Enrico Magli

ERC sectors

• Best reviewer award, IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing conferred by IEEE Geoscience and Remote Sensing Society, United States (2010)
• Best Associate Editor Award, IEEE Transactions on Circuits and Systems for Video Technology conferred by IEEE Circuits and Systems Society, United States (2010)
• Best Paper Award Francesco Carassa conferred by Gruppo Italiano Telecomunicazioni e Teoria dell'Informazione, Italy (2011)
• Top 10% Paper Award at IEEE International Workshop on Multimedia Signal Processing conferred by Organizing committee of IEEE International Workshop on Multimedia Signal Processing, United States (2011)
• IEEE Geoscience and Remote Sensing Society Transactions Prize Paper Award conferred by IEEE Geoscience and Remote Sensing Society, United States (2011)
• Top 10% Paper Award at 2013 IEEE International Workshop on Multimedia Signal Processing conferred by 2013 IEEE lnternational Workshop on Multimedia Signal Processing (MMSP) organizing committee, Italy (2013)
• Best Paper Award Francesco Carassa conferred by Gruppo Italiano Telecomunicazioni e Teoria dell'Informazione, Italy (2013)
• Best Paper Award Francesco Carassa conferred by Gruppo Italiano Telecomunicazioni e Teoria dell'Informazione, Italy (2014)

• IEEE Visual Communications and Image Processing Conference, Program chair
• IEEE International Conference on Multimedia and Expo, Program chair
• IEEE Visual Communications and Image Processing Conference, Program chair
• IEEE International Workshop on Multimedia Signal Processing, Program chair
• International Workshop on Multimedia Analysis and Processing, Program chair

• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2021/2022 (38. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2020/2021 (37. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2019/2020 (36. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2018/2019 (35. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2017/2018 (34. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2016/2017 (33. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2015/2016 (32. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2014/2015 (31. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI, 2013/2014 (30. ciclo)
  Politecnico di TORINO
• INGEGNERIA ELETTRONICA, 2012/2013 (29. ciclo)
  Politecnico di TORINO

• Collegio di Ingegneria Civile. Componente
• Collegio di Ingegneria Elettronica, delle Telecomunicazioni e Fisica (ETF). Componente
• Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente invitato

PhD

• Ethics of Artificial Intelligence (AI) (didattica di eccellenza). A.A. 2022/23, INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI. Main teacher
• Compressed sensing: theory and applications. A.A. 2018/19, INGEGNERIA ELETTRICA, ELETTRONICA E DELLE COMUNICAZIONI. Main teacher

Master of Science

• Signal, image and video processing and learning (modulo di Image and video processing and learning). A.A. 2022/23, COMMUNICATIONS ENGINEERING. Titolare del corso
• Signal, image and video processing and learning (modulo di Image and video processing and learning). A.A. 2023/24, COMMUNICATIONS ENGINEERING. Titolare del corso
• Multimedia signal processing. A.A. 2017/18, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Multimedia signal processing. A.A. 2018/19, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Multimedia signal processing. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Multimedia signal processing. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
• Image and video processing. A.A. 2021/22, COMMUNICATIONS AND COMPUTER NETWORKS ENGINEERING (INGEGNERIA TELEMATICA E DELLE COMUNICAZIONI). Collaboratore del corso
• Statistical learning and neural networks. A.A. 2018/19, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso
• Statistical learning and neural networks. A.A. 2019/20, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso
• Statistical learning and neural networks. A.A. 2020/21, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso
• Statistical learning and neural networks. A.A. 2021/22, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso
• Statistical learning and neural networks. A.A. 2022/23, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso
• Statistical learning and neural networks. A.A. 2023/24, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso
• Statistical Signal Processing. A.A. 2017/18, ICT FOR SMART SOCIETIES (ICT PER LA SOCIETA' DEL FUTURO). Titolare del corso

