Edited Books
(2)
-
SURVEILLANCE-
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S. Gong, M. Cristani, S. Yan, C.C. Loy (Eds.).
Person Re-Identification,468 pages, Springer, December 2013
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SOCIAL SIGNAL PROCESSING-
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V. Murino, M. Cristani, S. Shah and S. Savarese (Eds.).
Group and crowd behavior for computer vision. Academic Press, 2017 Hardcover
Journal papers
(46)
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COMPUTER VISION AND MACHINE LEARNING-
- S. Melzi, G. Roffo, M.Cristani, U. Castellani, M. Ovsjanikov. Discrete Time Evolution Process Descriptor for Shape Analysis and Matching. ACM Transactions on Graphics, 37(1) Jan 2018
- M. San Biagio, S. Martelli, M. Crocco, M. Cristani, M. Murino. Encoding Structural Similarity By Cross-covariance Tensors For Image Classification. International Journal of Pattern Recognition and Artificial Intelligence, Nov 2014, in print
- A. Perina, M. Cristani, U. Castellani, V. Murino, and N. Jojic. Free energy score
spaces: Using generative information in discriminative classifiers. IEEE Transactions
on Pattern Analysis and Machine Intelligence, 34(7):1249-1262, July 2012
- B. Torre, M. Lorenzoni, M. Bicego, M. Cristani, V. Murino, and A. Diaspro. Principal component analysis in dynamic force spectroscopy. GIT Imaging & Microscopy, 13(4):26-28, Aug. 2011
- 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 (p NA), Microscopy Research and Technique, Special Issue: Nanophysics,Volume 73, Issue 10, pages 973–981, Oct. 2010
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COMPUTER VISION + ONTOLOGY-
- D. Cheng, F. Setti, N. Zeni, R. Ferrario, and M. Cristani. Semantically-driven
automatic creation of training sets for object recognition.. Computer Vision and
Image Understanding,131(0):56 - 71, 2015.
|
pdf
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SOCIAL SIGNALLING-
- M. Cristani, A. Del Bue, V. Murino, F. Setti, A. Vinciarelli.
The Visual Social Distancing Problem.
IEEE Access 8: 126876-126886, Electronic ISSN: 2169-3536 (2020)
- F. Setti and M. Cristani.
Evaluating the Group Detection Performance: The GRODE Metrics.
IEEE Trans. Pattern Anal. Mach. Intell. 41(3): 566-580 (2019)
- C. Segalin, D. S. Cheng, and M. Cristani. Social profiling through image
understanding: Personality inference using convolutional neural networks. Computer
Vision and Image Understanding, 156:34-50, 2017
- F. Setti, C. Russell, C. Bassetti, and M. Cristani. F-formation detection:
Individuating free-standing conversational groups in images.. PLOS ONE, 2015.
- C. Segalin, A. Perina, M. Cristani, and A. Vinciarelli. The pictures we like are
our image: Continuous mapping of favorite pictures into self-assessed and attributed
personality traits. IEEE Transactions on Affective Computing, 2016
- A. Tavano, A. Pesarin, V. Murino, and M. Cristani. Automatic conversational
scene analysis in children with Asperger syndrome/High Functioning Autism and
typically developing peer. PLOS ONE, 2014.
- P. Lovato, M. Bicego, C. Segalin, A. Perina, N. Sebe, and M. Cristani. "Faved!"
biometrics: tell me which image you like and I'll tell you who you are.. IEEE Transactions on Information Forensics & Security, 9(3):364-374, March 2014
- D. S. Cheng, H. Salamin, P. Salvagnini, M. Cristani, A. Vinciarelli, and
V. Murino. Predicting Online Lecture Ratings Based on Gesturing and Vocal Behavior. Journal on Multimodal User Interfaces, 2014.
- L. Bazzani, D. Tosato, M. Cristani, M. Farenzena, G. Pagetti, G. Menegaz, and V. Murino. Social interactions by visual focus of attention in a three-dimensional environment. Expert Systems,30(2):115-127, Feb. 2013.
- M. Cristani, R. Raghavendra, A. Del Bue, V. Murino, Human Behavior Analysis in Video Surveillance: a Social Signal Processing Perspective, Neurocomputing, 100:86-97, Jan 2013| pdf
- A. Pesarin, M. Cristani, V. Murino, and A. Vinciarelli. Conversation analysis
at work: detection of conflict in competitive discussions through semi-automatic
turn-organization analysis. Cognitive Processing, 13(2):533-540, Oct. 2012 | pdf
- A. Sedda, V. Manfredi, G. Bottini, M. Cristani, and V. Murino. Automatic human interaction understanding: lessons from a multidisciplinary approach. Frontiers
in Human Neuroscience, 6(57), May 2012
- M. Cristani, A. Pesarin, C. Drioli, A. Tavano, A. Perina, and V. Murino.
Generative modeling and classification of dialogs by a low-level turn-taking feature.
Pattern Recognition, 44(8):1785-1800, Aug. 2011 | pdf
-SURVEILLANCE-
- I.B. Barbosa, M. Cristani, B. Caputo, A. Rognhaugen and T. Theoharis.
Looking beyond appearances: Synthetic training data for deep CNNs in re-identification. Computer Vision and Image Understanding, 167, 50-62, Feb. 2018
- F. Setti and M. Cristani.
Evaluating the Group Detection Performance: The GRODE Metrics. IEEE Transactions on Pattern Analysis and Machine Intelligence, online, Apr. 2018
- F. Setti, D. Conigliaro, P. Rota, C. Bassetti, N. Conci, N. Sebe, and M. Cristani.
