Dott. Guido Borghi

Dott. Guido Borghi

Homepage:

www.guidoborghi.it

Position at Imagelab:

Postdoctoral Fellow
Dipartimento d'Ingegneria "Enzo Ferrari", Modena Italy

Email:

guido_DOT_borghi_AT_unimore_DOT_it

Phone:

Tel +39 059 2058778

Guido Borghi

Guido Borghi is a post-doc at the University of Modena and Reggio Emilia. He works under the supervision of Prof. Franco Zambonelli, Prof. Rita Cucchiara and Prof. Roberto Vezzani. His research interests include Computer Vision and Deep Learning techniques applied to intensity and depth images. Among his research topics, he has worked on Driver Attention Monitoring, Gesture Analysis, Face Recognition and Body Pose Estimation. In 2018, he has spent four months at Stanford University at the Stanford Vision and Learning Lab working on Human-Robot Interaction under the supervision of Prof.Silvio Savarese. He is also a member of the RedVisionLab, working in collaboration with Ferrari S.p.A., and he is involved in research for Anomaly Detection with Italian Railway Company (RFI). He has served as a reviewer in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) and ICCV 2017 and 2019. He received the Laurea Degree in Computer Engineering in 2015 from the University of Modena and Reggio Emilia, Italy

Research Keywords: Automotive, Driver Attention Monitoring, Body Pose Analysis, 3D Vision, Human-Computer Interaction
Skill Keywords: Computer Vision, Deep Learning, Machine Learning, Pattern Recognition, Depth Maps and Depth Sensors

Personal website

Academic Presentations

Posters

Datasets

Teaching Material and Talks

Thesis supervision

Teaching Activities

  • Teaching Assistant in Computer Architecture and lab. course (2017/2018)
  • Laboratory Lecturer in Computer Vision course (2016/2017)
  • Laboratory Lecturer in Computer Vision course (2015/2016)

 


Research Projects


Research Activities


Publications

1 Borghi, Guido; Pini, Stefano; Vezzani, Roberto; Cucchiara, Rita "Driver Face Verification with Depth Maps" SENSORS, pp. 19 -3361 , 2019 Journal
2 Pini, Stefano; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Video synthesis from Intensity and Event Frames" Proceedings of the 20th International Conference on Image Analysis and Processing, Trento, Italy, 9-13 September 2019, 2019 Conference
3 D'Eusanio, Andrea; Pini, Stefano; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Manual Annotations on Depth Maps for Human Pose Estimation" Proceedings of the 20th International Conference on Image Analysis and Processing, Trento, Italia, 9-13 September 2019, 2019 Conference
4 Manganaro, Fabio; Pini, Stefano; Borghi, Guido; Vezzani, Roberto; Cucchiara, Rita "Hand Gestures for the Human-Car Interaction: the Briareo dataset" Proceedings of the 20th International Conference on Image Analysis and Processing, Trento, Italy, 9-13 September 2019, 2019 Conference
5 Caputo, F. M.; Burato, S.; Pavan, G.; Voillemin, T.; Wannous, H.; Vandeborre, J. P.; Maghoumi, M.; Taranta, E. M.; Razmjoo, A.; J. LaViola Jr., J.; Manganaro, F.; Pini, S.; Borghi, G.; Vezzani, R.; Cucchiara, R.; Nguyen, H.; Tran, M. T.; Giachetti, A. "Online Gesture Recognition" Eurographics Workshop on 3D Object Retrieval, Genova, 5-6 May 2019, 2019 | DOI: 10.2312/3dor.20191067 Conference
6 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 -1 , 2018 | DOI: 10.1109/TPAMI.2018.2885472 Journal
7 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
8 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
9 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
10 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
11 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, pp. 564 -570 , 15 May 2018, 2018 Conference
12 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
13 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, pp. 5494 -5503 , July, 22-25, 2017, 2017 Conference
14 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
15 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
16 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
17 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
18 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
19 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, pp. 539 -549 , 11-15 september 2017, 2017 Conference
20 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
21 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
22 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
23 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