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Dynamic ConvNets on Tiny Devices via Nested Sparsity
2023 Grimaldi, Matteo; Mocerino, Luca; Cipolletta, Antonio; Calimera, Andrea
Hardware-Aware Cross-Layer Optimizations of Deep Neural Networks for Embedded Systems
2022 Mocerino, Luca
On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets
2022 Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E
AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets
2021 Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico
Axp: A hw-sw co-design pipeline for energy-efficient approximated convnets via associative matching
2021 Mocerino, L.; Calimera, A.
Fast and Accurate Inference on Microcontrollers with Boosted Cooperative Convolutional Neural Networks (BC-Net)
2021 Mocerino, L.; Calimera, A.
TentacleNet: A Pseudo-Ensemble Template for Accurate Binary Convolutional Neural Networks
2020 Mocerino, Luca; Calimera, Andrea
CoopNet: Cooperative convolutional neural network for low-power MCUs
2019 Mocerino, L.; Calimera, A.
Energy-Efficient Convolutional Neural Networks via Recurrent Data Reuse
2019 Mocerino, Luca; Tenace, V.; Calimera, A.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Dynamic ConvNets on Tiny Devices via Nested Sparsity / Grimaldi, Matteo; Mocerino, Luca; Cipolletta, Antonio; Calimera, Andrea. - In: IEEE INTERNET OF THINGS JOURNAL. - ISSN 2327-4662. - 10:6(2023), pp. 5073-5082. [10.1109/JIOT.2022.3222014] | 1-gen-2023 | Matteo GrimaldiLuca MocerinoAntonio CipollettaAndrea Calimera | final.pdf; Dynamic_ConvNets_on_Tiny_Devices_via_Nested_Sparsity.pdf |
| Hardware-Aware Cross-Layer Optimizations of Deep Neural Networks for Embedded Systems / Mocerino, Luca. - (2022 Oct 14), pp. 1-151. | 14-ott-2022 | MOCERINO, LUCA | conv_phd_tesi_new.pdf; conv_summary.pdf |
| On the Efficiency of AdapTTA: An Adaptive Test-Time Augmentation Strategy for Reliable Embedded ConvNets / Mocerino, L; Rizzo, Rg; Peluso, V; Calimera, A; Macii, E (IFIP ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY). - 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, 2022. - ISBN 978-3-031-16817-8. - pp. 1-23 [10.1007/978-3-031-16818-5_1] | 1-gen-2022 | Mocerino, LRizzo, RGPeluso, VCalimera, AMacii, E | AdapTTA___Book_Chapter_for_paper_53_revised_1.pdf |
| AdapTTA: Adaptive Test-Time Augmentation for Reliable Embedded ConvNets / Mocerino, Luca; Rizzo, Roberto G.; Peluso, Valentino; Calimera, Andrea; Macii, Enrico. - (2021), pp. 1-6. (Intervento presentato al convegno International Conference on Very Large Scale Integration (VLSI-SoC) nel 4-7 Oct. 2021) [10.1109/VLSI-SoC53125.2021.9606980]. | 1-gen-2021 | Mocerino, LucaRizzo, Roberto G.Peluso, ValentinoCalimera, AndreaMacii, Enrico | Adaptive_Test_time_Augmentation____VLSI_SoC2021.pdf; AdapTTA_Adaptive_Test-Time_Augmentation_for_Reliable_Embedded_ConvNets.pdf |
| Axp: A hw-sw co-design pipeline for energy-efficient approximated convnets via associative matching / Mocerino, L.; Calimera, A.. - In: APPLIED SCIENCES. - ISSN 2076-3417. - 11:23 (11164)(2021). [10.3390/app112311164] | 1-gen-2021 | Mocerino L.Calimera A. | applsci-11-11164-v2.pdf |
| Fast and Accurate Inference on Microcontrollers with Boosted Cooperative Convolutional Neural Networks (BC-Net) / Mocerino, L.; Calimera, A.. - In: IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS. - ISSN 1549-8328. - 68:1(2021), pp. 77-88. [10.1109/TCSI.2020.3039116] | 1-gen-2021 | Mocerino L.Calimera A. | BCNet_TCASI_final_sub.pdf; 09275360.pdf |
| TentacleNet: A Pseudo-Ensemble Template for Accurate Binary Convolutional Neural Networks / Mocerino, Luca; Calimera, Andrea. - ELETTRONICO. - (2020), pp. 261-265. (Intervento presentato al convegno IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)) [10.1109/AICAS48895.2020.9073982]. | 1-gen-2020 | Mocerino, LucaCalimera, Andrea | 09073982.pdf; aicas20.pdf |
| CoopNet: Cooperative convolutional neural network for low-power MCUs / Mocerino, L.; Calimera, A.. - (2019), pp. 414-417. (Intervento presentato al convegno 26th IEEE International Conference on Electronics, Circuits and Systems, ICECS 2019 tenutosi a ita nel 2019) [10.1109/ICECS46596.2019.8964993]. | 1-gen-2019 | Mocerino L.Calimera A. | 08964993.pdf; main.pdf |
| Energy-Efficient Convolutional Neural Networks via Recurrent Data Reuse / Mocerino, Luca; Tenace, V.; Calimera, A.. - (2019), pp. 848-853. (Intervento presentato al convegno 22nd Design, Automation and Test in Europe Conference and Exhibition, DATE 2019 tenutosi a Firenze Fiera, ita nel 2019) [10.23919/DATE.2019.8714880]. | 1-gen-2019 | MOCERINO, LUCATenace V.Calimera A. | - |