The s-hock dataset: A new benchmark for spectator crowd analysis. Computer
Vision and Image Understanding, 159:47-58, 2017
- F. Setti, D. Conigliaro, M. Tobanelli, and M. Cristani. Count on me: learning
to count on a single image. IEEE Transactions on Circuits and Systems for Video
Technology, PP(99), 2017
- M. Crocco, M. Cristani, A. Trucco, and V. Murino. Audio surveillance: A
systematic review. ACM Comput. Surv., 48(4), Feb. 2016
- P. Salvagnini, F. Pernici, M. Cristani, G. Lisanti, A. Del Bimbo, and V. Murino. Non-myopic information theoretic sensor management of a single pan-tilt-zoom camera
for multiple object detection and tracking.. Computer Vision and Image Under-
standing, 2015 in print
- L. Bazzani, M. Zanotto, M. Cristani, and V. Murino. Joint individual-group
modeling for tracking. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2014, in print| pdf
- D. Tosato, M. Spera, M. Cristani, and V. Murino. Characterizing humans on riemannian manifolds. IEEE Transactions on Pattern Analysis and Machine Intelligence, 35(8):2-15, Aug. 2013
- L.Bazzani, M. Cristani, and V. Murino, Symmetry driven accumulation of local features for human characterization and re-identification, Computer vision and Image Understanding, 117(2):130-144, Feb. 2013
- L. Bazzani, M. Cristani, A. Perina, and V. Murino. Multiple-shot person
re-identi cation by chromatic and epitomic analyses. Pattern Recognition Letters,
33(7):898-903, May 2012. Special Issue on Awards from ICPR 2010| pdf
- M. Cristani, M. Farenzena, D. Bloisi, and V. Murino. Background subtraction
for automated multisensor surveillance: a comprehensive review. EURASIP Journal
on Advances in Signal Processing, 2010:1-24, Feb. 2010 | pdf
- M. Cristani, M. Bicego, and V. Murino. Audio-visual event recognition in
surveillance video sequences. IEEE Transactions on Multimedia, 9(2):257-267, Feb.
2007 | pdf
- M. Bicego, M. Cristani, and V. Murino. Unsupervised scene analysis: A hidden
markov model approach. Computer Vision and Image Understanding, 102(1):22-41,
Apr. 2006 | pdf
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COMPUTER VISION and MULTIMEDIA-
- A. Perina, N. Jojic, M. Cristani, and V. Murino. Stel component analysis: Joint
segmentation, modeling and recognition of objects classes. International Journal of
Computer Vision, 100(3):241-260, Dec. 2012| pdf
- U. Castellani, M. Cristani, and V. Murino. Statistical 3d shape analysis by
local generative descriptors. IEEE Transactions on Pattern Analysis and Machine
Intelligence, 33(12):2555-2560, Dec. 2011
- A. Perina, M. Cristani, and V. Murino. Learning natural scene categories by
selective multi-scale feature extraction. Image Vision Computing, 28(6):927-939,
June 2010 | pdf
- M. Cristani, A. Perina, U. Castellani, and V. Murino. Geo-located image
categorization and location recognition. Pattern Recognition and Image Analysis,
19(2):245-252, June 2009| pdf
- U. Castellani, M. Cristani, S. Fantoni, and V. Murino. Sparse points matching
by combining 3d mesh saliency with statistical descriptors. Computer Graphics
Forum, 27(2):643-652, Apr. 2008 | pdf
-BIOINFORMATICS AND BIOMEDICAL DATA ANALYSIS-
- P. Lovato, M. Cristani, and M. Bicego. Soft ngram representation and modeling
for protein remote homology detection. IEEE/ACM transactions on computational
biology and bioinformatics, 2016
- U. Castellani, M. Cristani, A. Daducci, P. Farace, P. Marzola, V. Murino,
and A. Sbarbati. DCE-MRI data analysis for cancer area classification. Methods of
Information in Medicine, 48(3):248-253, 2009
- A. Perina, M. Cristani, L. Xumerle, V. Murino, P. F. Pignatti, and G. Malerba.
Fully non-homogeneous hidden markov model double net: A generative model for
haplotype reconstruction and block discovery. Artificial Intelligence in Medicine,
45(23):135-150, Feb. 2009
- U. Castellani, M. Cristani, C. Combi, V. Murino, A. Sbarbati, and P. Marzola. Visual MRI: Merging information visualization and non-parametric clustering tech-
niques for MRI dataset analysis. Artificial Intelligence in Medicine, 44(3):183-199,
Nov. 2008
Book chapters (6)
-SOCIAL SIGNALLING-
- D. S. Cheng and M. Cristani. Social signal processing for surveillance. In J. K. Burgoon, N. Magnenat-Thalmann, M. Pantic, and A. Vinciarelli, editors,
Social Signal Processing, pages 1-23. Cambridge University Press, 2014
- L. Bazzani, M. Cristani, G. Paggetti, D. Tosato, G. Menegaz, and V. Murino. Analyzing groups: A social signaling perspective. In C. Shan, F. Porikli, T. Xiang,
and S. Gong, editors, Video Analytics for Business Intelligence, volume 409 of Stud
ies in Computational Intelligence, pages 271{305. Springer Berlin Heidelberg, 2012
-VIDEO SURVEILLANCE-
- L. Bazzani, M. Cristani, and V. Murino. SDALF: Modeling Human Appearance with Symmetry-Driven Accumulation of Local Features. In S. Gong, M. Cristani, S. Yan and C.C. Loy, editors, Person Re-Identification, Springer Berlin Heidelberg, 2013, in press | pdf
- D. S. Cheng and M. Cristani. Person Re-identification by Articulated
Appearance Matching. In S. Gong, M. Cristani, S. Yan and C.C. Loy, editors, Person Re-Identification, Springer Berlin Heidelberg, 2013, in press | pdf
- S. Gong, M. Cristani, C.C. Loy, T.M. Hospedales . The Re-Identification Challenge. In S. Gong, M. Cristani, S. Yan and C.C. Loy, editors, Person Re-Identification, Springer Berlin Heidelberg, 2013, in press | pdf
-COMPUTER VISION-
- D. S. Cheng, M. Cristani, and V. Murino. Distillation: A super-resolution
approach for the selective analysis of noisy and unconstrained video sequences. In
L. Wang, L. Cheng, and G. Zhao, editors, Machine Learning for Human Motion
Analysis: Theory and Practice, pages 244{264. IGI Global, 2010
Refereed conference papers (112)
-SOCIAL SIGNALLING-
- D. Conigliaro, P. Rota, F. Setti, N. Sebe, C. Bassetti, N. Conci, and M. Cristani. The S-hock dataset: Analyzing crowds at the stadium. CVPR, 2015.
