FABIO GALASSO

Associate professor


email: galasso@di.uniroma1.it
phone: +393455969678
building: RM115
room: G43

Prof. Fabio Galasso heads the Perception and Intelligence Lab (PINLab) at the Dept. of Computer Science, Sapienza University of Rome (Italy). Our group is interested in fundamental research and innovation transfer in computer vision and machine learning. Our specific research interests include distributed and multi-agent intelligent systems, perception (detection, recognition, re-identification, forecasting) and general intelligence (reasoning, meta-learning, domain adaptation), within sustainable (low-power-consumption and constrained-computational-resource sensors and devices) and interpretable (interpretable and verifiable AI) frameworks.

Previously, Fabio founded and directed the Computer Vision Department at OSRAM (Munich, Germany), an international team conducting R&D in artificial intelligence, computer vision and machine learning, in relation to smart lighting applications. We made long-term strategic propositions and cared about the entire life cycle of ideas, from the creation of new value propositions to the implementation of prototypes and pilots. Pilot installations include large industrial partners such as Edeka Supermarkets (smart retail, see press release) and the city of Ulm (smart city, see press). Innovation transfer successes include the VISN product, which was awarded the 2019 IoT/WT Innovation World Cup, the 2019 Digital Champions Award, and the 2018 Deutscher Digital Award.

Prior to OSRAM, he has conducted research on video analysis and segmentation, scene understanding and clustering at the University of Cambridge (UK) and at the Max Planck Institute for Informatics (Germany). He received his Master's Degree cum laude from the RomaTre University (Italy) and his PhD from the University of Cambridge (UK), Department of Engineering, following research work on texture analysis and 3D reconstruction. Before and after his Master's Degree, he gained experience as a Researcher in the Ericsson Laboratories and as a Project Engineer in Telecom Italia. In his career, he has been involved in consulting work relating to computer vision.

Fabio has recently coordinated a Marie Sklodowska-Curie Actions project (Horizon 2020) and was Principal-Co-Investigator in several German-funded projects, from the Ministry of Education and from the Ministry of Economics. He has served as area and industrial chair at international conferences, as reviewer for journals and conferences, and as co-chair of international workshops.

Research products

11573/1673543 - 2023 - Under the hood of transformer networks for trajectory forecasting
Franco, Luca; Galasso, Fabio - 01a Articolo in rivista
paper: PATTERN RECOGNITION (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 109372- - issn: 0031-3203 - wos: (0) - scopus: 2-s2.0-85148333409 (0)

11573/1675023 - 2023 - HYperbolic Self-Paced Learning for Self-Supervised Skeleton-based Action Representations
Franco, Luca; Mandica, Paolo; Munjal, Bharti; Galasso, Fabio - 04b Atto di convegno in volume
conference: The Eleventh International Conference on Learning Representations (Kigali, Rwanda)
book: The Eleventh International Conference on Learning Representations - ()

11573/1675144 - 2023 - Using Deep Learning to understand variations in fault zone properties: distinguishing foreshocks from aftershocks
Laurenti, Laura; Tinti, Elisa; Galasso, Fabio; Franco, Luca; Collettini, Cristiano; Marone, Chris James - 04d Abstract in atti di convegno
conference: European Geoscience Union General Assembly (Vienna)
book: EGU European Geoscience Union General Assembly 2023 - (9781510812253)

11573/1675145 - 2023 - DiffSD: Diffusion models for seismic denoising
Trappolini, Daniele; Laurenti, Laura; Tinti, Elisa; Galasso, Fabio; Marone, Chris James - 04d Abstract in atti di convegno
conference: European Geoscience Union General Assembly (Vienna)
book: EGU European Geoscience Union General Assembly 2023 - (9781510812253)

11573/1617762 - 2022 - Adversarial Branch Architecture Search for Unsupervised Domain Adaptation
Rahman, Muhammad Rameez Ur; Galasso, Fabio - 04b Atto di convegno in volume
conference: 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (Waikoloa, HI, USA)
book: 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) - (978-1-6654-0915-5)

