RECENT PUBLICATIONS (download my CV and main
publications, updated at February 2012, and the complete list of publications)
In the following, there is a
list of recent publications which better reflects my
current activities.
I was also guest
co-editor of some special issues. For more information, visit the
special issue page.
Some electronic versions of the
following papers are available from the VIPS
lab publication page or from the WWW publication page of
the co-authors.
Complete list of publications
Journals
M. Cristani, M.
Farenzena, D. Bloisi, V. Murino, Background Subtraction for Automated
Multisensor Surveillance: a Comprehensive Review, EURASIP Journal on Advances in Signal Processing, Hindawi
Publishing Corporation, Volume 2010, Article ID 343057, 24 pages (online).
R.Marzotto,
P.Zoratti, D.Bagni, A.Colombari, V.Murino, “A real-time versatile roadway path
extraction and tracking on an FPGA platform”, Computer Vision and Image
Understanding, Vol. 114, No. 11, Nov. 2010, pp. 1164-1179.
B.Torre, M.Bicego,
M.Cristani, V.Murino, A.Diaspro, R.Cingolani,
“Combination of Atomic Force Microscopy and Principal Component Analysis
as a general method for direct recognition of functional and structural domains
in nanonocomposite materials”, Microscopy Research and Technique, Vol. 73, Issue 10, Oct. 2010, pp. 973-981.
A. Perina, M. Cristani,
V. Murino, “Learning natural scene categories by selective multi-level
feature extraction”, Image and Vision Computing, Vol.
28, Issue 6, June 2010, pp. 927-939.
U.
Castellani, M. Cristani, A. Daducci, P. Farace, P. Marzola, V. Murino,
A.
Sbarbati. "DCE-MRI Data Analysis for Cancer Area Classification"
Methods of information in medicine, Vol. 48, No. 3, June 2009, pp.
248-253.
A.Perina,
M.Cristani, L.Xumerle, V.Murino, P.F.Pignatti, G.Malerba, “Fully
non-homogenous hidden Markov model double net: a generative model
for haplotype reconstruction and block discovery”, Artificial
Intelligence in Medicine, Vol. 45, No. 2-3, Febr.-March 2009, pp.
135-150.
U.
Castellani, M. Cristani, C. Combi, V. Murino, A. Sbarbati, P.
Marzola, “Visual MRI: Merging Information Visualization and
non-parametric
clustering techniques for MRI data set analysis”, Artificial
Intelligence in Medicine, Vol. 44, No. 3, Nov. 2008, pp. 171-282.
U. Castellani, M. Cristani, S.
Fantoni, V. Murino, “Interest
points detection and matching by exploiting 3D mesh saliency in a
Hidden Markov
Model framework”, Computer
Graphics Forum,
Vol. 27, No. 2, pp. 643-652 (also
published in the Proceedings of
Eurographics 2008, Crete, Greece).
R.
Gherardi, A. Fusiello, U.
Castellani, V. Murino, “Automatic selection of MRF control parameters
by Reactive Tabu Search”, Image and Vision Computing, Vol.
25, No. 11, November 2007, pp. 1824-1832.
M.
Cristani, M. Bicego, V.
Murino, "Audio-Visual Event Recognition in Surveillance Video
Sequences", IEEE Transactions on Multimedia, Vol.
9, No. 2, Feb. 2007, pp. 257-267.
A.Colombari,
A.Fusiello, V. Murino, "Segmentation and Tracking of Multiple Video
Objects", Pattern Recognition, Vol. 40, No. 4, April 2007, pp. 1307-1317.
International
conferences and workshops
N. Jojic, A. Perina,
V.Murino, "Structural Epitome: A way to summarize one's visual
experience”, Neural Information
Processing Systems NIPS 2010, Vancouver, Canada, Dec. 2010.
M.Cristani, A.Pesarin, C.Drioli, A.Rodà, M.
Grapulin, V.Murino, N.Sebe. “Toward an
Automatically Generated Soundtrack from Low-level Cross-modal Correlations for
Automotive Scenarios”, ACM
Multimedia conference 2010, Florence, Oct. 2010 (full paper).
D. Tosato, M. Farenzena, M.Cristani, V. Murino “Part-based
human detection on Riemannian manifolds”, IEEE
Int’l Conf. on Image Processing ICIP 2010, Hong Kong, Sept. 2010.