- F. Setti and M. Cristani. The GRODE metrics: Exploring the performance
of group detection approaches.. International Workshop on GRoup and crOWd
behavior analysis and understanding (CVPRW), 2015
- C. Segalin, A. Perina, and M. Cristani. Recognizing people by their personal
aesthetics: A statistical multi-view approach.. In
ACCV, 2014
- S. Vascon, E. Z. Mequanint, M. Cristani, H. Hung, M. Pelillo, and V. Murino. A game-theoretic probabilistic approach for detecting conversational groups.. In
ACCV, 2014
- G. Roffo, C. Giorgetta, R. Ferrario, W. Riviera, and M. Cristani. Statistical
analysis of personality and identity in chats using a keylogging platform. In
ICMI, 2014
- C. Segalin, A. Perina, and M. Cristani. Personal aesthetics for soft biometrics:
A generative multi-resolution approach. In
ICMI, 2014
- G. Roffo, C. Giorgetta, R. Ferrario, and M. Cristani. Just the way you
chat: Linking personality, style and recognizability in chats.. In
5th International
Workshop on Human Behaviour Understanding (associated to ECCV), 2014
- C. Segalin, A. Perina, and M. Cristani. Biometrics on visual preferences:
A "Pump and Distill" regression approach.. In
IEEE International Conference on
Image Processing (ICIP), 2014
- D. Conigliaro, F. Setti, C. Bassetti, R. Ferrario, M. Cristani, P. Rota, N. Conci,
and N. Sebe. Observing attention. In
FISU Winter Universiade Conference, 2013| pdf
- G. Roffo, M. Cristani, L. Bazzani, M. H. Quang, and V. Murino. Trusting
Skype: Learning the way people chat for fast user recognition and verification. In
IEEE Workshop on Decoding Subtle Cues from Social Interactions (associated with
ICCV 2013), 2013| pdf
- G. Roffo, M. Cristani, F. Pollick, and V. Murino. Statistical analysis of visual attentional patterns for video surveillance. In 18th Iberoamerican Congress on Pattern Recognition (CIARP 2013), 2013| pdf
- M. Cristani, A. Vinciarelli, C. Segalin, and A. Perina. Unveiling the multimedia
unconscious: Implicit cognitive processes and multimedia content analysis. In ACM
Multimedia Conference (ACM MM 2013), 2013. Brand New Idea paper | pdf
- D. Conigliaro, F. Setti, C. Bassetti, R. Ferrario, and M. Cristani. ATTENTO: ATTENTion Observed for automated spectator crowd analysis. In 4th International Workshop on Human Behaviour Understanding, 2013. associated with ACM Multimedia Conference (ACMMM 2013) | pdf
- D. Conigliaro, F. Setti, C. Bassetti, R. Ferrario, and M. Cristani. Viewing the viewers: a novel challenge for crowd analysis. In International Workshop on Social Behaviour Analysis (SBA-2013), 2013. associated with ICIAP 2013
- F. Setti, O. Lanz, R. Ferrario, V. Murino, and M. Cristani. Multi-scale F-formation discovery for group detection. In IEEE International Conference on Image Processing (ICIP 2013), 2013
- C. Segalin, A. Pesarin, A. Vinciarelli, M. Tait, and M. Cristani. The expressivity of turn-taking: understanding children pragmatics by hybrid classifiers. In International Workshop on Image and Audio Analysis for Multimedia Interactive services (WIAMIS 2013), 2013
- F. Setti, H. Hung, and M. Cristani. Group detection in still images by f-formation modeling: a comparative study. In International Workshop on Image and Audio Analysis for Multimedia Interactive services (WIAMIS 2013), 2013
- G. Roffo, C. Segalin, V. Murino, and M. Cristani. Reading between the turns: Statistical modeling for identity recognition and verification in chats. In IEEE International Conference on Advanced Video and Signal-Based Surveillance (AVSS 2013), 2013
- A. Pesarin, M. Tait, A. Vinciarelli, C. Segalin, G. Bilancia, and M. Cristani. Generative modelling of dyadic conversations: Characterization of pragmatic skills during development age. In F. Schwenker, S. Scherer, and L.P. Morency, editors, Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction, volume 7742 of Lecture Notes in Computer Science, pages 1-8. Springer Berlin Heidelberg, 2013
- P. Salvagnini, H. Salamin, M. Cristani, A. Vinciarelli, and V. Murino. Learning how to teach from "Videolectures": automatic prediction of lecture ratings based on teacher's nonverbal behavior. In Cognitive Infocommunications (CogInfoCom), 2012 IEEE 3rd International Conference on, pages 415-419, 2012
- M. Cristani, G. Roffo, C. Segalin, L. Bazzani, A. Vinciarelli, and V. Murino. Conversationally-inspired stylometric features for authorship attribution in instant messaging. In ACM
Multimedia Conference (ACM MM 2012), pages 1121-1124, New York, NY, USA, 2012. ACM
- M. Cristani, G. Paggetti, A. Vinciarelli, L. Bazzani, G. Menegaz, and
V. Murino. Towards computational proxemics: Inferring social relations from interpersonal distances. In SocialCom/Passat 2011, pages 290-297, 2011
