Publications

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2014
G. Fumera, Marcialis, G. L., Biggio, B., Roli, F., and Schuckers, S. C., “Multimodal Anti-Spoofing in Biometric Recognition Systems”, in Handbook of Biometric Anti-Spoofing, S. Marcel, Nixon, M., and Li, S. Z. Springer, 2014, pp. 165-184. (155.83 KB)
B. Biggio, Fumera, G., and Roli, F., “Pattern Recognition Systems under Attack: Design Issues and Research Challenges”, Int'l J. Patt. Recogn. Artif. Intell., vol. 28, no. 7, p. 1460002, 2014. (1.41 MB)
R. Satta, Pala, F., Fumera, G., and Roli, F., “People search with textual queries about clothing appearance attributes”, in Person Re‐Identification, Advances in Computer Vision and Pattern Recognition, S. Gong, Cristani, M., Yan, S., and Loy, C. Change Springer, 2014. (1.07 MB)
B. Biggio, Fumera, G., and Roli, F., “Security evaluation of pattern classifiers under attack”, IEEE Transactions on Knowledge and Data Engineering, vol. 26, no. 4, pp. 984-996, 2014. (1.35 MB)
B. Biggio, Corona, I., Nelson, B., Rubinstein, B. I. P., Maiorca, D., Fumera, G., Giacinto, G., and Roli, F., “Security Evaluation of Support Vector Machines in Adversarial Environments”, in Support Vector Machines Applications, Y. Ma and Guo, G. Springer International Publishing, 2014, pp. 105-153. (687.1 KB)
2013
L. Didaci, Fumera, G., and Roli, F., “Diversity in classifier ensembles: fertile concept or dead end?”, in 11th Int. Workshop on Multiple Classifier Systems, Nanjing, China, 2013, vol. 7872. (241.27 KB) (163.54 KB)
I. Pillai, Fumera, G., and Roli, F., “Multi-label classification with a reject option”, Pattern Recognition, vol. 46, no. 8, 2013. (280.71 KB)
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)
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)
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)
I. Pillai, Fumera, G., and Roli, F., “Threshold optimisation for multi-label classifiers”, Pattern Recognition, vol. 46, no. 7, 2013. (445.97 KB)
2012
L. Didaci, Fumera, G., and Roli, F., “Analysis of Co-training Algorithm with Very Small Training Sets”, in Structural, Syntactic, and Statistical Pattern Recognition, 2012, vol. 7626, pp. 719-726.
R. Satta, Fumera, G., and Roli, F., “Appearance-based People Recognition by Local Dissimilarity Representations”, in 14th ACM Workshop on Multimedia and Security, Coventry, United Kingdom, 2012. (441.39 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., “Evaluation of Multimodal Biometric Score Fusion Rules under Spoof Attacks”, in 5th IAPR Int’l Conference on Biometrics (ICB), New Delhi, India, 2012, pp. 402-407. (612.37 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., and Roli, F., “Evaluation of serial and parallel multibiometric systems under spoofing attacks”, in 5th IEEE Int'l Conference on Biometrics: Theory, Applications and Systems (BTAS), Washington DC, USA, 2012, vol. . (573.02 KB)
R. Satta, Fumera, G., and Roli, F., “Fast Appearance-based Person Re-identification and Retrieval Using Dissimilarity Representations”, in Convegno Gruppo Italiano Ricercatori in Pattern Recognition (GIRPR), 2012. (945.6 KB)
R. Satta, Fumera, G., and Roli, F., “Fast Person Re-Identification Based on Dissimilarity Representations”, Pattern Recognition Letters, Special Issue on Novel Pattern Recognition-Based Methods for Reidentification in Biometric Context, vol. 33, pp. 1838-1848, 2012. (976.57 KB)
I. Pillai, Fumera, G., and Roli, F., “F-Measure Optimisation in Multi-label Classifiers”, in 21st International Conference on Pattern Recognition, Tsukuba, Japan, 2012. (295.91 KB)
R. Satta, Fumera, G., and Roli, F., “A General Method for Appearance-based People Search Based on Textual Queries”, in First International ECCV Workshop on Re-Identification (ReID 2012), Florence, Italy, 2012. (434.27 KB)
B. Biggio, Fumera, G., and Roli, F., “Learning Sparse Kernel Machines with Biometric Similarity Functions for Identity Recognition”, in IEEE 5th International Conference on Biometrics: Theory, Applications and Systems (BTAS 2012), Washington DC (USA), 2012, pp. 325 -330. (336.11 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)
B. Biggio, Akhtar, Z., Fumera, G., Marcialis, G. L., and Roli, F., “Security evaluation of biometric authentication systems under real spoofing attacks”, IET Biometrics, vol. 1, no. 1, pp. 11-24, 2012. (3.21 MB)
B. Biggio, Fumera, G., Marcialis, G. L., and Roli, F., “Security of pattern recognition systems in adversarial environments”. 2012. (235.41 KB)
2011
B. Biggio, Corona, I., Fumera, G., Giacinto, G., and Roli, F., “Bagging classifiers for fighting poisoning attacks in adversarial classification tasks”, in Multiple Classifier Systems (MCS 2011), 2011, vol. 6713, pp. 350-359. (231.43 KB)
I. Pillai, Fumera, G., and Roli, F., “A Classification Approach with a Reject Option for Multi-label Problems”, in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (279.96 KB)

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