11573/1621756 - 2022 - Few-Shot Object Detection: A Survey
Avola, Danilo; Cinque, Luigi; Crisostomi, Donato; Galasso, Fabio; Marini, Marco Raoul; Mecca, Alessio; Pannone, Daniele - 01a Articolo in rivista
paper: ACM COMPUTING SURVEYS (ACM / Association for Computing Machinery:1515 Broadway, 17th Floor:New York, NY 10036:(212)869-7440, EMAIL: acmhelp@hq.acm.org, INTERNET: http://www.acm.org, Fax: (212)944-1318) pp. - - issn: 0360-0300 - wos: WOS:000886929000020 (4) - scopus: 2-s2.0-85145187840 (3)

11573/1656390 - 2022 - Query-guided networks for few-shot fine-grained classification and person search
Munjal, Bharti; Flaborea, Alessandro; Galasso, Fabio - 01a Articolo in rivista
paper: PATTERN RECOGNITION (Elsevier Science Limited:Oxford Fulfillment Center, PO Box 800, Kidlington Oxford OX5 1DX United Kingdom:011 44 1865 843000, 011 44 1865 843699, EMAIL: asianfo@elsevier.com, tcb@elsevier.co.UK, INTERNET: http://www.elsevier.com, http://www.elsevier.com/locate/shpsa/, Fax: 011 44 1865 843010) pp. 109049- - issn: 0031-3203 - wos: WOS:000870987900009 (0) - scopus: 2-s2.0-85138467026 (1)

11573/1656424 - 2022 - Deep learning for laboratory earthquake prediction and autoregressive forecasting of fault zone stress
Laurenti, Laura; Tinti, Elisa; Galasso, Fabio; Franco, Luca; Marone, Chris James - 01a Articolo in rivista
paper: EARTH AND PLANETARY SCIENCE LETTERS (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598) pp. - - issn: 0012-821X - wos: WOS:000878180900005 (1) - scopus: 2-s2.0-85139253799 (2)

11573/1657985 - 2022 - GIPSO. Geometrically informed propagation for online adaptation in 3D LiDAR segmentation
Galasso, Fabio; Ricci, Elisa - 04b Atto di convegno in volume
conference: 17th European conference on computer Vision, ECCV 2022 (Tel Aviv; Israel)
book: Lecture Notes in Computer Science - (978-3-031-19827-4)

11573/1657986 - 2022 - Pose Forecasting in Industrial Human-Robot Collaboration
Sampieri, Alessio; D'amely Di Melendugno, Guido Maria; Galasso, Fabio - 04b Atto di convegno in volume
conference: European Conference on Computer Vision (Tel Aviv, Israel)
book: Lecture Notes in Computer Science - (978-3-031-19839-7)

11573/1660534 - 2022 - A self-supervised algorithm to detect signs of social isolation in the elderly from daily activity sequences
Prenkaj, Bardh; Aragona, Dario; Flaborea, Alessandro; Galasso, Fabio; Podo, Luca; Velardi, Paola - 01a Articolo in rivista
paper: ARTIFICIAL INTELLIGENCE IN MEDICINE (Amsterdam; Tecklenburg: Burgverlag; Elsevier Science Publishers) pp. - - issn: 0933-3657 - wos: WOS:000892449400004 (0) - scopus: 2-s2.0-85145439911 (0)

11573/1664528 - 2022 - Mesoscale precipitation nowcasting from weather radar data using space-time-separable graph convolutional networks
Trappolini, Daniele; Scofano, Luca; Sampieri, Alessio; Galasso, Fabio; Marzano, Frank Silvio - 04d Abstract in atti di convegno
conference: European Geoscience Union General Assembly (Vienna)
book: EGU General Assembly Conference Abstracts - ()

11573/1666767 - 2022 - CoSMix. Compositional semantic mix for domain adaptation in 3D LiDAR segmentation
Galasso, Fabio; Ricci, Elisa - 04b Atto di convegno in volume
conference: 17th European conference on computer Vision, ECCV 2022 (Tel Aviv; Israel)
book: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (978-3-031-19827-4)

