Publications

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I. Pillai, Fumera, G., e Roli, F., «Designing multi-label classifiers that maximize F measures: state of the art», Pattern Recognition, vol 61, 2017. (452.28 KB)
L. Didaci, Fumera, G., e 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)
G. Fumera, Roli, F., e Serrau, A., «Dynamics of Variance Reduction in Bagging and Other Techniques», in 6th Int. Workshop on Multiple Classifier Systems (MCS 2005), Seaside, CA, USA, 2005, 2005th ed, vol 3541, pagg 316-325.
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R. Delussu, Putzu, L., e Fumera, G., «On the Effectiveness of Synthetic Data Sets for Training Person Re-identification Models», in Proceedings - International Conference on Pattern Recognition, 2022, vol 2022-August, pagg 1208 – 1214.
R. Delussu, Putzu, L., e Fumera, G., «An Empirical Evaluation of Cross-scene Crowd Counting Performance», in Proceedings of the 15th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - VISAPP, Valletta - Malta, 2020, vol 4, pagg 373-380. (527.29 KB)
L. Putzu e Fumera, G., «An empirical evaluation of nuclei segmentation from H&E images in a real application scenario», Applied Sciences (Switzerland), vol 10, pagg 1-15, 2020.
M. A. O. Ahmed, Didaci, L., Fumera, G., e Roli, F., «An Empirical Investigation on the Use of Diversity for Creation of Classifier Ensembles», in Multiple Classifier Systems, 2015, vol 9132, pagg 206-219. (216.76 KB)
M. Zanda, Brown, G., Fumera, G., e Roli, F., «Ensemble Learning in Linearly Combined Classifiers via Negative Correlation», in 7th Int. Workshop on Multiple Classifier Systems (MCS 2007), Prague, Czech Republic, 2007, vol 4472, pagg 440-449.
G. Fumera e Roli, F., «Error rejection in linearly combined multiple classifiers», in Multiple Classifier Systems (MCS 2001), Robinson College, Cambridge, UK, 2001, vol 2096, pagg 329-338.
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Supervised and Unsupervised Ensemble Methods and Their Applications, vol 245, O. Okun e Valentini, G. Springer Berlin / Heidelberg, 2009, pagg 15-38. (562.89 KB)
B. Biggio, Fumera, G., e Roli, F., «Evade Hard Multiple Classifier Systems», in Workshop on Supervised and Unsupervised Ensemble Methods and Their Applications (SUEMA 2008), Patras, Greece, 2008. (185.01 KB)
B. Biggio, Fumera, G., Pillai, I., Roli, F., e Satta, R., «Evading SpamAssassin with obfuscated text images», Virus Bulletin, n° 11-2007, 2007. (689 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., e 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, pagg 402-407. (612.37 KB)
Z. Akhtar, Fumera, G., Marcialis, G. L., e 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)
E. Ledda, Putzu, L., Delussu, R., Fumera, G., e Roli, F., «On the Evaluation of Video-Based Crowd Counting Models», Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol 13233 LNCS. pagg 301 – 311, 2022.
F. Roli, Kittler, J., Fumera, G., e Muntoni, D., «An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems», in 3rd Int. Workshop on Multiple Classifier Systems (MCS 2002), Cagliari, Italy, 2002, vol 2364, pagg 325-335.
I. Pillai, Satta, R., Fumera, G., e Roli, F., «Exploiting Depth Information for Indoor-Outdoor Scene Classification», in 16th Int. Conf. on Image Analysis and Processing (ICIAP 2011), Ravenna, Italy, 2011. (1.23 MB)
R. Satta, Fumera, G., e Roli, F., «Exploiting Dissimilarity Representations for Person Re-Identification», in 1st International Workshop on Similarity-Based Pattern Analysis and Recognition (SIMBAD 2011), Venice, Italy, 2011. (686.41 KB)
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I. Pillai, Fumera, G., e Roli, F., «F -Measure Optimisation in Multi-label Classifiers», in 22nd IEEE International Conference on Pattern Recognition, ICPR 2014, Stockholm, Sweden, 2014, pagg 3452 - 3456. (287.72 KB)
R. Satta, Fumera, G., e 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)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., e 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), pagg 78-88. (829.37 KB)
R. Satta, Fumera, G., e 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, pagg 1838-1848, 2012. (976.57 KB)
H. Xiao, Biggio, B., Brown, G., Fumera, G., Eckert, C., e Roli, F., «Is Feature Selection Secure against Training Data Poisoning?», in 32nd Int'l Conf. on Machine Learning (ICML) - JMLR W&CP, 2015, vol 32, pagg 1689-1698. (1.54 MB)
F. Roli, Fumera, G., e Kittler, J., «Fixed and Trained Combiners for Fusion of Unbalanced Pattern Classifiers», in 5th Int. Conference on Information Fusion (IF 2002), Annapolis, Mariland, USA, 2002, pagg 278-284.
R. Soleymani, Granger, E., e Fumera, G., «F-Measure Curves: A Tool to Visualize Classifier Performance Under Imbalance», Pattern Recognition, vol 100, pag 107146, 2020. (3.15 MB)

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