Publications

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Journal Article
A. Sotgiu, Demontis, A., Melis, M., Biggio, B., Fumera, G., Feng, X., and Roli, F., “Deep Neural Rejection against Adversarial Examples”, EURASIP Journal on Information Security, vol. 5, 2020.
G. Fumera and Roli, F., “Analysis of error-reject trade-off in linearly combined multiple classifiers”, Pattern Recognition, vol. 37, pp. 1245-1265, 2004.
B. Biggio, Fumera, G., Russu, P., Didaci, L., and Roli, F., “Adversarial Biometric Recognition: A Review on Biometric System Security from the Adversarial Machine Learning Perspective”, IEEE Signal Processing Magazine, vol. 32, no. 5, pp. 31-41, 2015. (751.08 KB)
Conference Paper
D. Ariu, Didaci, L., Fumera, G., Frumento, E., Freschi, F., and Giacinto, G., “Yet Another Cybersecurity Roadmapping Methodology”, in First International Workshop on Future Scenarios for Cybercrime and Cyber-terrorism, co-located with the 10th International Conference on Availability, Reliability and Security (ARES), 2015. (1.34 MB)
G. Giacinto, Roli, F., and Fumera, G., “Unsupervised Learning of Neural Network Ensembles for Image Classification”, in IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN 2000), Como, Italy, 2000, vol. III, pp. 155-159.
G. Fumera, Pillai, I., and Roli, F., “A Two-Stage Classifier with Reject Option for Text Categorisation”, in 5th Int. Workshop on Statistical Techniques in Pattern Recognition (SPR 2004), Lisbon, Portugal, 2004, vol. 3138, pp. 771-779. (151.61 KB)
J. - M. Xu, Fumera, G., Roli, F., and Zhou, Z. - H., “Training SpamAssassin with Active Semi-supervised Learning”, in 6th Conference on Email and Anti-Spam (CEAS 2009), Mountain View, CA, USA, 2009.
G. Fumera and Roli, F., “Support Vector Machines with Embedded Reject Option”, in Int. Workshop on Pattern Recognition with Support Vector Machines (SVM2002), Niagara Falls, Canada, 2002, pp. 68-82.
F. Roli and Fumera, G., “Support vector machines for remote-sensing image classification”, in Image and Signal Processing for Remote Sensing VI, 2001, vol. 4170, pp. 160-166.
A. Demontis, Biggio, B., Fumera, G., and Roli, F., “Super-Sparse Regression for Fast Age Estimation From Faces at Test Time”, in 18th Int'l Conf. on Image Analysis and Processing (ICIAP), Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 551-562. (678.7 KB)
B. Biggio, Melis, M., Fumera, G., and Roli, F., “Sparse Support Faces”, in Int'l Conf. on Biometrics (ICB), 2015, pp. 208-213. (702.84 KB)
G. Giacinto, Roli, F., and Fumera, G., “Selection of classifiers based on multiple classifier behaviour”, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 87-93.
A. Demontis, Russu, P., Biggio, B., Fumera, G., and Roli, F., “On Security and Sparsity of Linear Classifiers for Adversarial Settings”, in Joint IAPR Int'l Workshop on Structural, Syntactic, and Statistical Pattern Recognition, Merida, Mexico, 2016, vol. 10029 of LNCS, pp. 322-332. (425.68 KB)
P. Russu, Demontis, A., Biggio, B., Fumera, G., and Roli, F., “Secure Kernel Machines against Evasion Attacks”, in 9th ACM Workshop on Artificial Intelligence and Security, Vienna, Austria, 2016, pp. 59-69. (686.41 KB)
B. Biggio, Akhtar, Z., Fumera, G., Marcialis, G. L., and Roli, F., “Robustness of multi-modal biometric verification systems under realistic spoofing attacks”, in Int’l Joint Conference on Biometrics (IJCB), Washington DC, USA, 2011. (2.25 MB)
Z. Akhtar, Biggio, B., Fumera, G., and Marcialis, G. L., “Robustness of Multi-modal Biometric Systems under Realistic Spoof Attacks against All Traits”, in IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BioMS), Milan, Italy, 2011, pp. 5-10. (954 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., “Robustness Evaluation of Biometric Systems under Spoof Attacks”, in 16th Int’l Conference on Image Analysis and Processing (ICIAP), Ravenna, Italy, 2011, pp. 159-168. (220.73 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., “Robustness analysis of likelihood ratio score fusion rule for multi-modal biometric systems under spoof attacks”, in 45th IEEE Int’l Carnahan Conference on Security Technology (ICCST) , Barcelona, Spain, 2011, pp. 237-244. (812.36 KB)
R. Satta, Pala, F., Fumera, G., and Roli, F., “Real-time Appearance-based Person Re-identification over Multiple KinectTM Cameras”, in 8th International Conference on Computer Vision Theory and Applications (VISAPP 2013), Barcelona, Spain, 2013. (974.71 KB)
B. Biggio, Didaci, L., Fumera, G., and Roli, F., “Poisoning attacks to compromise face templates”, in 6th IAPR Int'l Conf. on Biometrics (ICB), Madrid, Spain, 2013. (844.61 KB)
B. Biggio, Fumera, G., Roli, F., and Didaci, L., “Poisoning adaptive biometric systems”, in 9th Int'l Workshop on Statistical Techniques in Pattern Recognition (SPR 2012), 2012, vol. 7626, pp. 417-425. (637.79 KB)
G. Fumera and Roli, F., “Performance Analysis and Comparison of Linear Combiners for Classifier Fusion”, in Structural, Syntactic, and Statistical Pattern Recognition, Joint IAPR International Workshops SSPR 2002 and SPR 2002, 2002, vol. 2396, pp. 424-432.
F. Roli, Biggio, B., and Fumera, G., “Pattern Recognition Systems Under Attack”, in Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, Proc. of the 18th Iberoamerican Congress on Pattern Recognition (CIARP 2013), LNCS, Havana, Cuba, 2013, vol. 8258, pp. 1-8. (314.35 KB)
G. Fumera, Roli, F., and Giacinto, G., “Multiple Reject Thresholds for Improving Classification Reliability”, in Joint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2000), Alicante, Spain, 2000, vol. 1876, pp. 863-871.
R. Satta, Fumera, G., Roli, F., Cristani, M., and Murino, V., “A Multiple Component Matching Framework for Person Re-Identification”, in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (519.85 KB)

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