Publications

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2001
G. Giacinto, Roli, F., e Fumera, G., «Adaptive Query Shifting for Content-Based Image Retrieval», in Int. Workshop on Machine Learning and Data Mining in Pattern Recognition (MLDM’01), 2001, vol 2123, pagg 337-346.
G. Giacinto, Roli, F., e Fumera, G., «Comparison and Combination of Adaptive Query Shifting and Feature Relevance Learning for Content-Based Image Retrieval», in 11th International Conference on Image Analysis and Processing (ICIAP 2001), Palermo, Italy, 2001, pagg 422-427.
2002
G. Giacinto e Roli, F., «Query Shifting Based on Bayesian Decision Theory for Content-Based Image Retrieval», in oint IAPR Int. Workshops on Syntactical and Structural Pattern Recognition and Statistical Pattern Recognition (S+SSPR 2002), 2002, vol 2396, pagg 607-616.
2003
G. Giacinto e Roli, F., «Dissimilarity Representation of Images for Relevance Feedback in Content-Based Image Retrieval», in Machine Learning and Data Mining in Pattern Recognition (MLDM 2003), Leipzig, Germany, 2003, vol 2734, pagg 202-214.
2004
G. Giacinto e Roli, F., «Bayesian Relevance Feedback for Content-Based Image Retrieval», Pattern Recognition, vol 37, pagg 1499-1508, 2004.
G. Giacinto e Roli, F., «Nearest-Prototype Relevance Feedback for Content Based Image Retrieval», in Int. Conf. on Pattern Recognition (ICPR 2004), Cambridge (UK), 2004, pagg 989-992.
2005
G. Giacinto e Roli, F., «Instance-Based Relevance Feedback for Image Retrieval», in Advances in Neural Information Processing Systems (NIPS) 17, 2005, pagg 489-496.
2007
G. Giacinto e Roli, F., «Instance-Based Relevance Feedback in Image Retrieval using Dissimilarity Spaces», in Case-Based Reasoning for signals and images, P. Perner Springer, 2007.
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, pagg 456-463.
2009
L. Piras e 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, pagg 238-241. (181.68 KB)
2010
L. Piras e Giacinto, G., «K-Nearest Neighbors Directed Synthetic Images Injection», in 11th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), Desenzano del Garda, Italy, 2010. (167.12 KB)
L. Piras e Giacinto, G., «Unbalanced learning in Content-Based Image Classification and Retrieval», in IEEE International Conference on Multimedia & Expo (ICME), Singapore, 2010. (177.33 KB)
2011
L. Piras e Giacinto, G., «Dissimilarity representation in multi-feature spaces for image retrieval», in 16th Int. Conference on Image Analysis and Processing (ICIAP), Ravenna, Italy, 2011. (252.22 KB)
R. Tronci, Murgia, G., Pili, M., Piras, L., e Giacinto, G., «ImageHunter: a novel tool for Relevance Feedback in Content Based Image Retrieval», in 5th International Workshop on New Challenges in Distributed Information Filtering and Retrieval (DART), Palermo, Italy, 2011. (1.31 MB)
R. Tronci, Piras, L., Falqui, L., e Giacinto, G., «A study on the evaluation of relevance feedback in multi-tagged image datasets», in 7th IEEE International Workshop on Multimedia Information Processing and Retrieval, California, USA, 2011. (259.03 KB)
2012
L. Piras, Giacinto, G., e Paredes, R., «Enhancing image retrieval by an Exploration-Exploitation approach», in 8th International Conference Machine Learning and Data Mining (MLDM), Berlin, 2012, vol 7376, pagg 355-365. (307.57 KB)
R. Tronci, Piras, L., Murgia, G., e Giacinto, G., «Image Hunter at ImageCLEF 2012 Personal Photo Retrieval Task», in CLEF (Online Working Notes/Labs/Workshop), Rome, 2012. (2.78 MB)
R. Tronci, Piras, L., e Giacinto, G., «Performance Evaluation of Relevance Feedback for Image Retrieval by “Real-World” Multi-Tagged Image Datasets», International Journal of Multimedia Data Engineering and Management (IJMDEM), vol 3, pag 16, 2012. (357.99 KB)
L. Piras, Tronci, R., Murgia, G., e Giacinto, G., «The PRA and AmILAB at ImageCLEF 2012 Photo Flickr Annotation Task», in CLEF (Online Working Notes/Labs/Workshop), Rome, 2012. (540.05 KB)
L. Piras e Giacinto, G., «Synthetic Pattern Generation for Imbalanced Learning in Image Retrieval», Pattern Recognition Letters, vol 33, pag 7, 2012. (236.64 KB)
2013
L. Piras, Tronci, R., e Giacinto, G., «Diversity in ensembles of codebooks for visual concept detection», in 17th Int. Conference on Image Analysis and Processing (ICIAP), Naples, Italy, 2013. (303.73 KB)
R. Tronci, Murgia, G., Pili, M., Piras, L., e Giacinto, G., «ImageHunter: a Novel Tool for Relevance Feedback in Content Based Image Retrieval», in New Challenges in Distributed Information Filtering and Retrieval. DART 2011: Revised and Invited Papers, C. Lai, Semeraro, G., e Vargiu, E. Springer, 2013. (1.98 MB)
L. Piras, Giacinto, G., e 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)
2014
L. Piras e 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, pagg 328-342. (229.92 KB)
2015
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)

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