ANDREA CALIMERA

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Professore Associato (L.240)

+39 0110907185 / 7185 (DAUIN)

Pubblicazioni più recenti

Cipolletta, A.; Calimera, A. (2021)
Dataflow Restructuring for Active Memory Reduction in Deep Neural Networks. In: 2021 Design, Automation and Test in Europe Conference and Exhibition, DATE 2021, 2021, pp. 114-119. ISSN 1530-1591. ISBN: 978-3-9819263-5-4 Download fulltext
Xie, Chen; Jahier Pagliari, Daniele; Calimera, Andrea; Macii, Enrico; Poncino, Massimo (2021)
ACME: An energy-efficient approximate bus encoding for I2C. In: 2021 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), Boston, MA, USA, 26-28 July 2021, pp. 1-6. ISBN: 978-1-6654-3923-7 Download fulltext
Daghero, F.; Xie, C.; Jahier Pagliari, D.; Burrello, A.; Castellano, M.; Gandolfi, L.; ... (2021)
Ultra-compact binary neural networks for human activity recognition on RISC-V processors. In: 18th ACM International Conference on Computing Frontiers 2021, CF 2021, Virtual conference, 2021, pp. 3-11. ISBN: 9781450384049 Download fulltext
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
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 Download fulltext
Cerquitelli, Tania; Jahier Pagliari, Daniele; Calimera, Andrea; Bottaccioli, Lorenzo; ... (2021)
Manufacturing as a Data-Driven Practice: Methodologies, Technologies, and Tools. In: PROCEEDINGS OF THE IEEE, vol. 109, pp. 399-422. ISSN 0018-9219 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
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
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 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
Tenace, V.; Calimera, A.; Macii, E.; Poncino, M. (2020)
Logic Synthesis of Pass-Gate Logic Circuits with Emerging Ambipolar Technologies. In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, vol. 39, pp. 397-410. ISSN 0278-0070 Download fulltext
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
Tenace, V.; Calimera, A. (2019)
Inferential Logic: A Machine Learning Inspired Paradigm for Combinational Circuits. In: 26th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2018, ita, 2018, pp. 149-154. ISBN: 978-1-5386-4756-1 Download fulltext
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
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 Download fulltext
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