- M. Cristani, A. Pesarin, A. Vinciarelli, M. Crocco, and V. Murino. Look
at who's talking: Voice activity detection by automated gesture analysis. In AmI
Workshops, pages 72-80, 2011
- R. Raghavendra, A. Bue, M. Cristani, and V. Murino. Abnormal crowd
behavior detection by social force optimization. In A. Salah and B. Lepri, editors,
Human Behavior Understanding, volume 7065 of Lecture Notes in Computer Science,
pages 134-145. Springer Berlin Heidelberg, 2011
- R. Raghavendra, A. Del Bue, M. Cristani, and V. Murino. Optimizing interaction force for global anomaly detection in crowded scenes. In 2011 IEEE International Conference on Computer Vision Workshops (ICCV Workshops 2011), pages
136-143, 2011
- M. Cristani, L. Bazzani, G. Paggetti, A. Fossati, D. Tosato, A. D. Bue,
G. Menegaz, and V. Murino. Social interaction discovery by statistical analysis of F-formations. In British Machine Vision Conference (BMVC 2011), pages 23.1-23.12.
BMVA Press, 2011
- M. Cristani, V. Murino, and A. Vinciarelli. Socially intelligent surveillance and
monitoring: Analysing social dimensions of physical space. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW
2010), pages 51-58, 2010 | pdf
- A. Pesarin, P. Calanca, V. Murino, and M. Cristani. A generative score space
for statistical dialog characterization in social signalling. In E. Hancock, R. Wilson,
T. Windeatt, I. Ulusoy, and F. Escolano, editors, Structural, Syntactic, and Statistical Pattern Recognition, volume 6218 of Lecture Notes in Computer Science, pages
630-639. Springer Berlin Heidelberg, 2010
- M. Farenzena, A. Tavano, L. Bazzano, D. Tosato, G. Paggetti, G. Menegaz,
V. Murino, and M. Cristani. Social interactions by visual focus of attention in
a three-dimensional environment. In Proc. Workshop on Pattern Recognition and
Artificial Intelligence for Human Behaviour Analysis (PRAI*HBA), 2009| pdf
- M. Farenzena, L. Bazzani, V. Murino, and M. Cristani. Towards a subject-
centered analysis for automated video surveillance. In P. Foggia, C. Sansone, and
M. Vento, editors, Image Analysis and Processing ICIAP 2009, volume 5716 of
Lecture Notes in Computer Science, pages 481-489. Springer Berlin Heidelberg, 2009 | pdf
- M. Cristani, A. Pesarin, C. Drioli, A. Tavano, A. Perina, and V. Murino. Auditory dialog analysis and understanding by generative modelling of interactional
dynamics. In IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2009), pages 103-109, 2009 | pdf
- A. Pesarin, M. Cristani, V. Murino, C. Drioli, A. Perina, and A. Tavano.
A statistical signature for automatic dialogue classification. In 19th International
Conference on Pattern Recognition (ICPR 2008), pages 1-4, 2008
- M.Cristani and V.Murino. Time-dependent interactive graphical models
for human activity analysis. In International Workshop on Advances in Pattern
Recognition (IWAPR 2007), pages 109-118, 2007 | pdf
-SURVEILLANCE-
- I. Hasan, T. Tsesmelis, A. Del Bue, F. Galasso, and M. Cristani. MX-LSTM: mixing tracklets and vislets to jointly forecast trajectories and head poses.. In CVPR 2018Spotlight paper
- D. Tasson, A. Montagnini, M. Farenzena, R. Marzotto, and M. Cristani. Fpga-based pedestrian detection under strong distortions.. In 11th Embedded Vision
Workshop (CVPRW), 2015| pdf
- P. Salvagnini, F. Pernici, M. Cristani, G. Lisanti, I. Masi, A. Del Bimbo,
and V. Murino. Information theoretic sensor management for multi-target tracking
with a single pan-tilt-zoom camera.. In IEEE Winter Conference on Applications of
Computer Vision, 2014| pdf
- V. Murino and M. Cristani. Re-identification of persons in videos and images. In NFS-DARPA-FBI
Workshop on Frontiers in Video and Image Analysis, 2014| pdf
- S. J. Poletti, V. Murino, and M. Cristani. SDALF+C: Augmenting the SDALF
descriptor by relation-based information for multi-shot re-identification. In 18th
Iberoamerican Congress on Pattern Recognition (CIARP), 2013 | pdf
- P. Salvagnini, L. Bazzani, M. Cristani, and V. Murino. Person re-identification
with a ptz camera: an introductory study. In IEEE International Conference on
Image Processing (ICIP), 2013 | pdf
- D. Figueira, L. Bazzani, M. H. Quang, M. Cristani, A. Bernardino, and
V. Murino. Semi-supervised multi-feature learning for person re-identification. In
IEEE International Conference on Advanced Video and Signal-Based Surveillance
(AVSS 2013), 2013
- S. Martelli, M. Cristani, and V. Murino. Stereo-based framework for pedestrian
detection with partial occlusion handling. In IEEE Ninth International Conference
on Advanced Video and Signal-Based Surveillance (AVSS 2012), pages 25-30, 2012 | pdf
- M. San-Biagio, M. Crocco, M. Cristani, S. Martelli, and V. Murino. Low-level
multimodal integration on riemannian manifolds for automatic pedestrian detection.
