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Dynamic ConvNets on Tiny Devices via Nested Sparsity
2023 Grimaldi, Matteo; Mocerino, Luca; Cipolletta, Antonio; Calimera, Andrea
Hardware-Aware Compression Techniques for Embedded Deep Neural Networks
2021 Grimaldi, Matteo
EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets
2020 Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea
Arbitrary-Precision Convolutional Neural Networks on Low-Power IoT Processors
2019 Peluso, V.; Grimaldi, M.; Calimera, A.
Layer-wise compressive training for convolutional neural networks
2019 Grimaldi, Matteo; Tenace, Valerio; Calimera, Andrea
Optimality Assessment of Memory-Bounded ConvNets Deployed on Resource-Constrained RISC Cores
2019 Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea
A compression-driven training framework for embedded deep neural networks
2018 Grimaldi, M.; Pugliese, Federico; Tenace, V.; Calimera, A.
Enabling Stroke Rehabilitation in Home and Community Settings: A Wearable Sensor-Based Approach for Upper-Limb Motor Training
2018 Lee, Sunghoon I; Adans-Dester, Catherine P; Grimaldi, Matteo; Dowling, Ariel V; Horak, Peter C; Black-Schaffer, Randie M; Bonato, Paolo; Gwin, Joseph T
Muscle Synergies as the Basis for the Control of a Hand Prosthesis
2018 Bonato, Paolo; Sapienza, Stefano; Grimaldi, Matteo; Fabara, Eric; Daneault, Jean-Francois
| 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 Compression Techniques for Embedded Deep Neural Networks / Grimaldi, Matteo. - (2021 Oct 15), pp. 1-161. | 15-ott-2021 | GRIMALDI, MATTEO | MatteoGrimaldi_thesis__PDF.pdf; MatteoGrimaldi_abstract__PDF.pdf |
| EAST: Encoding-Aware Sparse Training for Deep Memory Compression of ConvNets / Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea. - ELETTRONICO. - (2020), pp. 233-237. (Intervento presentato al convegno IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS)) [10.1109/AICAS48895.2020.9073979]. | 1-gen-2020 | Grimaldi, MatteoPeluso, ValentinoCalimera, Andrea | PID6298707.pdf; 09073979.pdf |
| Arbitrary-Precision Convolutional Neural Networks on Low-Power IoT Processors / Peluso, V.; Grimaldi, M.; Calimera, A.. - 2019-:(2019), pp. 142-147. (Intervento presentato al convegno 27th IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2019 tenutosi a per nel 2019) [10.1109/VLSI-SoC.2019.8920341]. | 1-gen-2019 | Peluso V.Grimaldi M.Calimera A. | 8920341.pdf; main.pdf |
| Layer-wise compressive training for convolutional neural networks / Grimaldi, Matteo; Tenace, Valerio; Calimera, Andrea. - In: FUTURE INTERNET. - ISSN 1999-5903. - 11:1(2019). [10.3390/fi11010007] | 1-gen-2019 | Grimaldi, MatteoTenace, ValerioCalimera, Andrea | futureinternet-11-00007.pdf |
| Optimality Assessment of Memory-Bounded ConvNets Deployed on Resource-Constrained RISC Cores / Grimaldi, Matteo; Peluso, Valentino; Calimera, Andrea. - In: IEEE ACCESS. - ISSN 2169-3536. - (2019), pp. 1-13. [10.1109/ACCESS.2019.2948577] | 1-gen-2019 | Grimaldi, MatteoPeluso, ValentinoCalimera, Andrea | 08877713.pdf |
| A compression-driven training framework for embedded deep neural networks / Grimaldi, M.; Pugliese, Federico; Tenace, V.; Calimera, A.. - (2018), pp. 45-50. (Intervento presentato al convegno 2018 Workshop on INTelligent Embedded Systems Architectures and Applications, INTESA 2018 tenutosi a ita nel 2018) [10.1145/3285017.3285021]. | 1-gen-2018 | Grimaldi M.PUGLIESE, FEDERICOTenace V.Calimera A. | - |
| Enabling Stroke Rehabilitation in Home and Community Settings: A Wearable Sensor-Based Approach for Upper-Limb Motor Training / Lee, Sunghoon I; Adans-Dester, Catherine P; Grimaldi, Matteo; Dowling, Ariel V; Horak, Peter C; Black-Schaffer, Randie M; Bonato, Paolo; Gwin, Joseph T. - In: IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE. - ISSN 2168-2372. - 6:(2018), pp. 2100411-11. [10.1109/JTEHM.2018.2829208] | 1-gen-2018 | GRIMALDI, MATTEO + | 08353413.pdf |
| Muscle Synergies as the Basis for the Control of a Hand Prosthesis / Bonato, Paolo; Sapienza, Stefano; Grimaldi, Matteo; Fabara, Eric; Daneault, Jean-Francois. - In: ARCHIVES OF PHYSICAL MEDICINE AND REHABILITATION. - ISSN 0003-9993. - 99:12(2018), pp. 207-208. [10.1016/j.apmr.2018.09.057] | 1-gen-2018 | Matteo Grimaldi + | - |