Publications

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L. Muñoz-González, Biggio, B., Demontis, A., Paudice, A., Wongrassamee, V., Lupu, E. C., and Roli, F., Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization, in 10th ACM Workshop on Artificial Intelligence and Security, 2017, pp. 27-38.
A. Montali, Giacinto, G., Migliaccio, M., and Gambardella, A., Supervised Pattern Classification Techniques for Oil Spill Classification in SAR Images: Preliminary Results, in SEASAR2006 Workshop, ESA-ESRIN, Frascati, Italy, 2006, pp. 23-26.
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., and Roli, F., Fast Image Classification with Reduced Multiclass Support Vector Machines, in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 78-88. (829.37 KB)
M. Melis, Demontis, A., Biggio, B., Brown, G., Fumera, G., and Roli, F., Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid, in ICCV 2017 Workshop on Vision in Practice on Autonomous Robots (ViPAR), Venice, Italy, 2017, vol. 2017 IEEE International Conference on Computer Vision Workshops (ICCVW), pp. 751-759. (3.16 MB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., and Roli, F., Explaining Black-box Android Malware Detection, in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pp. 524-528. (431.78 KB)
M. Mauri, Mulas, A., and Ariu, D., The Dark Side of Open Data, 2nd International Workshop on Knowledge Discovery on the WEB (KDWEB). Cagliari, 2016. (124.62 KB) (1.33 MB)
G. L. Marcialis, Roli, F., and Loddo, P., Fusion of Multiple Matchers for Fingerprint Verification, in 8th Congress of Italian Association for Artificial Intelligence, Siena (Italy), 2002.
G. L. Marcialis, Rattani, A., and Roli, F., Biometric template update: an experimental investigation on the relationship between update errors and performance degradation in face verification, in Joint IAPR Int. Workshop on Structural and Syntactical Pattern Recognition and Statistical Techniques in Pattern Recognition S+SSPR08, Orlando (Florida, USA), 2008.
G. L. Marcialis, Mastinu, P., and Roli, F., Serial fusion of multi-modal biometric systems, in Biometric Measurements and Systems for Security and Medical Applications (BIOMS), 2010 IEEE Workshop on, Taranto (Italy), 2010.
G. L. Marcialis and Roli, F., Fingerprint verification by decision-level fusion of optical and capacitive sensors, in International Workshop on Biometric Authentication (BioAW04), Prague (Czech Republic), 2004, vol. 3087, pp. 307-317.
G. L. Marcialis and Roli, F., Perceptron-based fusion of multiple fingerprint matchers, in First International Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR03), Firenze (Italy), 2003, pp. 92-99.
G. L. Marcialis, Lewicke, A., Tan, B., Coli, P., Congiu, A., Tidu, A., Roli, F., and Schuckers, S., First International Fingerprint Liveness Detection Competition, in 14th International Conference on Image Analysis and Processing, Vietri sul Mare (Italy), 2009.
G. L. Marcialis, Ghiani, L., Vetter, K., Morgeneier, D., and Roli, F., Large Scale Experiments on Fingerprint Liveness Detection, in Joint IAPR Int. Work. on Structural and Statistical Pattern Recognition (SPR & SSPR 2012), Hiroshima (Japan), 2012. (452.46 KB)
G. L. Marcialis and Roli, F., Fusion of PCA and LDA for Face Verification, in Post-ECCV Workshop on Biometric Authentication (BIOMET02), Copenhagen (Denmark), 2002, vol. 2359, pp. 30-37.
G. L. Marcialis, Roli, F., and Serrau, A., Graph-Based and Structural Methods for Fingerprint Classification, in Applied Graph Theory in Computer Vision and Pattern Recognition, A. Kandel, Bunke, H., and Last, M. Springer, 2007, pp. 205-226.
G. L. Marcialis, Roli, F., and Didaci, L., Multimodal fingerprint verification by score-level fusion: an experimental investigation, Journal of Intelligent and Fuzzy Systems, vol. 24, 2013.
G. L. Marcialis, Roli, F., and Muntoni, D., Group-specific face verification using soft biometrics, Journal of Visual Languages and Computing, vol. 20, pp. 101-109, 2009.
G. L. Marcialis and Roli, F., Decision-level fusion of PCA and LDA-based face recognition algorithms, International Journal of Image and Graphics, vol. 6, pp. 293-311, 2006.
G. L. Marcialis, Roli, F., and Fadda, G., A Novel Method for Head Pose Estimation based on the ``Vitruvian Man'', International Journal of Machine Learning and Cybernetics, vol. 5, no. 1, 2014. (1.06 MB)
G. L. Marcialis, Roli, F., Coli, P., and Delogu, G., A Fingerprint Forensic Tool for Criminal Investigations, in Handbook of Research on Computational Forensics, Digital Crime and Investigation: Methods and Solutions, C. - T. Li IGI Press, 2010, pp. 23-52.
G. L. Marcialis, Roli, F., and Schuckers, S., Liveness Detection Competition 2009, Biometric Technology Today, vol. 17, no. 3, 2009.
G. L. Marcialis, Didaci, L., Pisano, A., Granger, E., and Roli, F., Why template self-update should work in biometric authentication systems?, in Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on, Montreal, QC, 2012.
G. L. Marcialis and Roli, F., Serial fusion of fingerprint and face matchers, in 7th Int. Workshop on Multiple Classifiers Systems MCS07, Prague (Czech Republic), 2007, vol. 4472.
G. L. Marcialis and Roli, F., Fusion of multiple fingerprint matchers by single-layer perceptron with class-separation loss function, Pattern Recognition Letters, vol. 26, pp. 1830-1839, 2005.
G. L. Marcialis, Roli, F., Andronico, P., Multineddu, P., Coli, P., and Delogu, G., Video Biometric Surveillance and Forensic Image Analysis, in First Workshop on Video Surveillance projects in Italy (VISIT 2008), Modena (Italy), 2008.

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