Ph.D. candidate
in Ingegneria Elettrica, Elettronica E Delle Comunicazioni , 36th cycle (2020-2023)
Department of Electronics and Telecommunications (DET)
Research Assistant
Department of Electronics and Telecommunications (DET)
Docente esterno e/o collaboratore didattico
Department of Electronics and Telecommunications (DET)
Profile
PhD
Research topic
Optimized acceleration of deep neural networks on edge devices
Tutors
Research presentation
Research interests
Biography
Teaching
Teachings
Master of Science
- Integrated systems architecture. A.A. 2023/24, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Digital Electronics. A.A. 2023/24, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Integrated systems architecture. A.A. 2022/23, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Digital Electronics. A.A. 2022/23, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Integrated systems architecture. A.A. 2021/22, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
- Digital Electronics. A.A. 2021/22, INGEGNERIA ELETTRONICA (ELECTRONIC ENGINEERING). Collaboratore del corso
Bachelor of Science
- Digital systems electronics. A.A. 2023/24, INGEGNERIA ELETTRONICA. Collaboratore del corso
- Digital systems electronics. A.A. 2022/23, INGEGNERIA ELETTRONICA. Collaboratore del corso
- Digital systems electronics. A.A. 2021/22, INGEGNERIA ELETTRONICA. Collaboratore del corso
Publications
Latest publications View all publications in Porto@Iris
- Guella, Flavia; Valpreda, Emanuele; Caon, Michele; Masera, Guido; Martina, Maurizio (2024)
MARLIN: A Co-Design Methodology for Approximate ReconfigurabLe Inference of Neural Networks at the Edge. In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS. ISSN 1549-8328
Contributo su Rivista - Guella, Flavia; Valpreda, Emanuele; Caon, Michele; Masera, Guido; Martina, Maurizio (2024)
TEMET: Truncated REconfigurable Multiplier with Error Tuning. In: International Conference on Applications in Electronics Pervading Industry, Environment and Society, Genova, Italy, 28-29 September 2023, pp. 370-377. ISSN 1876-1119. ISBN: 978-3-031-48121-5
Contributo in Atti di Convegno (Proceeding) - Valpreda, Emanuele; Palumbo, Giuseppe; Caon, Michele; Masera, Guido; Martina, Maurizio (2023)
ERODE: Error Resilient Object DetEction by Recovering Bounding Box and Class Information. In: 18th International Conference on PhD Research in Microelectronics and Electronics, Valencia (Spain), 18-21 June 2023, pp. 277-280. ISBN: 979-8-3503-0320-9
Contributo in Atti di Convegno (Proceeding) - Rohit Vemparala, Manoj; Fasfous, Nael; Frickenstein, Alexander; Valpreda, Emanuele; ... (2022)
HW-Flow: A Multi-Abstraction Level HW-CNN Codesign Pruning Methodology. In: LEIBNIZ TRANSACTIONS ON EMBEDDED SYSTEMS, vol. 8, pp. 1-30. ISSN 2199-2002
Contributo su Rivista - Valpreda, Emanuele; Mori, Pierpaolo; Fasfous, Nael; Vemparala, Manoj Rohit; ... (2022)
HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures. In: ELECTRONICS, vol. 11. ISSN 2079-9292
Contributo su Rivista