Bachelor of Science

• Elaborazione di immagine e video. A.A. 2017/18, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso
• Elaborazione di immagine e video. A.A. 2018/19, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso
• Elaborazione di immagine e video. A.A. 2019/20, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso
• Elaborazione di immagine e video. A.A. 2020/21, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso
• Elaborazione di immagine e video. A.A. 2021/22, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso
• Elaborazione di immagine e video. A.A. 2022/23, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso
• Elaborazione di immagine e video. A.A. 2023/24, INGEGNERIA DEL CINEMA E DEI MEZZI DI COMUNICAZIONE. Collaboratore del corso

Projects funded by commercial contracts

• Corso di formazione su "IoT machine learning and neutral networks", (2018-2019) - Responsabile Scientifico
  Commercial contracts

• Generative deep learning models
• Deep learning for image analysis
• Deep learning for video compression
• Secure authentication based on deep learning
• Deep learning for prediction of geomagnetic events
• Graph-based transforms for image processing
• Satellite image compression
• Compressive imaging
• Energy-efficient protocols for Internet of Things (IoT)
• Compressed sensing for privacy-preserving data processing
• Multimedia forensics
• Deep learning for image restoration
• Image rendering via neural radiance fields

• IPL Group

Projects funded by competitive calls

• SURPRISE - SUper-Resolved comPRessive InStrument in the visible and medium infrared for Earth observation applications , (2020-2023) - Responsabile Scientifico
  UE-funded research - H2020 - Industrial Leadership – LEIT - SPACE
• EO-ALERT - Next Generation Satellite Processing Chain for Rapid Civil Alerts , (2018-2020) - Responsabile Scientifico
  UE-funded research - H2020 - Industrial Leadership – LEIT - SPACE
• ToothPic, a large-scale camera identification systembased on compressed fingerprints , (2015-2017) - Responsabile Scientifico
  UE-funded research - H2020 - Excellent Science - ERC
• CRISP-TOWARDS COMPRESSIVE INFORMATION PROCESSING SYSTEM , (2011-2016) - Responsabile Scientifico
  UE-funded research - VII PQ - Ideas

Projects funded by commercial contracts

• Super-Resolution Algorithms , (2023-2023) - Responsabile Scientifico
  Commercial Research
• “Machine Learning for Self-Organizing Networks” , (2022-2022) - Responsabile Scientifico
  Commercial Research
• “Deep Learning applied to mobile networks” , (2022-2022) - Responsabile Scientifico
  Commercial Research
• Classification of network behaviour - Progetto N. 11 , (2021-2021) - Responsabile Scientifico
  Commercial Research
• Deep learning applied to mobile networks - Progetto N. 12 , (2021-2021) - Responsabile Scientifico
  Commercial Research
• Obfuscation layer for biometric authentication , (2020-2021) - Responsabile Scientifico
  Commercial Research
• Machine Learning for mobile networks - Progetto N. 12 , (2020-2020) - Responsabile Scientifico
  Commercial Research
• Visual monitoring Deep Learning based - Progetto N. 13 , (2020-2020) - Responsabile Scientifico
  Commercial Research
• Machine learning for mobile networks , (2019-2019) - Responsabile Scientifico
  Commercial Research
• Content-based optimization for video streaming services , (2019-2019) - Responsabile Scientifico
  Commercial Research
• Secure authentication systems , (2019-2020) - Responsabile Scientifico
  Commercial Research
• Deep Learning in Space: Solar Flares detection , (2018-2019) - Responsabile Scientifico
  Commercial Research
• Phase A/B1 of HyperSpectral Imaging Mission , (2018-2018) - Responsabile Scientifico
  Commercial Research
• Secure authentication systems , (2018-2019) - Responsabile Scientifico
  Commercial Research
• Visual monitoring Deep Learning based , (2018-2018) - Responsabile Scientifico
  Commercial Research
• Progetto n. 5 - Visual monitoring Deep Learning based , (2017-2017) - Responsabile Scientifico
  Commercial Research
• NEW TECHNIQUES FOR MULTY-HIPERSPECTRAL LOSSY COMPRESSION FOR VERY HIGH DATA RATE INSTRUMENTS , (2012-2013) - Responsabile Scientifico
  Commercial Research