11573/1489877 - 2021 - An integrated light management system with real-time light measurement and human perception
Galasso, Fabio - 01a Articolo in rivista
paper: LIGHTING RESEARCH & TECHNOLOGY (Arnold:338 Euston Road, London NW1 3BH United Kingdom:011 44 207 8736000, INTERNET: http://www.arnoldpublishers.com, Fax: 011 44 207 8736325) pp. 74-88 - issn: 1477-1535 - wos: WOS:000581798000001 (1) - scopus: 2-s2.0-85092591112 (2)

11573/1489887 - 2021 - Transformer Networks for Trajectory Forecasting
Galasso, Fabio - 04b Atto di convegno in volume
conference: International Conference on Pattern Recognition (Milan, Italy)
book: International Conference on Pattern Recognition - (9781728188089)

11573/1571230 - 2021 - Cluster-driven graph federated learning over multiple domains
Galasso, Fabio; Rodola', Emanuele - 04b Atto di convegno in volume
conference: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (Virtual)
book: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) - (978-1-6654-4899-4)

11573/1617237 - 2021 - Space-time-separable graph convolutional network for pose forecasting
Sampieri, Alessio; Franco, Luca; Galasso, Fabio - 04b Atto di convegno in volume
conference: International Conference on Computer Vision (ICCV) (Virtual)
book: Proceedings of the IEEE/CVF international conference on computer vision (ICCV) - ()

11573/1407853 - 2020 - Joint Detection and Tracking in videos with Identification Features
Galasso, Fabio - 01a Articolo in rivista
paper: IMAGE AND VISION COMPUTING (Editore attuale: ELSEVIER SCIENCE BV, PO BOX 211, AMSTERDAM, NETHERLANDS, 1000 AE Primo editore. Butterworth Heinemann Publishers:Linacre House Jordan Hill, Oxford OX2 8DP United Kingdom:011 44 1865 314569, EMAIL: bhmarketing@repp.co.uk, INTERNET: http://www.laxtonsprices.co.uk, Fax: 011 44 1865 314569) pp. - - issn: 0262-8856 - wos: WOS:000558728800003 (10) - scopus: 2-s2.0-85085163821 (10)

11573/1489889 - 2020 - SF-UDA-3D: Source-Free Unsupervised Domain Adaptation for LiDAR-Based 3D Object Detection
Galasso, Fabio - 04b Atto di convegno in volume
conference: International Conference on 3D Vision (3DV) (Fukuoka, Japan)
book: Proc. International Conference on 3D Vision (3DV) - (9781728181288)

11573/1489895 - 2020 - Class interference regularization
Galasso, Fabio - 04b Atto di convegno in volume
conference: British Machine Vision Conference (BMVC) (Birmingham, United Kingdom)
book: Proc. British Machine Vision Conference (BMVC) - ()

11573/1317401 - 2019 - Human-centric light sensing and estimation from RGBD images: the invisible light switch
Galasso, Fabio - 04b Atto di convegno in volume
conference: 19th IEEE Winter Conference on Applications of Computer Vision, WACV 2019 (Waikoloa Village; United States)
book: Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019 - (978-1-7281-1975-5)

11573/1341863 - 2019 - RGBD2lux: dense light intensity estimation with an RGBD sensor
Galasso, Fabio - 04b Atto di convegno in volume
conference: 19th IEEE Winter Conference on Applications of Computer Vision, WACV 2019 (Waikoloa Village; United States)
book: Proceedings - 2019 IEEE Winter Conference on Applications of Computer Vision, WACV 2019 - (978-1-7281-1975-5)

11573/1341866 - 2019 - UA-DETRAC 2018: report of AVSS2018 IWT4S challenge on advanced traffic monitoring
Carcagni', Piero; Galasso, Fabio; Nguyen, Dinh Thi - 04b Atto di convegno in volume
conference: 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2018 (Auckland; New Zealand)
book: Proceedings of AVSS 2018 - 2018 15th IEEE International Conference on Advanced Video and Signal-Based Surveillance - (978-1-5386-9294-3)