L. Bazzani, M. Cristani, V. Murino, “Collaborative
particle filters for group tracking”, IEEE Int’l Conf. on Image Processing ICIP
2010, Hong Kong, Sept. 2010.
A.Perina, N.Jojic, U.Castellani, M.Cristani,
V.Murino, “Hierarchical Stel Model and the Hierarchical Stel Kernel”, 11th European Conf. on Computer Vision ECCV
2010, Hersonissos (Heraklion), Crete, Greece, Sept. 2010. Oral presentation (3,2%
acceptance rate for orals)
D.Tosato, M. Farenzena, M. Spera, V.Murino,
M.Cristani, “Multi-class Classification on Riemannian Manifolds for Video
Surveillance”, 11th European Conf. on
Computer Vision ECCV 2010, Hersonissos (Heraklion), Crete, Greece, Sept. 2010.
Oral presentation
(3,2% acceptance rate for orals)
S. Martelli, D. Tosato, M. Farenzena, M.
Cristani, V. Murino, “An FPGA-based Classification Architecture on Riemannian Manifolds”,
DEXA Workshop on Interactive
Multimodal Pattern Recognition in Embedded SystemS, Bilbao, Sept. 2010.
Best conference paper
A. Pesarin, P. Calanca, V. Murino, M. Cristani,
“A generative score space for statistical dialog characterization in social signaling”,
Int’l Workshop on Structural and
Syntactic Pattern Recognition and Statistical Techniques in Pattern Recognition
S+SSPR 2010, Cesme, Turkey, August 2010.
A. Martins, M. Bicego, V. Murino, P. Aguiar, M.
Figueiredo, "Information theoretical kernels for generative embeddings
based on Hidden Markov Models", Int’l
Workshop on Structural and Syntactic Pattern Recognition and Statistical Techniques
in Pattern Recognition S+SSPR 2010, Cesme, Turkey, August 2010.
L. Bazzani, M. Cristani, M. Farenzena, A.
Perina, V.Murino, “Multiple-shot person re-identification by HPE signature”, Int’l Conf. on Pattern Recognition ICPR 2010,
Istanbul, Turkey, August 2010. IBM Best Student Paper Award (Track: Computer Vision)
D. Tosato, M. Farenzena, M. Cristani, V. Murino,
“A re-evaluation of pedestrian detection on Riemannian manifolds”, Int’l Conf. on Pattern Recognition ICPR 2010,
Istanbul, Turkey, August 2010.
A. Perina, M. Cristani, V. Murino, “2LDA:
segmentation for recognition”, Int’l Conf. on Pattern Recognition ICPR 2010,
Istanbul, Turkey, August 2010.
M. Bicego, A. Martins, V. Murino, P. Aguiar, M.
Figueiredo, "2D shape recognition using information theoretic
kernels", Int’l Conf. on Pattern
Recognition ICPR 2010, Istanbul, Turkey, August 2010.
A. Carli, M. Bicego, S. Baldo, V. Murino, "Nonlinear
mappings for generative kernels on latent variable models", Int’l Conf. on Pattern Recognition ICPR 2010,
Istanbul, Turkey, August 2010.
M. Cristani, V.Murino, A. Vinciarelli, “Socially
intelligent surveillance and monitoring: analysing social dimensions of
physical space”, 1st Int’l Workshop
on Socially Intelligent Surveillance and Monitoring, SISM 2010, San
Francisco, USA, June 2010.
M. Farenzena, L. Bazzani, A. Perina, M.
Cristani, V. Murino, “Person re-identification by symmetry-driven accumulation
of local features”, IEEE Conference on
Computer Vision and Pattern Recognition CVPR
2010, San Francisco, USA, June 2010.
A. Carli, U. Castellani, M. Bicego, V.
Murino, "Dissimilarity-based Representation for Local Parts", Workshop on Cognitive Information Processing,
CIP 2010, June 2010.
A. Perina, M.Cristani, V.Murino, N.Jojic, “Free
energy score space”, Neural Information Processing
Systems NIPS 2009, Vancouver, Canada,
Dec. 2009.
M. Farenzena, A. Tavano, L. Bazzani, D.
Tosato, G.Paggetti, G. Menegaz, V. Murino, M.Cristani, “Social Interactions by
Visual Focus of Attention in a Three-Dimensional Environment”, Wks on
Pattern Recognition and Artificial Intelligence for Human Behaviour Analysis
(PRAI*HBA), Reggio Emilia, Italy, Dec. 2009.