• Alessandro Scarciglia. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (39^th cycle, 2023-in progress)
• Ziyao Yi. Programme in Intelligenza Artificiale (39^th cycle, 2023-in progress)
• Luca Savant Aira. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (38^th cycle, 2022-in progress)
• Emanuele Aiello. Programme in Intelligenza Artificiale (37^th cycle, 2021-in progress)
• Shuyang Li. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (36^th cycle, 2020-in progress)
  Research subject: Prediction of events in 5G networks
  
  Big Data, Machine Learning, Neural Networks and Data Science
  Communication and Computer Networks
• Antonio Montanaro. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (36^th cycle, 2020-in progress)
  Research subject: Remote sensing image processing using machine learning and deep learning techniques.
  
  Big Data, Machine Learning, Neural Networks and Data Science
  Geo-positioning, Navigation Systems and Remote sensing
  Big Data, Machine Learning, Neural Networks and Data Science
  Geo-positioning, Navigation Systems and Remote sensing
• Francesca Pistilli. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (35^th cycle, 2019-2023)
  Thesis: Learning robust and efficient point cloud representations
  
  Big Data, Machine Learning, Neural Networks and Data Science
  Multimedia Signal Processing
  Big Data, Machine Learning, Neural Networks and Data Science
  Multimedia Signal Processing
• Nicola Prette. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (34^th cycle, 2018-2022)
  Thesis: Advanced methods and deep learning for video and satellite data compression
  
  Big Data, Machine Learning, Neural Networks and Data Science
  Multimedia Signal Processing
  Big Data, Machine Learning, Neural Networks and Data Science
  Multimedia Signal Processing

