Zanghieri M.; Benatti S.; Conti F.; Burrello A.; Benini L., Temporal Variability Analysis in sEMG Hand Grasp Recognition using Temporal Convolutional Networks, in: Proceedings - 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, Institute of Electrical and Electronics Engineers Inc., 2020, pp. 228 - 232 (atti di: 2020 IEEE International Conference on Artificial Intelligence Circuits and Systems, AICAS 2020, ita, 2020) [Contributo in Atti di convegno]
Garofalo, Angelo; Tagliavini, Giuseppe; Conti, Francesco; Rossi, Davide; Benini, Luca, XpulpNN: Accelerating Quantized Neural Networks on RISC-V Processors Through ISA Extensions, in: 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), Institute of Electrical and Electronics Engineers Inc. (IEEE), 2020, pp. 186 - 191 (atti di: Design, Automation and Test in Europe Conference and Exhibition, DATE 2020, Grenoble, France, 9-13 March 2020) [Contributo in Atti di convegno]Open Access
Palossi, Daniele; Loquercio, Antonio; Conti, Francesco; Flamand, Eric; Scaramuzza, Davide; Benini, Luca, A 64mW DNN-based Visual Navigation Engine for Autonomous Nano-Drones, «IEEE INTERNET OF THINGS JOURNAL», 2019, 6, pp. 8357 - 8371 [articolo]
Palossi D.; Conti F.; Benini L., An Open Source and Open Hardware Deep Learning-Powered Visual Navigation Engine for Autonomous Nano-UAVs, in: Proceedings - 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 604 - 611 (atti di: 15th Annual International Conference on Distributed Computing in Sensor Systems, DCOSS 2019, Santorini Island, Greece, 29-31 May 2019) [Contributo in Atti di convegno]Open Access
Meloni P.; Loi D.; Busia P.; Deriu G.; Pimentel A.D.; Sapra D.; Stefanov T.; Minakova S.; Conti F.; Benini L.; Pintor M.; Biggio B.; Moser B.; Shepelev N.; Fragoulis N.; Theodorakopoulos I.; Masin M.; Palumbo F., Optimization and deployment of CNNs at the Edge: The ALOHA experience, in: Proceedings of the 16th ACM International Conference on Computing Frontiers, CF 2019, New York, Association for Computing Machinery, Inc, 2019, pp. 326 - 332 (atti di: 16th ACM International Conference on Computing Frontiers, CF 2019, Alghero, Italia, 2019, 30.04-02.05) [Contributo in Atti di convegno]Open Access
Garofalo A.; Rusci M.; Conti F.; Rossi D.; Benini L., PULP-NN: A computing library for quantized neural network inference at the edge on RISC-V based parallel ultra low power clusters, in: 2019 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, 345 E 47TH ST, NEW YORK, NY 10017 USA, Institute of Electrical and Electronics Engineers Inc., 2019, pp. 33 - 36 (atti di: 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, ita, 2019) [Contributo in Atti di convegno]Open Access
Di Mauro, Alfio; Conti, Francesco; Schiavone, Pasquale Davide; Rossi, Davide; Benini, Luca, Pushing On-chip Memories Beyond Reliability Boundaries in Micropower Machine Learning Applications, in: 65th Annual IEEE International Electron Devices Meeting, IEDM 2019, «TECHNICAL DIGEST - INTERNATIONAL ELECTRON DEVICES MEETING», 2019, pp. 30.4.1 - 30.4.4 (atti di: 65th Annual IEEE International Electron Devices Meeting, IEDM 2019, San Francisco, CA, USA, 7-11 December 2019) [Contributo in Atti di convegno]