In 15th International Conference on Information Fusion (FUSION 2012), pages
2223-2229, 2012
- L. Bazzani, M. Cristani, and V. Murino. Decentralized particle lter for joint
individual-group tracking. In IEEE Conference on Computer Vision and Pattern
Recognition (CVPR 2012), pages 1886-1893, 2012
- M. San-Biagio, M. Crocco, and M. Cristani. Recursive segmentation based
on higher order statistics in thermal imaging pedestrian detection. In 5th Inter-
national Symposium on Communications Control and Signal Processing (ISCCSP
2012), pages 1-4, 2012
- I. B. Barbosa, M. Cristani, A. Bue, L. Bazzani, and V. Murino. Re-identification with rgb-d sensors. In A. Fusiello, V. Murino, and R. Cucchiara,
editors, Computer Vision ECCV 2012. Workshops and Demonstrations, volume
7583 of Lecture Notes in Computer Science, pages 433-442. Springer Berlin Heidelberg, 2012
- E. Sangineto, M. Cristani, A. Del Bue, and V. Murino. Learning discriminative
spatial relations for detector dictionaries: An application to pedestrian detection. In
A. Fitzgibbon, S. Lazebnik, P. Perona, Y. Sato, and C. Schmid, editors, Computer
Vision ECCV 2012, Lecture Notes in Computer Science, pages 273-286. Springer
Berlin Heidelberg, 2012
- M. Zanotto, L. Bazzani, M. Cristani, and V. Murino. Online bayesian
non-parametrics for social group detection. In British Machine Vision Conference
(BMVC 2012), pages 111.1-111.12. BMVA Press, 2012
- M. San-Biagio, A. Ulas, M. Crocco, M. Cristani, U. Castellani, and V. Murino. A multiple kernel learning approach to multi-modal pedestrian classification. In 21st
International Conference on Pattern Recognition (ICPR 2012), pages 2412-2415,
2012
- S. Martelli, M. Cristani, L. Bazzani, D. Tosato, and V. Murino. Joining feature-
based and similarity-based pattern description paradigms for object detection. In
21st International Conference on Pattern Recognition (ICPR 2012), pages 2702-
2705, 2012
- D. S. Cheng, M. Cristani, M. Stoppa, L. Bazzani, and V. Murino. Custom pictorial structures for re-identification. In British Machine Vision Conference (BMVC 2011), pages 68.1-68.11. BMVA Press, 2011.
- S. Martelli, D. Tosato, M. Cristani, and V. Murino. Fpga-based pedestrian
detection using array of covariance features. In Fifth ACM/IEEE International
Conference on Distributed Smart Cameras (ICDSC 2011), pages 1-6, 2011
- R. Satta, G. Fumera, F. Roli, M. Cristani, and V. Murino. A multiple component matching framework for person re-identification. In 16th international con-
ference on Image analysis and processing (ICIAP 2011), ICIAP'11, pages 140-149,
Berlin, Heidelberg, 2011. Springer-Verlag
- S. Martelli, D. Tosato, M. Cristani, and V. Murino. Fast fpga-based architecture for pedestrian detection based on covariance matrices. In 18th IEEE
International Conference on Image Processing (ICIP 2011), pages 389-392, 2011
- P. Salvagnini, M. Cristani, A. Bue, and V. Murino. An experimental framework
for evaluating ptz tracking algorithms. In J. Crowley, B. Draper, and M. Thonnat,
editors, Computer Vision Systems, volume 6962 of Lecture Notes in Computer Science, pages 81-90. Springer Berlin Heidelberg, 2011
- D. Tosato, M. Farenzena, M. Spera, V. Murino, and M. Cristani. Multi-
class classification on riemannian manifolds for video surveillance. In K. Daniilidis,
P. Maragos, and N. Paragios, editors, Computer Vision ECCV 2010, volume 6312
of Lecture Notes in Computer Science, pages 378-391. Springer Berlin Heidelberg,
2010
- D. Tosato, M. Farenzena, M. Cristani, and V. Murino. Part-based human
detection on riemannian manifolds. In 17th IEEE International Conference on Image
Processing (ICIP 2010), pages 3469-3472, 2010
- L. Bazzani, M. Cristani, and V. Murino. Collaborative particle lters for group
tracking. In 17th IEEE International Conference on Image Processing (ICIP 2010),
pages 837-840, 2010
- S. Martelli, D. Tosato, M. Farenzena, M. Cristani, and V. Murino. An fpga-
based classification architecture on riemannian manifolds. In Workshop on Database
and Expert Systems Applications (DEXA 2010), pages 215-220, 2010
- M. Farenzena, L. Bazzani, A. Perina, V. Murino, and M. Cristani. Person re-
identification by symmetry-driven accumulation of local features. In IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2010), pages 2360-2367,
2010. | pdf
- L. Bazzani, M. Cristani, A. Perina, M. Farenzena, and V. Murino. Multiple-
shot person re-identification by hpe signature. In 20th International Conference on
Pattern Recognition (ICPR 2010), pages 1413-1416, 2010
- D. Tosato, M. Farenzena, M. Cistani, and V. Murino. A re-evaluation of
pedestrian detection on riemannian manifolds. In 20th International Conference on
Pattern Recognition (ICPR 2010), pages 3308-3311, 2010
- L. Bazzani, M. Cristani, M. Bicego, and V. Murino. Online subjective fea-
ture selection for occlusion management in tracking applications. In 16th IEEE
International Conference on Image Processing (ICIP 2009), pages 3617-3620, 2009 | pdf
- A. Perina, M. Cristani, V. Murino, and N. Jojic. Capturing video structure
with mixture of probabilistic index maps. In 1st International Workshop on Machine