• Nardin, Andrea; Dovis, Fabio; Valsesia, Diego; Magli, Enrico; Leuzzi, Chiara; Messineo, ... (2023)
  On the Use of Machine Learning Algorithms to Improve GNSS Products. In: 2023 IEEE/ION Position, Location and Navigation Symposium (PLANS), Monterey, California, USA, 24-27 Aprile 2023
  Contributo in Atti di Convegno (Proceeding)
• Li, Shuyang; Magli, Enrico; Francini, Gianluca (2023)
  TDANet: an efficient solution for short-term mobile traffic forecasting. In: 2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring), Florence (Italy), 20-23 June 2023, pp. 1-5. ISBN: 979-8-3503-1114-3
  Contributo in Atti di Convegno (Proceeding)
• Li, Shuyang; Francini, Gianluca; Magli, Enrico (2023)
  Temporal dynamics clustering for analyzing cell behavior in mobile networks. In: COMPUTER NETWORKS, vol. 223. ISSN 1389-1286
  Contributo su Rivista
• Bajic, Ivan V.; Mrak, Marta; Dufaux, Frédéric; Magli, Enrico; Chen, Tsuhan (2023)
  Multimedia Signal Processing: A history of the Multimedia Signal Processing Technical Committee. In: IEEE SIGNAL PROCESSING MAGAZINE, vol. 40, pp. 72-79. ISSN 1053-5888
  Contributo su Rivista
• Nardino, V.; Guzzi, D.; Lastri, C.; Palombi, L.; Coluccia, G.; Magli, E.; Labate, D.; ... (2023)
  Compressive Sensing Imaging Spectrometer for UV-Vis Stellar Spectroscopy: Instrumental Concept and Performance Analysis. In: SENSORS, vol. 23, pp. 1-24. ISSN 1424-8220
  Contributo su Rivista
• Ali, Arslan; Migliorati, Andrea; Bianchi, Tiziano; Magli, Enrico (2023)
  Gaussian class-conditional simplex loss for accurate, adversarially robust deep classifier training. In: EURASIP JOURNAL ON INFORMATION SECURITY, vol. 2023, pp. 1-17. ISSN 2510-523X
  Contributo su Rivista
• Montanaro, Antonio; Valsesia, Diego; Magli, Enrico (2023)
  Towards Hyperbolic Regularizers For Point Cloud Part Segmentation. In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 04-10 June 2023, pp. 1-5. ISBN: 978-1-7281-6327-7
  Contributo in Atti di Convegno (Proceeding)
• Cilia, Martina; Valsesia, Diego; Fracastoro, Giulia; Magli, Enrico (2023)
  Multi-Level Fusion for Burst Super-Resolution with Deep Permutation-Invariant Conditioning. In: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes Island, Greece, 04-10 June 2023, pp. 1-5. ISBN: 978-1-7281-6327-7
  Contributo in Atti di Convegno (Proceeding)
• Leuzzi, Chiara; Nardin, Andrea; Madaro, A.; Messineo, Rosario; Dovis, Fabio; Valsesia, ... (2023)
  GMLD: A TOOL TO INVESTIGATE AND DEMONSTRATE THE USE OF ML IN VARIOUS AREAS OF GNSS DOMAIN. In: 2023 conference on Big Data from Space, Vienna, Austria, 6-9 November 2023, pp. 129-132. ISBN: 978-92-68-08696-4
  Contributo in Atti di Convegno (Proceeding)
• Li, Shuyang; Magli, Enrico; Francini, Gianluca (2023)
  To Be Conservative or To Be Aggressive? A Risk-Adaptive Mixture of Experts for Mobile Traffic Forecasting. In: 2023 International Conference on Communications, Roma (Italy), 28 May 2023 - 01 June 2023, pp. 5471-5476
  Contributo in Atti di Convegno (Proceeding)
• Molini, A. B.; Valsesia, D.; Fracastoro, G.; Magli, E. (2022)
  Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks. In: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, vol. 60, pp. 1-17. ISSN 0196-2892
  Contributo su Rivista
• Valsesia, D.; Magli, E. (2022)
  Permutation invariance and uncertainty in multitemporal image super-resolution. In: IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, vol. 60, pp. 1-12. ISSN 0196-2892
  Contributo su Rivista
• Prette, Nicola; Valsesia, Diego; Bianchi, Tiziano; Magli, Enrico; Naccari, Matteo; ... (2022)
  Deep motion‐compensation enhancement in video compression. In: ELECTRONICS LETTERS. ISSN 0013-5194
  Contributo su Rivista
• Pistilli, F.; Valsesia, D.; Fracastoro, G.; Magli, E. (2022)
  Signal Compression via Neural Implicit Representations. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, Singapore, 23-27 May 2022, pp. 3733-3737. ISSN 1520-6149. ISBN: 978-1-6654-0540-9
  Contributo in Atti di Convegno (Proceeding)
• Raimondi, Valentina; Baldi, Massimo; Berndt, Dirk; Bianchi, Tiziano; Borque Gallego, ... (2022)
  Compressive Sensing instrumental concepts for space applications. In: SPIE Photonics Europe, Strasbourg, France, 3-7 April 2022, pp. 1-7. ISSN 0277-786X. ISBN: 9781510651487
  Contributo in Atti di Convegno (Proceeding)
• Cilia, Martina; Prette, Nicola; Valsesia, Diego; Bianchi, Tiziano; Magli, Enrico (2022)
  Deep Learning Methods for Satellite Compressive Imaging. In: OBPDC2022 - 8th International Workshop on OnBoard Payload Data Compression, Athens, Greece, 28-30 September 2022, pp. 1-8
  Contributo in Atti di Convegno (Proceeding)
• Migliorati, Andrea; Valsesia, Diego; Bianchi, Tiziano; Magli, Enrico (2022)
  Joint Super-Resolved Compressive Sensing and Encryption for Earth Observation Applications. In: OBPDC2022 - 8th International Workshop on OnBoard Payload Data Compression, Athens, Greece, 28-30 September 2022, pp. 1-7
  Contributo in Atti di Convegno (Proceeding)
• Montanaro, A.; Valsesia, D.; Magli, E. (2022)
  Rethinking the compositionality of point clouds through regularization in the hyperbolic space. In: 36th Conference on Neural Information Processing Systems, NeurIPS 2022, New Orleans, USA, November 28th through December 9th, 2022. ISSN 1049-5258. ISBN: 9781713871088
  Contributo in Atti di Convegno (Proceeding)
• Kerr, Murray; Tonetti, Stefania; Cornara, Stefania; Bravo Pérez-Villar, Juan-Ignacio; ... (2022)
  End-to-End Results for Almost-Real-Time Earth Observation from the EO-ALERT Project. In: Living Planet Symposium 2022, Bonn, Germany, 23-27 May 2022
  Contributo in Atti di Convegno (Proceeding)
• Montanaro, Antonio; Valsesia, Diego; Fracastoro, Giulia; Magli, Enrico (2022)
  Semi-Supervised Learning for Joint SAR and Multispectral Land Cover Classification. In: IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, vol. 19, pp. 1-5. ISSN 1545-598X
  Contributo su Rivista
• Valsesia, Diego; Magli, Enrico (2022)
  Super-Resolved Multi-Temporal Segmentation with Deep Permutation-Invariant Networks. In: IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, Kuala Lumpur, Malaysia, 17-22 July 2022, pp. 995-998. ISBN: 978-1-6654-2792-0
  Contributo in Atti di Convegno (Proceeding)
• Montanaro, Antonio; Valsesia, Diego; Magli, Enrico (2022)
  Exploring the Solution Space of Linear Inverse Problems with GAN Latent Geometry. In: 2022 IEEE International Conference on Image Processing (ICIP), Bordeaux, France, 16-19 October 2022, pp. 1381-1385. ISBN: 978-1-6654-9620-9
  Contributo in Atti di Convegno (Proceeding)
• Aiello, E.; Valsesia, D.; Magli, E. (2022)
  Cross-modal Learning for Image-Guided Point Cloud Shape Completion. In: 36th Conference on Neural Information Processing Systems, NeurIPS 2022, New Orleans, USA, November 28th through December 9th, 2022. ISSN 1049-5258. ISBN: 9781713871088
  Contributo in Atti di Convegno (Proceeding)