L.Bazzani, M.Cristani, M.Bicego, V.Murino, “Online Subjective Feature Selection for Occlusion Management in Tracking
Applications”, Int’l Conf. on Image
Processing ICIP ‘09, Il Cairo,
Egypt, Nov.
2009.
A.Perina, M.Cristani, U. Castellani,
V.Murino, N.Jojic, “A hybrid generative/discriminative classification framework
based on free-energy terms”, Int’l Conf.
on Computer Vision ICCV 2009, Kyoto,
Japan, Oct.
2009.
A.Carli, M.Bicego, S.Baldo, V.Murino,
“Non-linear Generative Embeddings for Kernels on Latent
Variable Models”, ICCV workshop Subspace 2009, Kyoto, Japan,
Sept. 2009.
D. S. Cheng, M. Bicego, U. Castellani,
M. Cristani, S. Cerruti, M. Bellani, G. Rambaldelli, M. Aztori, P.
Brambilla, V. Murino, “A Hybrid Generative/Discriminative Method for
Classification of Regions of Interest in Schizophrenia Brain MRI”, MICCAI Workshop on Probabilistic Models for
Medical Image Analysis (PMMIA 2009), London, UK, Sept. 2009.
D.S. Cheng, M. Bicego, U. Castellani, S. Cerruti, M. Bellani, G. Rambaldelli, M. Atzori, P.
Brambilla, V. Murino, “Schizophrenia
classification using regions of interest in brain MRI”,
Wks. in Intelligent Data Analysis in Biomedicine and Pharmacology IDAMAP
2009, July 2009.
D.
S. Cheng, M. Cristani, V. Murino, “Distillation: a super-resolution approach
for the selective analysis of noisy and unconstrained video”, in Machine Learning for Human Motion Analysis,
L.Wang , L.Cheng, G.Zhao, eds., IGI Global , 2009 (book chapter).
A. Daducci, U. Castellani, M. Cristani, P. Farace, P. Marzola, A. Sbarbati, V. Murino,
“Learning Approach to Analyze Tumour Heterogeneity in DCE-MRI Data During
Anti-cancer Treatment”, Artificial Intelligence in Medicine AIME 2009, Lecture Notes in Artificial Intelligence Vol.
5651/2009, July 2009, pp. 385-389.
A.Pesarin,
M.Cristani, V.Murino,
C.Drioli,
A.Perina, A. Tavano, “A statistical signature for automatic dialogue
classification”, Int'l. Conf. on Pattern Recognition, ICPR 2008, Tampa, USA, Dec. 2008.
A. Perina,
M.Cristani
and V.Murino, “Unsupervised Learning of saliency concepts for image
classification and retrieval”, 13th
Ibero-american Congress on Pattern Recognition (CIARP 2008), Havana,
Cuba,
September 2008.
M. Cristani,
A.Perina, U. Castellani, V.Murino, “Geo-located image analysis using
latent
representations”, IEEE Computer Vision
and Pattern Recognition CVPR
2008, Anchorage, Alaska, USA.
U.
Castellani,
M. Cristani, X. Gong, A.K.
Jain, V.Murino, “Sparse point statistical characterization for 3D face
analysis”, IEEE Computer Society Workshop
on Biometrics (in association with CVPR 2008), Anchorage,
Alaska,
USA.
M. Cristani,
A. Perina, V. Murino, “Geo-located Image Grouping Using
Latent
Descriptions”, Lecture Notes in Computer
Science, Vol. 5008, pp. 425-434, 2008.
M.Cristani,
A.Perina, U.Castellani, V.Murino, “Content Visualization and Management
of
Geo-located Image Databases”, ACM SIGCHI
CHI 2008 (Work in Progress), Florence,
Italy,
pp.
2823-2828.
M.
Cristani, V.Murino, “Background subtraction with adaptive
spatio-temporal neighborhood analysis”, Int’l Conf. on
Computer Vision Theory and Applications, VISAPP 2008,
Madeira, PT, Vol. 2, pp. 484-489.
A.Perina,
M.Cristani, V.Murino, “Natural scene categorization by hierarchical
extraction of tipicality patterns”, IEEE Int’l Conf. on
Image Analysis and Processing, ICIAP 2007, Modena, September
2007, pp. 801-806.
