VALENTINO PELUSO

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Research Assistant
Adjunct Professor

Most recent publications

Cipolletta, Antonio; Peluso, Valentino; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; ... (2021)
Energy-Quality Scalable Monocular Depth Estimation on Low-Power CPUs. In: IEEE INTERNET OF THINGS JOURNAL. ISSN 2327-4662 Download fulltext
Peluso, Valentino; Cipolletta, Antonio; Calimera, Andrea; Poggi, Matteo; Tosi, Fabio; ... (2021)
Monocular Depth Perception on Microcontrollers for Edge Applications. In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY. ISSN 1051-8215 Download fulltext
Rizzo, Roberto Giorgio; Peluso, Valentino; Calimera, Andrea (2021)
TVFS: Topology Voltage Frequency Scaling for Reliable Embedded ConvNets. In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. II, EXPRESS BRIEFS, vol. 68, pp. 672-676. ISSN 1549-7747 Download fulltext
Peluso, V.; Cipolletta, A.; Calimera, A.; Poggi, M.; Tosi, F.; Aleotti, F.; Mattoccia, S. (2020)
Enabling monocular depth perception at the very edge. In: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2020, usa, 2020, pp. 1581-1583. ISBN: 978-1-7281-9360-1 Download fulltext
Peluso, Valentino (2020)
Optimization Tools for ConvNets on the Edge. relatore: MACII, Enrico; , 32. XXXII Ciclo, P.: 158 Download fulltext
Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea (2020)
EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets. In: IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS), pp. 233-237. ISBN: 978-1-7281-4922-6 Download fulltext
Peluso, V.; Rizzo, R. G.; Calimera, A. (2020)
Efficacy of topology scaling for temperature and latency constrained embedded convnets. In: JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS, vol. 10. ISSN 2079-9268 Download fulltext
Peluso, V.; Calimera, A. (2019)
Energy-Driven Precision Scaling for Fixed-Point ConvNets. In: 26th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2018, ita, 2018, pp. 113-118. ISBN: 978-1-5386-4756-1
Peluso, Valentino; Rizzo, Roberto Giorgio; Calimera, Andrea (2019)
Performance Profiling of Embedded ConvNets under Thermal-Aware DVFS. In: ELECTRONICS, vol. 8. ISSN 2079-9292 Download fulltext
Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea (2019)
Optimality Assessment of Memory-Bounded ConvNets Deployed on Resource-Constrained RISC Cores. In: IEEE ACCESS, pp. 1-13. ISSN 2169-3536 Download fulltext
Peluso, V.; Calimera, A. (2019)
Energy-Accuracy Scalable Deep Convolutional Neural Networks: A Pareto Analysis. In: IFIP Advances in Information and Communication Technology / S.N., S.L., Springer New York LLC, pp. 107-127. ISBN: 978-3-030-23424-9
Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Zhou, Jun (2019)
On the Efficiency of Early Bird Sampling (EBS) an Error Detection-Correction Scheme for Data-Driven Voltage Over-Scaling. In: VLSI-SoC: Opportunities and Challenges Beyond the Internet of Things / S.N., S.L., Springer International Publishing, pp. 153-177. ISBN: 978-3-030-15662-6
Peluso, V.; Cipolletta, A.; Calimera, A.; Poggi, M.; Tosi, F.; Mattoccia, S. (2019)
Enabling Energy-Efficient Unsupervised Monocular Depth Estimation on ARMv7-Based Platforms. In: 22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019, Firenze Fiera, ita, 2019, pp. 1703-1708. ISBN: 978-3-9819263-2-3
Peluso, V.; Rizzo, R. G.; Cipolletta, A.; Calimera, A. (2019)
Inference on the Edge: Performance Analysis of an Image Classification Task Using Off-The-Shelf CPUs and Open-Source ConvNets. In: 6th International Conference on Social Networks Analysis, Management and Security, SNAMS 2019, esp, 2019, pp. 454-459. ISBN: 978-1-7281-2946-4 Download fulltext
Peluso, V.; Cipolletta, A.; Vaiana, F.; Calimera, A. (2019)
Integer ConvNets on embedded CPUs: Tools and performance assessment on the cortex-A cores. In: 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019, ita, 2019, pp. 598-601. ISBN: 978-1-7281-0996-1 Download fulltext
Peluso, V.; Grimaldi, M.; Calimera, A. (2019)
Arbitrary-Precision Convolutional Neural Networks on Low-Power IoT Processors. In: 27th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2019, per, 2019, pp. 142-147. ISBN: 978-1-7281-3915-9 Download fulltext
Peluso, V.; Calimera, A. (2018)
Scalable-effort ConvNets for multilevel classification. In: 37th IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2018, Hilton San Diego Resort and Spa, usa, 2018, pp. 1-8. ISBN: 9781450359504
Peluso, Valentino; Calimera, Andrea (2018)
Weak-MAC: Arithmetic Relaxation for Dynamic Energy-Accuracy Scaling in ConvNets. In: IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5. ISBN: 978-1-5386-4881-0
Santoro, Giulia; Casu, Mario R.; Peluso, Valentino; Calimera, Andrea; Alioto, Massimo (2018)
Design-Space Exploration of Pareto-Optimal Architectures for Deep Learning with DVFS. In: IEEE International Symposium on Circuits and Systems (ISCAS), pp. 1-5. ISBN: 978-1-5386-4881-0
Bolzoni, Alberto; La Bella, Alessio; Moschetta, Davide; Musacci, Giulia; Gruosso, ... (2015)
Object based modelling of hybrid electrical vehicle and power management control. In: 2015 IEEE 1st International Forum on Research and Technologies for Society and Industry (RTSI 2015), Turin (ITA), 16-18 September 2015, pp. 534-540. ISBN: 978-1-4673-8166-6
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