
Fixed-term tenure-track assistant professor
Department of Electronics and Telecommunications (DET)
Teaching
Collegi of the degree programmes
- Collegio di Ingegneria Elettronica, delle Telecomunicazioni e Fisica. Componente invitato
- Collegio di Ingegneria Informatica, del Cinema e Meccatronica. Componente
Teachings
Master of Science
- Modelli e sistemi a eventi discreti. A.A. 2024/25, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Titolare del corso
- Modelli e sistemi a eventi discreti. A.A. 2022/23, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Optimization for machine learning. A.A. 2022/23, INGEGNERIA BIOMEDICA. Titolare del corso
- Modelli e sistemi a eventi discreti. A.A. 2021/22, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Modelli e sistemi a eventi discreti. A.A. 2020/21, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Modelli e sistemi a eventi discreti. A.A. 2019/20, INGEGNERIA INFORMATICA (COMPUTER ENGINEERING). Collaboratore del corso
- Analisi tempo-frequenza e multiscala. A.A. 2019/20, INGEGNERIA MATEMATICA. Collaboratore del corso
Bachelor of Science
- Controlli automatici. A.A. 2024/25, INGEGNERIA ELETTRONICA. Collaboratore del corso
- Automatic control. A.A. 2022/23, INGEGNERIA DELL'AUTOVEICOLO. Collaboratore del corso
- Automatic control. A.A. 2020/21, INGEGNERIA DELL'AUTOVEICOLO. Collaboratore del corso
Research
Research groups
Supervised PhD students
- Luca Savant Aira. Programme in Ingegneria Elettrica, Elettronica E Delle Comunicazioni (38th cycle, 2022-in progress)
Research subject: Multi-image restoration exploiting neural implicit world models
Big Data, Machine Learning, Neural Networks and Data Science Multimedia Signal Processing Big Data, Machine Learning, Neural Networks and Data Science Multimedia Signal Processing Big Data, Machine Learning, Neural Networks and Data Science Multimedia Signal Processing
Publications
PoliTO co-authors
Latest publications View all publications in Porto@Iris
- Fracastoro, Giulia; Fosson, Sophie M.; Migliorati, Andrea; Calafiore, Giuseppe C. (2024)
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks. In: IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, pp. 1-11. ISSN 2162-237X
Contributo su Rivista - Aira, Luca Savant; Valsesia, Diego; Molini, Andrea Bordone; Fracastoro, Giulia; Magli, ... (2024)
Deep 3D World Models for Multi-Image Super-Resolution Beyond Optical Flow. In: IEEE ACCESS, vol. 12, pp. 188902-188913. ISSN 2169-3536
Contributo su Rivista - Dordoni, Luca; Migliorati, Andrea; Fracastoro, Giulia; Fosson, Sophie; Bianchi, Tiziano; ... (2024)
Sparsification of Deep Neural Networks via Ternary Quantization. In: 34th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2024, London (UK), 2024, pp. 1-6. ISSN 2161-0371. ISBN: 9798350372250
Contributo in Atti di Convegno (Proceeding) - Migliorati, Andrea; Fracastoro, Giulia; Fosson, Sophie; Bianchi, Tiziano; Magli, Enrico (2024)
ConQ: Binary Quantization of Neural Networks via Concave Regularization. In: 34th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2024, London (UK), 22-25 September 2024, pp. 1-6. ISSN 2161-0371. ISBN: 9798350372250
Contributo in Atti di Convegno (Proceeding) - Pistilli, F.; Valsesia, D.; Fracastoro, G.; Magli, E. (2022)
Point cloud attribute compression with neural implicit representations. In: 2022 ESA International Workshop on On-Board Data Compression, Athens (Gre), 28-30 September 2022
Contributo in Atti di Convegno (Proceeding)
Society and Enterprise
Patents and other intellectual properties
- Methods and apparatuses for enconding and decoding digital images or video streams. national Patent
Inventors: Giulia Fracastoro - 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