11573/1341868 - 2019 - Adversarial network compression
Galasso, Fabio - 04b Atto di convegno in volume
conference: 15th European Conference on Computer Vision, ECCV 2018 (Munich; Germany)
book: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (978-3-030-11017-8; 978-3-030-11018-5)

11573/1344885 - 2019 - Forecasting People Trajectories and Head Poses by Jointly Reasoning on Tracklets and Vislets
Galasso, Fabio - 01a Articolo in rivista
paper: IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (IEEE / Institute of Electrical and Electronics Engineers Incorporated:445 Hoes Lane:Piscataway, NJ 08854:(800)701-4333, (732)981-0060, EMAIL: subscription-service@ieee.org, INTERNET: http://www.ieee.org, Fax: (732)981-9667) pp. - - issn: 0162-8828 - wos: WOS:000626525300012 (19) - scopus: 2-s2.0-85102321703 (18)

11573/1344915 - 2019 - Query-guided end-to-end person search
Galasso, Fabio - 04b Atto di convegno in volume
conference: 32nd Meeting of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2019 (Long Beach, CA; United States)
book: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition - (978-172813293-8)

11573/1344926 - 2019 - Knowledge distillation for end-to-end person search
Galasso, Fabio - 04b Atto di convegno in volume
conference: British Machine Vision Conference, BMVC 2019 (Cardiff, United Kingdom)
book: BMVC 2019 - Proceedings of the British Machine Vision Conference 2019 - ()

11573/1341870 - 2018 - MX-LSTM: mixing tracklets and vislets to jointly forecast trajectories and head poses
Galasso, Fabio - 04b Atto di convegno in volume
conference: 31st Meeting of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018 (Salt Lake City; United States)
book: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition - (978-1-5386-6420-9)

11573/1341872 - 2018 - 'Seeing is believing': pedestrian trajectory forecasting using visual frustum of attention
Galasso, Fabio - 04b Atto di convegno in volume
conference: 18th IEEE Winter Conference on Applications of Computer Vision, WACV 2018 (Lake Tahoe; United States)
book: Proceedings - 2018 IEEE Winter Conference on Applications of Computer Vision, WACV 2018 - (978-1-5386-4886-5)

11573/1341875 - 2018 - Tiny head pose classification by bodily cues
Galasso, Fabio - 04b Atto di convegno in volume
conference: 24th IEEE International Conference on Image Processing, ICIP 2017 (Beijing; China)
book: Proceedings - International Conference on Image Processing, ICIP - (978-1-5090-2175-8)

11573/1317750 - 2017 - “Don’t turn off the lights”: modelling of human light interaction in indoor environments
Galasso, Fabio - 04b Atto di convegno in volume
conference: International Conference on Image Analysis and Processing, ICIAP 2017 (Catania; Italy)
book: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (978-3-319-70742-6)

11573/1317752 - 2017 - Geometric proposals for faster R-CNN
Galasso, Fabio - 04b Atto di convegno in volume
conference: IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2017 (Lecce; Italy)
book: 2017 14th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2017 - (978-1-5386-2939-0)

11573/1317756 - 2017 - Towards segmenting consumer stereo videos: benchmark, baselines and ensembles
Galasso, Fabio - 04b Atto di convegno in volume
conference: Asian Conference on Computer Vision, ACCV 2016 (Taipei; Taiwan)
book: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (978-331954192-1)

11573/1317829 - 2017 - UA-DETRAC 2017: report of AVSS2017 & IWT4S challenge on advanced traffic monitoring
Galasso, Fabio - 04b Atto di convegno in volume
conference: 14th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2017 (Lecce; Italy)
book: 2017 14th IEEE International Conference on Advanced Video and Signal Based Surveillance, AVSS 2017 - (978-153862939-0)

11573/1341877 - 2017 - LIT: a system and benchmark for light understanding
Galasso, Fabio - 04b Atto di convegno in volume
conference: 16th IEEE International Conference on Computer Vision Workshops, ICCVW 2017 (Venice; Italy)
book: Proceedings - 2017 IEEE International Conference on Computer Vision Workshops, ICCVW 2017 - (978-1-5386-1034-3)