Learning for Vision-based Motion Analysis (MLVMA'08), Marseille, France, 2008
- M. Cristani and V. Murino. Background subtraction with adaptive spatio-
temporal neighborhood analysis. In International Conference on Computer Vision
Theory and Applications (VISAPP 2008), pages 484-489, 2008 | pdf
- D. S. Cheng, M. Cristani, and V. Murino. Super-resolved Digests of Humans
in Video. In The 1st International Workshop on Machine Learning for Vision-based
Motion Analysis (MLVMA'08), Marseille, France, 2008
- M. Cristani and V. Murino. A spatial sampling mechanism for effective
background subtraction. In International Conference on Computer Vision Theory
and Applications (VISAPP 2007), pages 403-412, 2007| pdf
- M. Cristani, M. Bicego, and V. Murino. Audio-visual foreground extraction
for event characterization. In IEEE Conference on Computer Vision and Pattern
Recognition Workshop (CVPRW '06), pages 116-116, 2006 | pdf
- A. Colombari, M. Cristani, V. Murino, and A. Fusiello. Exemplar-based
background model initialization. In Proceedings of the third ACM international
workshop on Video surveillance & sensor networks, VSSN '05, pages 29-36, New
York, NY, USA, 2005. ACM | pdf
- M. Cristani, D. S. Cheng, V. Murino, and D. Pannullo. Distilling information with super-resolution for video surveillance. In Proceedings of the ACM 2nd
international workshop on Video surveillance & sensor networks, VSSN '04, pages
2-11, New York, NY, USA, 2004. ACM | pdf
- M. Cristani, M. Bicego, and V. Murino. On-line adaptive background modelling for audio surveillance. In 17th IAPR International Conference on Pattern
Recognition (ICPR 2004), volume 2, pages 399-402 Vol.2, 2004| pdf
- M. Cristani, M. Bicego, and V. Murino. Audio-video integration for background modelling. In T. Pajdla and J. Matas, editors, Computer Vision - ECCV 2004, volume 3022 of Lecture Notes in Computer Science, pages 202-213. Springer
Berlin Heidelberg, 2004
- M. Cristani, M. Bicego, and V. Murino. Multi-level background initialization
using hidden markov models. In First ACM SIGMM international workshop on
Video surveillance, IWVS '03, pages 11-20, New York, NY, USA, 2003. ACM | pdf
- M. Cristani, M. Bicego, and V. Murino. Integrated region- and pixel-based
approach to background modelling. In Workshop on Motion and Video Computing
(WMVC 2002), pages 3-8, 2002 | pdf
-COMPUTER VISION + ONTOLOGY-
- S. A. Abdulhak, W. Riviera, and M. Cristani. Crowdsearching training sets
for image classification.. In IAPR International Conference on Image Analysis and
Processing (ICIAP), 2015
- M. Cristani and R. Ferrario. Statistical pattern recognition meets formal
ontologies: Towards a semantic visual understanding..In International Workshop on
Roadmapping the Future of Multimodal Research (associated with ICMI 2014), 2014
- S. Abdulhak, W. Riviera, N. Zeni, M. Cristani, R. Ferrario, and M. Cristani. Semantic-analysis object recognition: Automatic training set generation using textual
tags..In 1st International Workshop on Computer vision + ONTology Applied
Cross-disciplinary Technologies (associated to ECCV), 2014
- F. Setti, D.-S. Cheng, S. A. Abdulhak, R. Ferrario, and M. Cristani. Ontology-assisted object detection: Towards the automatic learning with internet. In IAPR
International Conference on Image Analysis and Processing (ICIAP 2013), 2013
-COMPUTER VISION and MULTIMEDIA-
- M. San Biagio, L. Bazzani, M. Cristani, and V. Murino. Weighted bag of
visual words for object recognition. In IEEE International Conference on Image Processing (ICIP), 2014 | pdf
- M. San Biagio, M. Crocco, M. Cristani, S. Martelli, and V. Murino. Heterogeneous auto-similarities of characteristics (HASC): exploiting relational information for classification. In IEEE 14th International Conference on Computer Vision
(ICCV 2013), 2013 | pdf
- F. Setti, D.-S. Cheng, S. A. Abdulhak, R. Ferrario, and M. Cristani. Ontology-assisted object detection: Towards the automatic learning with internet. In IAPR
International Conference on Image Analysis and Processing (ICIAP 2013), 2013
- P. Lovato, A. Perina, D. Cheng, C. Segalin, N. Sebe, and M. Cristani. We
like it! mapping image preferences on the counting grid. In IEEE International
Conference on Image Processing (ICIP 2013), 2013
- P. Lovato, A. Perina, N. Sebe, O. Zandon, A. Montagnini, M. Bicego, and
M. Cristani. Tell me what you like and ill tell you what you are: Discriminating
visual preferences on
Flickr data. In K. Lee, Y. Matsushita, J. Rehg, and Z. Hu,
editors, Computer Vision - ACCV 2012, volume 7724 of Lecture Notes in Computer
Science, pages 45-56. Springer Berlin Heidelberg, 2013
- D. Porello, F. Setti, and R. F. M. Cristani. Multiagent socio-technical systems. An ontological approach. In 15th International Workshop on Coordination,
Organizations, Institutions, and Norms (COIN@AAMAS 2013), 2013
- F. Setti, D.-S. Cheng, S. A. Abdulhak, R. Ferrario, and M. Cristani. "Tell
me more": How semantic technologies can help refining internet image search. In
International Workshop on Video and Image Ground Truth in computer vision Applications (VIGTA'13), 2013
