Foto del docente

Luca Benini

Professore ordinario

Dipartimento di Ingegneria dell'Energia Elettrica e dell'Informazione "Guglielmo Marconi"

Settore scientifico disciplinare: ING-INF/01 ELETTRONICA

Pubblicazioni

Hersche M.; Benini L.; Rahimi A., Binary Models for Motor-Imagery Brain-Computer Interfaces: Sparse Random Projection and Binarized SVM, in: Proceedings - 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 163 - 167 (atti di: 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, ita, 2020) [Contributo in Atti di convegno]

Prado, Miguel De; Su, Jing; Saeed, Rabia; Keller, Lorenzo; Vallez, Noelia; Anderson, Andrew; Gregg, David; Benini, Luca; Llewellynn, Tim; Ouerhani, Nabil; Dahyot, Rozenn; Pazos, Nuria, Bonseyes AI Pipeline—Bringing AI to You, «ACM TRANSACTIONS ON THE INTERNET OF THINGS», 2020, 1, pp. 1 - 25 [articolo]

Samore A.; Rusci M.; Lazzaro D.; Melpignano P.; Benini L.; Morigi S., BrightNet: A Deep CNN for OLED-Based Point of Care Immunofluorescent Diagnostic Systems, «IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT», 2020, 69, pp. 6766 - 6775 [articolo]

Cavigelli L.; Benini L., CBinfer: Exploiting Frame-to-Frame Locality for Faster Convolutional Network Inference on Video Streams, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY», 2020, 30, pp. 1451 - 1465 [articolo]

Capotondi A.; Rusci M.; Fariselli M.; Benini L., CMix-NN: Mixed Low-Precision CNN Library for Memory-Constrained Edge Devices, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2020, 67, pp. 871 - 875 [articolo]Open Access

Borghesi, Andrea; Tagliavini, Giuseppe; Lombardi, Michele; Benini, Luca; Milano, Michela, Combining learning and optimization for transprecision computing, in: Proceedings of the 17th ACM International Conference on Computing Frontiers, 2020, pp. 10 - 18 (atti di: 17th ACM International Conference on Computing Frontiers, Catania, Italy, 1-10 June 2020) [Contributo in Atti di convegno]Open Access

Hersche M.; Rupp P.; Benini L.; Rahimi A., Compressing Subject-specific Brain-Computer Interface Models into One Model by Superposition in Hyperdimensional Space, in: Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 246 - 251 (atti di: 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, AlpExpo Congress Centre, fra, 2020) [Contributo in Atti di convegno]

Cesarini, Daniele; Bartolini, Andrea; Borghesi, Andrea; Cavazzoni, Carlo; Luisier, Mathieu; Benini, Luca, Countdown Slack: A Run-Time Library to Reduce Energy Footprint in Large-Scale MPI Applications, «IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS», 2020, 31, pp. 2696 - 2709 [articolo]

Cavalcante M.; Kurth A.; Schuiki F.; Benini L., Design of an open-source bridge between non-coherent burst-based and coherent cache-line-based memory systems, in: 17th ACM International Conference on Computing Frontiers 2020, CF 2020 - Proceedings, Association for Computing Machinery, Inc, 2020, pp. 81 - 88 (atti di: 17th ACM International Conference on Computing Frontiers, CF 2020, ita, 2020) [Contributo in Atti di convegno]

Leitner C.; Vostrikov S.; Penasso H.; Hager P.A.; Cosscttini A.; Benini L.; Baumgartner C., Detection of Motor Endplates in Deep and Pennate Skeletal Muscles in-vivo using Ultrafast Ultrasound, in: IEEE International Ultrasonics Symposium, IUS, IEEE Computer Society, «IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM», 2020, 2020-, pp. 1 - 7 (atti di: 2020 IEEE International Ultrasonics Symposium, IUS 2020, usa, 2020) [Contributo in Atti di convegno]

Ingolfsson T.M.; Hersche M.; Wang X.; Kobayashi N.; Cavigelli L.; Benini L., EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces, in: 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Institute of Electrical and Electronics Engineers Inc., 2020, 2020-, pp. 2958 - 2965 (atti di: 2020 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2020, can, 2020) [Contributo in Atti di convegno]

Jie C.; Loi I.; Benini L.; Rossi D., Energy-Efficient Two-level Instruction Cache Design for an Ultra-Low-Power Multi-core Cluster, in: Proceedings of the 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 1734 - 1739 (atti di: 2020 Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, AlpExpo Congress Centre, fra, 2020) [Contributo in Atti di convegno]

Daghero F.; Burrello A.; Pagliari D.J.; Benini L.; Macii E.; Poncino M., Energy-efficient adaptive machine learning on IoT end-nodes with class-dependent confidence, in: ICECS 2020 - 27th IEEE International Conference on Electronics, Circuits and Systems, Proceedings, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 1 - 4 (atti di: 27th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2020, gbr, 2020) [Contributo in Atti di convegno]

Burrello A.; Brunelli D.; Malavisi M.; Benini L., Enhancing structural health monitoring with vehicle identification and tracking, in: 2020 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), Institute of Electrical and Electronics Engineers Inc., «... IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE.», 2020, pp. 1 - 6 (atti di: 2020 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2020, Valamar Riviera, Dubrovnik, Croatia, May 25-29, 2020) [Contributo in Atti di convegno]Open Access

Hersche M.; Sangalli S.; Benini L.; Rahimi A., Evolvable Hyperdimensional Computing: Unsupervised Regeneration of Associative Memory to Recover Faulty Components, in: Proceedings - 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 281 - 285 (atti di: 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, ita, 2020) [Contributo in Atti di convegno]