M.Bicego, M.Cristani, V.Murino, “Sparseness Achievement with Hidden
Markov Models for 2D shape analysis”, IEEE Int’l Conf. on
Image Analysis and Processing, ICIAP 2007, Modena, September
2007, pp. 67-72. Best poster award.
M.Cristani, V.Murino, “Time-dependent interactive graphical models for
human activity analysis”, Int’l Workshop on Advances in
Pattern Recognition, IWAPR 2007, Plymouth, UK, July 2007,
pp. 109-118.
A.
Perina, M. Cristani, G. Malerba, L. Xumerle, V. Murino, P.F. Pignatti,
“Unsupervised Haplotype Reconstruction and LD Blocks Discovery in a
Hidden Markov Framework”, Proceedings of Computational
Intelligence Methods for BioInformatics and Biostatistics workshop,
Portofino, Italy, pp. 659-665, June 2007.
M.
Cristani, V.Murino, “A Spatial Sampling Mechanism for Effective
Background Subtraction”, Int’l Conf. on Computer Vision
Theory and Applications, VISAPP 2007, Vol.2 (Image
Understanding, Motion, Tracking and Stereo Vision), March 2007, pp.
403-410.
Contributions
on
books
U. Castellani, A.
Perina, V. Murino, M. Bellani, G. Rambaldelli, M. Tansella and P. Brambilla,
"Brain Morphometry by Probabilistic Latent Semantic Analysis", Medical Image Computing and
Computer-Assisted Intervention, MICCAI 2010, Lecture Notes in Computer Science,
Vol. 6362/2010, pp.177-184.
A.Perina, P.Lovato,
V. Murino, M. Bicego, “Biologically-aware Latent Dirichlet Allocation (BaLDA)
for the Classification of Expression Microarray”, in Lecture Notes on Bioinformatics, LNBI 6282, T.M.H. Dijkstra et al. Eds.,
Springer (5th IAPR Int’l Conf on Pattern
Recognition in Bioinformatics PRIB 2010), 2010, pp. 230–241.
D.S. Cheng, M.
Cristani, V. Murino, “Distillation: a super-resolution approach for the
selective analysis of noisy and unconstrained video”, in Machine Learning for Human Motion Analysis, L.Wang , L.Cheng ,
G.Zhao, eds., IGI Global , 2009 (book chapter).
M.Bicego, M.Cristani, V.Murino, E.Pekalska,
R.P.W.Duin, “Clustering-based construction of Hidden Markov Models for
Generative Kernels”, in Lecture Notes in Computer
Science 5681, D.Cremers, Y.Boykov, A.Blake, R.Schmidt Eds. (Int’l
Wks. on Energy Minization Methods in Computer Vision and Pattern Recognition
EMMCVPR 2009, Bonn, Germany), pp. 466-479, Sept. 2009.
U.
Castellani, E. Rossato, V. Murino, M. Bellani, G. Rambaldelli, M. Tansella, P.
Brambilla, “Local Kernel for brains classification in
Schizophrenia”, in Lecture
Notes in Computer Science 5883/2009, XI Conference on Italian Association for
Artificial Intelligence 2009, Reggio
Emilia, Italy, pp. 112-121, Dec. 2009.
A. Perina, M.Cristani, U.Castellani,
V.Murino, “A New Generative Feature Set Based on Entropy Distance for
Discriminative Classification”, in Lecture
Notes in Computer Science (Image
Analysis and Processing, ICIAP 2009), LNCS
5716, P.Foggia, C.Sansone, M. Vento Eds., Springer, pp. 199-208, 2009.
A. Daducci, U. Castellani, M. Cristani, P.
Farace, P. Marzola, A. Sbarbati, V. Murino, “Learning Approach to Analyze
Tumour Heterogeneity in DCE-MRI Data During Anti-cancer Treatment”, in Lecture Notes in Artificial Intelligence Vol.
5651/2009, Artificial Intelligence in
Medicine AIME 2009, Springer, pp. 385-389, July 2009.
M.
Cristani, A. Perina, V. Murino, “Geo-located Image Grouping Using Latent
Descriptions”, in Lecture Notes in
Computer Science Vol. 5008, 6th Int'l Conf. on Computer Vision Systems ICVS 2008, Springer, pp. 425-438, 2008.
For more
information :
Last
Revision: 6 October 2010