- A. Bronstein, M. Bronstein, B. Bustos, U. Castellani, M. Cristani, B. Falcidieno, L. Guibas, I. Kokkinos, V. Murino, I. Sipiran, M. Ovsjanikov, G. Patane,
M. Spagnuolo, and J. Sun. Shrec 2010: robust feature detection and description
benchmark. In Eurographics 2010 Workshop on 3D Object Retrieval (3DOR'10),
pages 79-86. Eurographics Association, 2010
- A. Perina, N. Jojic, U. Castellani, M. Cristani, and V. Murino. Object recognition with hierarchical stel models. In K. Daniilidis, P. Maragos, and N. Paragios,
editors, Computer Vision ECCV 2010, volume 6316 of Lecture Notes in Computer
Science, pages 15-28. Springer Berlin Heidelberg, 2010
- H. Aghajan, M. Cristani, V. Murino, and N. Sebe. Pervasive video analysis:
workshop overview. In Proceedings of the international conference on Multimedia,
MM '10, pages 1753-1754, New York, NY, USA, 2010. ACM
- M. Cristani, A. Pesarin, C. Drioli, V. Murino, A. Roda, M. Grapulin, and
N. Sebe. Toward an automatically generated soundtrack from low-level cross-modal
correlations for automotive scenarios. In ACM
Multimedia Conference (ACM MM 2010), pages 551-560, New York, NY, USA, 2010. ACM
- A. Perina, M. Cristani, and V. Murino. 2lda: Segmentation for recognition. In
20th International Conference on Pattern Recognition (ICPR 2010), pages 995-998,
2010
- N. Jojic, A. Perina, M. Cristani, V. Murino, and B. Frey. Stel component
analysis: Modeling spatial correlations in image class structure. In IEEE Conference
on Computer Vision and Pattern Recognition (CVPR 2009), pages 2044-2051, 2009 | pdf
- U. Castellani, G. M. Cortelazzo, M. Cristani, E. Delponte, A. Fusiello, A. Giachetti, S. Mizzaro, F. Odone, E. Puppo, R. Scateni, and P. Zanuttigh. 3-shirt:
Three-dimensional shape indexing and retrieval techniques. In Eurographics Italian
Chapter Conference, pages 113-120, 2008| pdf
- A. Perina, M. Cristani, and V. Murino. Unsupervised learning of saliency
concepts for natural image classification and retrieval. In J. Ruiz-Shulcloper and
W. Kropatsch, editors, Progress in Pattern Recognition, Image Analysis and Applications, volume 5197 of Lecture Notes in Computer Science, pages 169-177. Springer
Berlin Heidelberg, 2008
- M. Cristani, A. Perina, U. Castellani, and V. Murino. Content visualization
and management of geo-located image databases. In Extended Abstracts on Human
Factors in Computing Systems (CHI '08), CHI EA '08, pages 2823-2828, New York,
NY, USA, 2008. ACM pp.2823-2828 | pdf
- M. Cristani, A. Perina, U. Castellani, and V. Murino. Geo-located image
analysis using latent representations. In IEEE Conference on Computer Vision and
Pattern Recognition (CVPR 2008), pages 1-8, 2008
- M. Cristani, A. Perina, and V. Murino. Geo-located image grouping using
latent descriptions. In A. Gasteratos, M. Vincze, and J. Tsotsos, editors, Computer
Vision Systems, volume 5008 of Lecture Notes in Computer Science, pages 425-434.
Springer Berlin Heidelberg, 2008 | pdf
- A. Perina, M. Cristani, and V. Murino. Natural scenes categorization by
hierarchical extraction of typicality patterns. In 14th International Conference on
Image Analysis and Processing (ICIAP 2007), pages 801-806, 2007 | pdf
- U. Castellani, M. Cristani, X. Lu, V. Murino, and A. Jain. Hmm-based geometric signatures for compact 3d face representation and matching. In IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2008),
pages 1-6, 2008, Anchorage, Alaska
- M. Farenzena, M. Cristani, U. Castellani, and A. Fusiello. 3d objects face
clustering using unsupervised mean shift. In R. de Amicis and G. Conti, editors,
Eurographics Italian Chapter Conference, pages 39-43. Eurographics, 2007| pdf
- U. Castellani, M. Cristani, and V. Murino. Acoustic range image segmentation
by effective mean shift. In IEEE International Conference on Image Processing
(ICIP 2006), pages 2437-2440, 2006 | pdf
- M. Cristani, U. Castellani, and V. Murino. Adaptive feature integration for
segmentation of 3d data by unsupervised density estimation. In 18th International
Conference on Pattern Recognition (ICPR 2006), volume 4, pages 21-24, 2006 | pdf
- U. Castellani, M. Cristani, and V. Murino. 3d data segmentation using
a non-parametric density estimation approach. In Eurographics Italian Chapter
Conference, pages 99-103, 2006 | pdf
-PATTERN RECOGNITION and MACHINE LEARNING-
- M. S. Biagio, S. Martelli, M. Crocco, M. Cristani, and V. Murino. Encoding
classes of unaligned objects using structural similarity cross-covariance tensors. In
18th Iberoamerican Congress on Pattern Recognition (CIARP 2013), 2013
- S. Vascon, M. Cristani, M. Pelillo, and V. Murino. Using dominant sets for
k-nn prototype selection. In IAPR International Conference on Image Analysis and
Processing (ICIAP 2013), 2013
- H. Q. Minh, M. Cristani, A. Perina, and V. Murino. A regularized spectral algorithm for hidden markov models with applications in computer vision. In
IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2012), pages
2384-2391, 2012
- F. Smeraldi, M. Bicego, M. Cristani, and V. Murino. Cloosting: Clustering
data with boosting. In C. Sansone, J. Kittler, and F. Roli, editors, Multiple Classifier Systems, volume 6713 of Lecture Notes in Computer Science, pages 289-298.