• Sistema di offuscamento di chiavi crittografiche basato sull'impronta digitale compressa di un sensore fotografico. national and international Patent
  Inventors: Tiziano Bianchi Enrico Magli Diego Valsesia
• Methods and apparatuses for encoding and decoding digital images or video streams. national and international Patent
  Inventors: Giulia Fracastoro Enrico Magli
• Methods and apparatuses for encoding and decoding digital images through superpixels. national and international Patent
  Inventors: Giulia Fracastoro Enrico Magli
• Apparatuses and methods for encoding and decoding images. national and international Patent
  Inventors: Giulia Fracastoro Enrico Magli
• Sistema di autenticazione di un utente basato su un impronta digitale compressa di un sensore fotografico. national and international Patent
  Inventors: Tiziano Bianchi Enrico Magli Diego Valsesia
• Convolutional neural networks, particularly for image analysis. international Patent
  Inventors: Enrico Magli
• Tecnica di recupero su larga scala di immagini acquisite da un dato dispositivo basata su impronte del sensore compresse tramite proiezioni aleatorie. national and international Patent
  Inventors: Tiziano Bianchi Enrico Magli Diego Valsesia
• Tecnica di riconoscimento di fotocamere attraverso impronta digitale del sensore compressa tramite proiezioni aleatorie, e sue applicazioni a problemi di identificazione. national and international Patent
  Inventors: Tiziano Bianchi Enrico Magli Diego Valsesia
• Distributed arithmetic coding. international Patent
  Inventors: Enrico Magli Gabriella Olmo