11573/1341879 - 2017 - People detection in fish-eye top-views
Galasso, Fabio - 04b Atto di convegno in volume
conference: 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2017 (Porto; Portugal)
book: Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - (978-989758226-4)

11573/1317770 - 2016 - Improved image boundaries for better video segmentation
Galasso, Fabio - 04b Atto di convegno in volume
conference: European Conference on Computer Vision (Amsterdam; The Nederlands)
book: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (978-331949408-1)

11573/1317754 - 2015 - Classifier based graph construction for video segmentation
Galasso, Fabio - 04b Atto di convegno in volume
conference: IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Boston; United States)
book: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition - (978-146736964-0)

11573/1317760 - 2015 - First international workshop on video segmentation - panel discussion
Galasso, Fabio - 04b Atto di convegno in volume
conference: European Conference on Computer Vision (Zurich; Switzerland)
book: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) - (978-331916219-5)

11573/1317758 - 2014 - Spectral graph reduction for efficient image and streaming video segmentation
Galasso, Fabio - 04b Atto di convegno in volume
conference: IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2014) (Columbus; United States)
book: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition - (978-147995117-8)

11573/1317764 - 2014 - Learning must-link constraints for video segmentation based on spectral clustering
Galasso, Fabio - 04b Atto di convegno in volume
conference: German Conference on Pattern Recognition (Muenster; Germany)
book: Pattern recognition - (978-331911751-5)

11573/1317739 - 2013 - A unified video segmentation benchmark: annotation, metrics and analysis
Galasso, Fabio - 04b Atto di convegno in volume
conference: International Conference on Computer Vision, ICCV 2013 (Sydney, NSW; Australia)
book: Proceedings of the IEEE International Conference on Computer Vision - (978-147992839-2)

11573/1317744 - 2013 - Video segmentation with superpixels
Galasso, Fabio - 04b Atto di convegno in volume
conference: Asian Conference on Computer Vision (Daejeon; South Korea)
book: Computer Vision – ACCV 2012 - (978-364237330-5)

11573/1317746 - 2011 - Spatio-temporal clustering of probabilistic region trajectories
Galasso, Fabio - 04b Atto di convegno in volume
conference: IEEE International Conference on Computer Vision, ICCV 2011 (Barcelona; Spain)
book: Proceedings of the IEEE International Conference on Computer Vision - (978-145771101-5)

11573/1317737 - 2010 - Label propagation in video sequences
Galasso, Fabio - 04b Atto di convegno in volume
conference: 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2010 (San Francisco, CA; United States)
book: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition - (978-142446984-0)

11573/1317741 - 2009 - Fourier analysis and gabor filtering for texture analysis and local reconstruction of general shapes
Galasso, Fabio - 04b Atto di convegno in volume
conference: Conference on Computer Vision and Pattern Recognition, CVPR 2009 (Miami, FL; United States)
book: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition - (978-142443993-5)

11573/1317768 - 2008 - Shape from texture via fourier analysis
Galasso, Fabio - 04b Atto di convegno in volume
conference: International Symposium on Visual Computing, ISVC 2008 (Las Vegas, NV; United States)
book: Advances in Visual Computing - (3540896384)

11573/1317748 - 2007 - Shape from texture of developable surfaces via fourier analysis
Galasso, Fabio - 04b Atto di convegno in volume
conference: International Symposium on Visual Computing, ISVC 2007 (Lake Tahoe, NV; United States)
book: Advances in visual computing, Pt I - (978-354076857-9)

11573/1317762 - 2007 - Shape from texture: fast estimation of planar surface orientation via fourier analysis
Galasso, Fabio - 04b Atto di convegno in volume
conference: British Machine Vision Conference, BMVC 2007 (Warwick; United Kingdom)
book: BMVC 2007 - Proceedings of the British Machine Vision Conference 2007 - ()

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