Springer Berlin Heidelberg, 2011
- A. Perina, M. Cristani, U. Castellani, V. Murino, and N. Jojic. Free energy
score space. In Y. Bengio, D. Schuurmans, J. D. Lagerty, C. K. I. Williams, and
A. Culotta, editors,NIPS, pages 1428-1436. Curran Associates, Inc., 2009| pdf
- A. Perina, M. Cristani, U. Castellani, V. Murino, and N. Jojic. A hybrid
generative/discriminative classification framework based on free-energy terms. In
IEEE 12th International Conference on Computer Vision (ICCV 2009), pages 2058-
2065, 2009 | pdf
- A. Perina, M. Cristani, U. Castellani, and V. Murino. A new generative
feature set based on entropy distance for discriminative classification. In P. Foggia,
C. Sansone, and M. Vento, editors, Image Analysis and Processing ICIAP 2009,
volume 5716 of Lecture Notes in Computer Science, pages 199-208. Springer Berlin
Heidelberg, 2009 | pdf
- M. Bicego, M. Cristani, V. Murino, E. Pekalska, and R. Duin. Clustering-
based construction of hidden markov models for generative kernels. In D. Cremers,
Y. Boykov, A. Blake, and F. Schmidt, editors, Energy Minimization Methods in
Computer Vision and Pattern Recognition, volume 5681 of Lecture Notes in Computer Science, pages 466-479. Springer Berlin Heidelberg, 2009| pdf
- M. Bicego, M. Cristani, A. Fusiello, and V. Murino. Watershed-based unsupervised clustering. In A. Rangarajan, M. Figueiredo, and J. Zerubia, editors, Energy
Minimization Methods in Computer Vision and Pattern Recognition, volume 2683 of
Lecture Notes in Computer Science, pages 83-94. Springer Berlin Heidelberg, 2003
- M. Bicego, M. Cristani, and V. Murino. Sparseness achievement in hidden
markov models. In 14th International Conference on Image Analysis and Processing
(ICIAP 2007), pages 67-72, 2007 (BEST POSTER AWARD)| pdf
-BIOINFORMATICS AND BIOMEDICAL DATA ANALYSIS-
- P. Lovato, M. Bicego, M. Cristani, N. Jojic, and A. Perina. Feature selection
using counting grids: Application to microarray data. In G. Gimelfarb, E. Hancock,
A. Imiya, A. Kuijper, M. Kudo, S. Omachi, T. Windeatt, and K. Yamada, editors,
Structural, Syntactic, and Statistical Pattern Recognition, volume 7626 of Lecture
Notes in Computer Science, pages 629-637. Springer Berlin Heidelberg, 2012
- A. Perina, P. Lovato, M. Cristani, and M. Bicego. A comparison on score spaces
for expression microarray data classification. In Proceedings of the 6th IAPR inter-
national conference on Pattern recognition in bioinformatics (PRIB 2011), PRIB'11,
pages 202-213, Berlin, Heidelberg, 2011. Springer-Verlag
- D. S. Cheng, M. Bicego, U. Castellani, M. Cristani, S. Cerruti, M. Bellani, G. Rambaldelli, M. Atzori, P. Brambilla, and V. Murino. A hybrid genera-
tive/discriminative method for classification of regions of interest in schizophrenia
brain mri. In Proceedings of MICCAI09 workshop on Probabilistic Models for Medical Image Analysis, Sept. 2009
- A. Daducci, U. Castellani, M. Cristani, P. Farace, P. Marzola, A. Sbarbati,
and V. Murino. Learning approach to analyze tumour heterogeneity in dce-mri data
during anti-cancer treatment. In C. Combi, Y. Shahar, and A. Abu-Hanna, editors,
Arti cial Intelligence in Medicine, volume 5651 of Lecture Notes in Computer Science, pages 385{389. Springer Berlin Heidelberg, 2009 | pdf
- A. Perina, M. Cristani, G. Malerba, L. Xumerle, V. Murino, and P. Pignatti. Unsupervised haplotype reconstruction and ld blocks discovery in a hidden markov
framework. In F. Masulli, S. Mitra, and G. Pasi, editors, Applications of Fuzzy Sets
Theory, volume 4578 of Lecture Notes in Computer Science, pages 659-665. Springer
Berlin Heidelberg, 2007 | pdf
- U. Castellani, M. Cristani, P. Marzola, V. Murino, E. Rossato, A. Sbarbati, Cancer area characterization by non-parametric clustering, Intelligent Data Analysis in Biomedicine and Pharmacology, Verona, Italy, 2006 | pdf
Ph.D. Thesis
- M. Cristani. Statistical generative modelling of
audio-video sequences
for scene analysis. PhD Thesis in Computer Science, University of Verona, April 2006| pdf