Burrello A.; Conti F.; Garofalo A.; Rossi D.; Benini L., Work-in-progress: Dory: Lightweight memory hierarchy management for deep NN inference on iot endnodes, in: Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion, CODES/ISSS 2019, Association for Computing Machinery, Inc, 2019, pp. 1 - 2 (atti di: 2019 International Conference on Hardware/Software Codesign and System Synthesis, CODES/ISSS 2019, New York, October 2019) [Contributo in Atti di convegno]Open Access
Pullini, Antonio; Conti, Francesco; Rossi, Davide; Loi, Igor; Gautschi, Michael; Benini, Luca, A Heterogeneous Multi-Core System-on-Chip for Energy Efficient Brain Inspired Computing, «IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS», 2018, 65, pp. 1094 - 1098 [articolo]Open Access
Meloni, P. and Loi, D. and Deriu, G. and Pimentel, A. D. and Sapra, D. and Moser, B. and Shepeleva, N. and Conti, F. and Benini, L. and Ripolles, O. and Solans, D. and Pintor, M. and Biggio, B. and Stefanov, T. and Minakova, S. and Fragoulis, N. and Theodorakopoulos, I. and Masin, M. and Palumbo, F., ALOHA: An Architectural-aware Framework for Deep Learning at the Edge, in: Proceedings of the Workshop on INTelligent Embedded Systems Architectures and Applications, ACM, 2018, pp. 19 - 26 (atti di: Workshop on INTelligent Embedded Systems Architectures and Applications, Torino, Italy, 2018) [Contributo in Atti di convegno]
Conti, Francesco; Cavigelli, Lukas; Paulin, Gianna; Susmelj, Igor; Benini, Luca, Chipmunk: A systolically scalable 0.9 mm2, 3.08Gop/s/mW @ 1.2 mW accelerator for near-sensor recurrent neural network inference, in: 2018 IEEE Custom Integrated Circuits Conference, CICC 2018, Institute of Electrical and Electronics Engineers Inc., 2018, pp. 1 - 4 (atti di: 2018 IEEE Custom Integrated Circuits Conference, CICC 2018, San Diego, CA, USA, 8-11 April 2018) [Contributo in Atti di convegno]Open Access
E. Flamand; D. Rossi; F. Conti; I. Loi; A. Pullini; F. Rotenberg; L. Benini, GAP-8: A RISC-V SoC for AI at the Edge of the IoT, in: 2018 IEEE 29th International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2018, pp. 1 - 4 (atti di: 2018 IEEE 29th International Conference on Application-specific Systems, Architectures and Processors (ASAP), Milan, Italy, 10-12 July 2018) [Contributo in Atti di convegno]
Meloni, Paolo; Capotondi, Alessandro; Deriu, Gianfranco; Brian, Michele; Conti, Francesco; Rossi, Davide; Raffo, Luigi; Benini, Luca, NEURAghe: Exploiting CPU-FPGA synergies for efficient and flexible CNN inference acceleration on zynQ SoCs, «ACM TRANSACTIONS ON RECONFIGURABLE TECHNOLOGY AND SYSTEMS», 2018, 11, Article number: 18, pp. 1 - 24 [articolo]Open Access
Schiavone P.D.; Rossi D.; Pullini A.; Di Mauro A.; Conti F.; Benini L., Quentin: an ultra-low-power PULPissimo SoC in 22nm FDX, in: 2018 IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference, S3S 2018, Institute of Electrical and Electronics Engineers Inc., 2018, pp. 1 - 3 (atti di: 2018 IEEE SOI-3D-Subthreshold Microelectronics Technology Unified Conference, S3S 2018, Hyatt Regency, San Francisco Airport, usa, 2018) [Contributo in Atti di convegno]
Gomez, Andres and Conti, Francesco and Benini, Luca, Thermal Image-based CNN's for Ultra-low Power People Recognition, in: Proceedings of the 15th ACM International Conference on Computing Frontiers, ACM, 2018, pp. 326 - 331 (atti di: Low-Power Embedded Systems Workshop (LP-EMS) colocated with Computing Frontiers 2018, Ischia, Italy, May 2018) [Contributo in Atti di convegno]
