Publications

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Conference Paper
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, Nelson, B., and Laskov, P., Poisoning attacks against support vector machines, in 29th Int'l Conf. on Machine Learning (ICML), 2012, pp. 1807–1814. (452.94 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)
R. Satta and Stirparo, P., Picture-to-Identity linking of social network accounts based on Sensor Pattern Noise, in 5th International Conference on Imaging for Crime Detection and Prevention (ICDP 2013), London, United Kingdom, 2013. (348.28 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.
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.
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)
D. Maiorca, Giacinto, G., and Corona, I., A Pattern Recognition System for Malicious PDF Files Detection, in MLDM - International Conference on Machine Learning and Data Mining, Berlin, 2012, vol. 7376, pp. 510-524. (1.74 MB)
L. Piras, Giacinto, G., and Paredes, R., Passive-Aggressive Online Learning for Relevance Feedback in Content Based Image Retrieval, in 2nd International Conference on Pattern Recognition Applications and Methods (ICPRAM), Barcelona, Spain, 2013. (138.32 KB)
A. Gilbert, Piras, L., Wang, J., Yan, F., Ramisa, A., Dellandrea, E., Gaizauskas, R., Villegas, M., and Mikolajczyk, K., Overview of the ImageCLEF 2016 Scalable Concept Image Annotation Task, in CLEF2016, 2016. (2.47 MB)
A. Gilbert, Piras, L., Wang, J., Yan, F., Dellandrea, E., Gaizauskas, R., Villegas, M., and Mikolajczyk, K., Overview of the ImageCLEF 2015 Scalable Image Annotation, Localization and Sentence Generation task, in CLEF2015 Working Notes, Toulouse, France, 2015. (515.88 KB) (581 bytes)
D. - T. Dang-Nguyen, Piras, L., Riegler, M., Zhou, L., Lux, M., and Gurrin, C., Overview of ImageCLEFlifelog 2018: Daily Living Understanding and Lifelog Moment Retrieval, in Working Notes of {CLEF} 2018 - Conference and Labs of the Evaluation Forum, Avignon, France, September 10-14, 2018., 2018. (2.01 MB)
D. - T. Dang-Nguyen, Piras, L., Riegler, M., Boato, G., Zhou, L., and Gurrin, C., Overview of ImageCLEFlifelog 2017: Lifelog Retrieval and Summarization, in CLEF2017 Working Notes, Dublin, Ireland, 2017, vol. 1866. (1.7 MB)
B. Ionescu, Müller, H., Villegas, M., de Herrera, A. García Se, Eickhoff, C., Andrearczyk, V., Cid, Y. Dicente, Liauchuk, V., Kovalev, V., Hasan, S. A., Ling, Y., Farri, O., Liu, J., Lungren, M., Dang-Nguyen, D. - T., Piras, L., Riegler, M., Zhou, L., Lux, M., and Gurrin, C., Overview of ImageCLEF 2018: Challenges, Datasets and Evaluation, in Experimental {IR} Meets Multilinguality, Multimodality, and Interaction - 9th International Conference of the {CLEF} Association, {CLEF} 2018, Avignon, France, September 10-14, 2018, Proceedings, 2018, pp. 309–334.
B. Ionescu, Müller, H., Villegas, M., Arenas, H., Boato, G., Dang-Nguyen, D. - T., Cid, Y. Dicente, Eickhoff, C., de Herrera, A. García Se, Gurrin, C., Islam, B., Kovalev, V., Liauchuk, V., Mothe, J., Piras, L., Riegler, M., and Schwall, I., Overview of ImageCLEF 2017: Information extraction from images, in CLEF 2017 Proceedings, Dublin, Ireland, 2017, pp. 315-337.
L. Zhou, Piras, L., Rieger, M., Boato, G., Dang-Nguyen, D. - T., and Gurrin, C., Organizer Team at ImageCLEFlifelog 2017: Baseline Approaches for Lifelog Retrieval and Summarization, in CLEF working notes, CEUR, Dublin, 2017, vol. 1866. (220.99 KB)
L. Piras and Giacinto, G., Open issues on codebook generation in Image Classification tasks, in 10th International Conference Machine Learning and Data Mining (MLDM), St. Petersburg, Russia, 2014, pp. 328-342. (229.92 KB)
B. Freni, Marcialis, G. L., and Roli, F., Online and offline fingerprint template update using minutiae: an experimental comparison, in 5th International Workshop on Automated Motion and Deformable Objects (AMDO 2008), Andratx (Mallorca, Spain), 2008, vol. 5098, pp. 441-448.
B. Biggio, Corona, I., He, Z. - M., Chan, P. P. K., Giacinto, G., Yeung, D. S., and Roli, F., One-and-a-half-class Multiple Classifier Systems for Secure Learning against Evasion Attacks at Test Time, in Int'l Workshop on Multiple Classifier Systems (MCS), 2015, vol. 9132, pp. 168-180. (467.23 KB)
M. Ahmadi, Ulyanov, D., Semenov, S., Trofimov, M., and Giacinto, G., Novel Feature Extraction, Selection and Fusion for Effective Malware Family Classification, in Proceedings of the Sixth ACM on Conference on Data and Application Security and Privacy, 2016, pp. 183–194. (6.49 MB)
Y. Yao, Marcialis, G. L., Pontil, M., Frasconi, P., and Roli, F., A New Machine Learning Approach to Fingerprint Classification, in 7mo Congresso dell’Associazione Italiana per l’Intelligenza Artificiale, Bari (Italy), 2001, vol. 2175, pp. 57-63.
G. Giacinto, Perdisci, R., and Roli, F., Network Intrusion Detection by Combining One-class Classifiers, in 13th International Conference on Image Analysis and Processing (ICIAP 2005), Cagliari, Italy, 2005, vol. 3617, pp. 58-65.
L. Piras and Giacinto, G., Neighborhood-Based Feature Weighting for Relevance Feedback in Content-Based Retrieval, in 10th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), London, United Kingdom, 2009, pp. 238-241. (181.68 KB)
G. Giacinto and Roli, F., Nearest-Prototype Relevance Feedback for Content Based Image Retrieval, in Int. Conf. on Pattern Recognition (ICPR 2004), Cambridge (UK), 2004, pp. 989-992.
G. Giacinto, A Nearest-Neighbor Approach to Relevance Feedback in Content Based Image Retrieval, in 6th ACM international conference on Image and video retrieval (CIVR'07), Amsterdam, 2007, pp. 456-463.

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