Ph.D. in Ingegneria Informatica E Dei Sistemi , 34th cycle (2018-2021)
Ph.D. obtained in 2022
Dissertation:
Hardware-Aware Cross-Layer Optimizations of Deep Neural Networks for Embedded Systems (Abstract)
Tutors:
Enrico MaciiTeaching
Teachings
Bachelor of Science
- Informatica. A.A. 2019/20, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
- Informatica. A.A. 2020/21, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
- Informatica. A.A. 2021/22, INGEGNERIA AEROSPAZIALE. Collaboratore del corso
Publications
Works published during the Ph.D. View all publications in Porto@Iris
- Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E (2022)
On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets. In: VLSI-SoC: Technology Advancement on SoC Design / Grimblatt V., Hong Chang C., Reis R., Chattopadhyay A., Calimera A., Cham, Switzerland, SPRINGER INTERNATIONAL PUBLISHING AG, pp. 1-23. ISBN: 978-3-031-16817-8
Contributo in Volume - Mocerino, Luca (2022)
Hardware-Aware Cross-Layer Optimizations of Deep Neural Networks for Embedded Systems. relatore: MACII, Enrico; , 34. XXXIV Ciclo, P.: 151
Doctoral Thesis - Mocerino, L.; Calimera, A. (2021)
Axp: A hw-sw co-design pipeline for energy-efficient approximated convnets via associative matching. In: APPLIED SCIENCES, vol. 11. ISSN 2076-3417
Contributo su Rivista - Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico (2021)
AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets. In: International Conference on Very Large Scale Integration (VLSI-SoC), 4-7 Oct. 2021, pp. 1-6. ISBN: 978-1-6654-2614-5
Contributo in Atti di Convegno (Proceeding) - Mocerino, L.; Calimera, A. (2021)
Fast and Accurate Inference on Microcontrollers with Boosted Cooperative Convolutional Neural Networks (BC-Net). In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS, vol. 68, pp. 77-88. ISSN 1549-8328
Contributo su Rivista - Mocerino, Luca; Calimera, Andrea (2020)
TentacleNet: A Pseudo-Ensemble Template for Accurate Binary Convolutional Neural Networks. In: IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), pp. 261-265. ISBN: 978-1-7281-4922-6
Contributo in Atti di Convegno (Proceeding) - Mocerino, L.; Calimera, A. (2019)
CoopNet: Cooperative convolutional neural network for low-power MCUs. In: 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, ita, 2019, pp. 414-417. ISBN: 978-1-7281-0996-1
Contributo in Atti di Convegno (Proceeding)