995: 743-747 - 1994
- [j2]Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
Intelligent control of signal processing algorithms in communications. IEEE J. Sel. Areas Commun. 12(9): 1553-1565 (1994) - [j1]Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
Supervised Learning of Descriptions for Image Recognition Purposes. IEEE Trans. Pattern Anal. Mach. Intell. 16(1): 92-98 (1994) - 1992
- [c2]R. Re, Fabio Roli, Sebastiano B. Serpico, Gianni Vernazza:
A technique for defining the architecture and weights of a neural image classifier. ICASSP 1992: 401-404 - [c1]O. Fichera, Paolo Pellegretti, Fabio Roli, Sebastiano B. Serpico:
Automatic acquisition of visual models for image recognition. ICPR (1) 1992: 95-98
Coauthor Index
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