Marco San Biagio

Post Doc
Post-Doc

Former colleague

Contacts

Via Morego 30

About

Biography:

I received my master degree cum laude in ”Informatic Engeneering for Intelligent Systems” from University of Palermo, Italy. Title of my thesis was: "Analysis of software and hardware redundancy techniques to improve reliability in microcontroller-based systems".

After that, I had a scholarship from GARR (http://www.garr.it/). My work regarded the implementation and extension of services and network resources (VoIP and others services) of the CNR - National Research Council in Palermo.

In april 2014, I got my PhD in Nanoscienses (specifically in Computer Vision and Pattern Recognition) in collaboration with Università di Genova and the PAVIS department at the Italian Institute of Technology. The title of my ph.D. thesis was: "Statistical Data Fusion Techniques For Multi-cue Image Classification". This work regards the use of techniques that combine data from multiple sources (or sensors - e.g. thermal and visible image, audio and video) and gather this information in order to perform inferences, which will be more efficient and potentially more accurate than if they were achieved by means of a single source. 

Now I'm a Post-Doc at the PAVIS department at the Italian Institute of Technology, Genova. 

My research interests include computer vision, image/video processing, video-surveillance system, signal processing, statistical pattern recognition and data fusion techniques for object detection and classi cation.

Website 1: www.marcosanbiagio.info
Website 2: www.marcosanbiagio.com

 

Projects

Multi-modal Fusion of Video and Thermal Data, Object Detection, AVIOAero

Selected Publications

Publications:

- San Biagio M. et al. «Recursive Segmentation Based on higher statistics in thermal imaging pedestrian detection», ISCCSP 2012 (oral presentation), IEEE.

- San Biagio M. et al. «Low-level multimodal integration on Riemannian Manifolds for Automatic Pedestrian Detection», Fusion 2012 (oral presentation), IEEE.

- San Biagio M. et al. «A Multiple Kernel Learning Approach to Multi-Modal Pedestrian Classification», ICPR 2012, IEEE.

- San Biagio M. et al. «Encoding Classes of Unaligned Objects Using Structural Similarity Cross-Covariance Tensors», CIARP 2013.

- San Biagio M. et al. «Heterogeneous Auto-Similarities of Characteristics (HASC): Exploiting Relational Information
for Classification», ICCV 2013, IEEE.

-San Biagio M. et al. «Weighted Bag Of Visual Words For Object Recognition», ICIP 2014, IEEE.

-San Biagio M. et al. «Encoding Structural Similarity By Cross-covariance Tensors For Image Classification», IJPRAI journal 2014, IEEE.

iit Publications

Machine Vision and Applications

2017 Automatic inspection of aeronautic components
*San Biagio M., *Beltran-Gonzales C., Giunta S., *Del Bue A., *Murino V.
Machine Vision and Applications, 0932-8092

IEEE Transactions on Systems, Man and Cybernetics: Systems

2016 Exploiting Feature Correlations by Brownian Statistics for People Detection and Recognition
Bak S., *San Biagio M., Kumar R., *Murino V., Bremond F.
IEEE Transactions on Systems, Man and Cybernetics: Systems

IEEE Conference on Computer Vision and Pattern Recognition

2016 Approximate Log-Hilbert-Schmidt Distances Between Covariance Operators for Image Classification
*Ha Quang M., *San Biagio M., Bazzani L., *Murino V.
IEEE Conference on Computer Vision and Pattern Recognition, pp. 5195-5203

23rd International Conference on Pattern Recognition

2016 Kernelized Covariance for Action Recognition
*Cavazza J., *Zunino A., *San Biagio M., *Murino V.
23rd International Conference on Pattern Recognition, Cancun, Mexico

12th IEEE International Conference on Advanced Video and Signal Based Surveillance

2015 Latent subcategory models for pedestrian detection with partial occlusion handling
*Martelli S., *San Biagio M., *Murino V.
12th IEEE International Conference on Advanced Video and Signal Based Surveillance, Karlsruhe.Germany

IEEE 12th International Symposium on Biomedical Imaging

2015 Kernel-based classification for brain connectivity graphs on the Riemannian manifold of positive definite matrices
*Dodero L., *Ha Quang M., *San Biagio M., *Murino V., *Sona D.
IEEE 12th International Symposium on Biomedical Imaging, pp. 42 - 45, New York, USA

International Conference on Image Processing (ICIP 2014)

2014 Weighted Bag Of Visual Words For Object Recognition
*San Biagio M., *Bazzani L., *Cristani M., *Murino V.
International Conference on Image Processing (ICIP 2014), Paris, France

Neural Information Processing Systems Conference 2014

2014 Log-Hilbert-Schmidt metric between positive definite operators on Hilbert spaces
*Ha Quang M., *San Biagio M., *Murino V.
Neural Information Processing Systems Conference 2014, pp. 388--396, Montreal, Quebec, Canada

International Journal of Pattern Recognition and Artificial Intelligence

2014 Encoding Structural Similarity by Cross-Covariance Tensors for Image Classification
*San Biagio M., *Martelli S., *Crocco M., *Cristani M., *Murino V.
International Journal of Pattern Recognition and Artificial Intelligence, vol. 28, (no. 7), pp. 19, 0218-0014

International Conference on Computer Vision 2013

2013 Heterogeneous Auto-Similarities of Characteristics (HASC): Exploiting Relational Information for Classification
*San Biagio M., *Crocco M., *Cristani M., *Martelli S., *Murino V.
International Conference on Computer Vision 2013, Sidney, Australia

18th Iberoamerican Congress on Pattern Recognition

2013 Encoding Classes of Unaligned Objects Using Structural Similarity Cross-Covariance Tensors
*San Biagio M., *Martelli S., *Crocco M., *Cristani M., *Murino V.
18th Iberoamerican Congress on Pattern Recognition, vol. 8258, pp. 133-140, Havana, Cuba

21st International Conference on Pattern Recognition (ICPR 2012)

2012 A Multiple Kernel Learning Approach to Multi-Modal Pedestrian Classification
*San Biagio M., Ulas A., *Crocco M., *Cristani M., Castellani U., *Murino V.
21st International Conference on Pattern Recognition (ICPR 2012), pp. 2412-2415, Tsukuba Science City, JAPAN

15th International Conference on Information Fusion (FUSION 2012)

2012 Low-level Multimodal Integration on Riemannian Manifolds for Automatic Pedestrian Detection
*San Biagio M., *Crocco M., *Cristani M., *Martelli S., *Murino V.
15th International Conference on Information Fusion (FUSION 2012), pp. 2223-2229, Singapore

5th International Symposium on Communications, Control and Signal Processing (ISCCSP 2012)

2012 Recursive Segmentation Based on Higher Order Statistics in Thermal Imaging Pedestrian Detection
*San Biagio M., *Crocco M., *Cristani M., *Murino V.
5th International Symposium on Communications, Control and Signal Processing (ISCCSP 2012), pp. 1-4, Rome, Italy