Dott. Guido Borghi

Dott. Guido Borghi

Homepage:

www.guidoborghi.it

Position at Imagelab:

PhD Student
Dipartimento d'Ingegneria "Enzo Ferrari", Modena Italy

Email:

guido_DOT_borghi_AT_unimore_DOT_it

Phone:

Tel +39-059-2056263 Fax +39-059-2056129

Guido Borghi

Guido Borghi is a PhD student at the International Doctorate School in ICT of the University of Modena e Reggio Emilia.
He works under the supervision of Prof. Rita Cucchiara and Prof. Roberto Vezzani.
He received the Laurea Degree in Computer Engineering in 2015 from the University of Modena and Reggio Emilia, Italy

Research Keywords: Automotive, Driver Behaviour Analysis, Landmark, Pose and Detection of 3D Head, 3D Vision, Human Computer Interaction
Skill Keywords: Computer Vision, Deep Learning, Machine Learning, Pattern Recognition, Depth Images

Personal website and Curriculum Vitae

 

Teaching Activities

  • Teaching Assistant in Computer Architecture and lab. course
  • Laboratory Lecturer in Computer Vision course (2016/2017)
  • Laboratory Lecturer in Computer Vision course (2015/2016)
     

Thesis supervision

  • Deep learning - based framework for driver attention analysis and human car interaction (MSc candidate Diego Ballotta)
  • Studio e sperimentazione di sistemi di Visione Artificiale in ambito automotive per il monitoraggio del conducente (MSc candidate Elia Frigieri, 110L)
  • Pose Estimation tramite tecniche di Deep Learning per Automotive (MSc candidate Marco Venturelli, 110L) 
    "Sandro Salvati" national award winner, promoted by Ania fundation (click here for the original news)
  • Analisi del comportamento del conducente nei sistemi ADAS (BSc candidate Matteo Tomei)
     

Datasets


Research Projects


Research Activities


Publications

1 Bolelli, Federico; Borghi, Guido; Grana, Costantino "XDOCS: An Application to Index Historical Documents" Digital Libraries and Multimedia Archives, vol. 806, Udine, Italy, pp. 151 -162 , Jan 25-26, 2018
DOI: 10.1007/978-3-319-73165-0_15 Conference
2 Borghi, Guido; Frigieri, Elia; Vezzani, Roberto; Cucchiara, Rita "Hands on the wheel: a Dataset for Driver Hand Detection and Tracking" Proceedings of the 8th International Workshop on Human Behavior Understanding (HBU), Xi'An, 15 May 2018, 2018 Conference
3 Fabbri, Matteo; Borghi, Guido; Lanzi, Fabio; Vezzani, Roberto; Calderara, Simone; Cucchiara, Rita "Domain Translation with Conditional GANs: from Depth to RGB Face-to-Face" Proceedings of the 24th International Conference on Pattern Recognition (ICPR) 2018, Beijing (China), August , 20-24 2018, 2018 Conference
4 Ballotta, Diego; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Fully Convolutional Network for Head Detection with Depth Images" Proceedings of the 24th International Conference on Pattern Recognition (ICPR), Beijing (China), August, 20-24 2018, 2018 Conference
5 Borghi, Guido; Pini, Stefano; Grazioli, Filippo; Vezzani, Roberto; Cucchiara, Rita "Face Verification from Depth using Privileged Information" Proceedings of the 29th British Machine Vision Conference (BMVC), Newcastle, 3-6 September 2018, 2018 Conference
6 Pini, Stefano; Grazioli, Filippo; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Learning to Generate Facial Depth Maps" Proceedings of the 6th international conference on 3D Vision (3DV), Verona, 5-8 September, 2018 Conference
7 Borghi, Guido; Fabbri, Matteo; Vezzani, Roberto; Calderara, Simone; Cucchiara, Rita "Face-from-Depth for Head Pose Estimation on Depth Images" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, pp. 1 -10 , 2018 Journal
8 Borghi, Guido; Venturelli, Marco; Vezzani, Roberto; Cucchiara, Rita "POSEidon: Face-from-Depth for Driver Pose Estimation" Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, Hawaii, July, 22-25, 2017, 2017 Conference
9 Borghi, Guido; Gasparini, Riccardo; Vezzani, Roberto; Cucchiara, Rita "Embedded Recurrent Network for Head Pose Estimation in Car" Proceedings of the 2017 IEEE Intelligent Vehicles Symposium, Redondo Beach CA, USA, June 11-14, 2017 Conference
10 Frigieri, Elia; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Fast and Accurate Facial Landmark Localization in Depth Images for In-car Applications" Proceedings of the 19th International Conference on Image Analysis and Processing, Catania, 11-15 september 2017, 2017 Conference
11 Palazzi, Andrea; Borghi, Guido; Abati, Davide; Calderara, Simone; Cucchiara, Rita "Learning to Map Vehicles into Bird's Eye View" Proceedings of the 19th International Conference on Image Analysis and Processing, Catania, 11-15 september 2017, 2017 Conference
12 Bolelli, Federico; Borghi, Guido; Grana, Costantino "Historical Handwritten Text Images Word Spotting through Sliding Window HOG Features" Image Analysis and Processing - ICIAP 2017, vol. 10484, Catania, Italy, pp. 729 -738 , Sep 11-15, 2017
DOI: 10.1007/978-3-319-68560-1_65 Conference
13 Balducci, Fabrizio; Borghi, Guido "An Annotation Tool for a Digital Library System of Epidermal Data" Digital Libraries and Archives, vol. 733, Modena, pp. 173 -186 , 26-27 January 2017, 2017
DOI: 10.1007/978-3-319-68130-6_14 Conference
14 Ballotta, Diego; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Head Detection with Depth Images in the Wild" Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, Funchal, Portugal, 27-29 January 2018, 2017 Conference
15 Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita; "Fast gesture recognition with Multiple StreamDiscrete HMMs on 3D Skeletons" Proceedings of the 23rd International Conference on Pattern Recognition, Cancun, Dec 4-8, 2016, 2016 Conference
16 Venturelli, Marco; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Deep Head Pose Estimation from Depth Data for In-car Automotive Applications" Proceedings of the 2nd International Workshop on Understanding Human Activities through 3D Sensors, Cancun (Mexico), Dec 4 , 2016, 2016 Conference
17 Baraldi, Lorenzo; Grana, Costantino; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Shot, scene and keyframe ordering for interactive video re-use" Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, vol. 4, Rome, pp. 626 -631 , Feb 27-29, 2016, 2016
DOI: 10.5220/0005768706260631 Conference
18 Venturelli, Marco; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "From Depth Data to Head Pose Estimation: a Siamese approach" Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP), Porto, Portugal, 27 february - 1 march, 2017, 2016 Conference