URBINATI, LUCA
URBINATI, LUCA
Dipartimento di Elettronica e Telecomunicazioni
066933
Accelerating Quantized DNN Layers on RISC-V with a STAR MAC Unit
2024 Manca, Edward; Urbinati, Luca; Casu, Mario R.
Accelerating Quantized DNNs with Dedicated Hardware Accelerators and RISC-V Processors Using Precision-Scalable Multipliers
2024 Urbinati, Luca
Enhanced Machine-Learning Flow for Microwave-Sensing Systems for Contaminant Detection in Food
2024 Štitić, Bernardita; Urbinati, Luca; Guglielmo, Giuseppe Di; Carloni, Luca P.; Casu, Mario R.
High-Level Design of Precision-Scalable DNN Accelerators Based on Sum-Together Multipliers
2024 Urbinati, Luca; Casu, Mario R.
STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads
2024 Manca, Edward; Urbinati, Luca; Casu, Mario R.
A Reconfigurable 2D-Convolution Accelerator for DNNs Quantized with Mixed-Precision
2023 Casu, Mario Roberto; Urbinati, Luca
A Reconfigurable Multiplier/Dot-Product Unit for Precision-Scalable Deep Learning Applications
2023 Urbinati, Luca; Casu, Mario R.
Design-Space Exploration of Mixed-precision DNN Accelerators based on Sum-Together Multipliers
2023 Urbinati, Luca; Casu, Mario R.
Enhanced Machine-Learning Flow for Microwave-Sensing Systems to Detect Contaminants in Food
2023 Štitić, Bernardita; Urbinati, Luca; Di Guglielmo, Giuseppe; Carloni, Luca; Casu, Mario R.
A Reconfigurable Depth-Wise Convolution Module for Heterogeneously Quantized DNNs
2022 Urbinati, Luca; Casu, Mario R.
Machine-Learning Based Microwave Sensing: A Case Study for the Food Industry
2021 Ricci, M.; Stitic, B.; Urbinati, L.; Di Guglielmo, G.; Tobon Vasquez, J. A.; Carloni, L. P.; Vipiana, F.; Casu, M. R.
A Machine-Learning Based Microwave Sensing Approach to Food Contaminant Detection
2020 Urbinati, Luca; Ricci, Marco; Turvani, Giovanna; Vasquez, Jorge A. Tobon; Vipiana, Francesca; Casu, Mario R.
Fault tolerant photovoltaic array: a repair circuit based on memristor sensing
2019 Gnoli, L.; Carnicelli, Giuseppe; Parisi, Alessio; Urbinati, L.; Kabashi, B.; Michieletti, F.; Ibarra, S. I. P.; Vacca, M.; Graziano, M.; Mathew, J.; Ottavi, M.
Citazione | Data di pubblicazione | Autori | File |
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Accelerating Quantized DNN Layers on RISC-V with a STAR MAC Unit / Manca, Edward; Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - 1113:(2024), pp. 43-53. (Intervento presentato al convegno 54th Annual Meeting of the Italian Electronics Society tenutosi a Noto (SR), Italia nel September 6-8, 2023) [10.1007/978-3-031-48711-8_6]. | 1-gen-2024 | Manca, EdwardUrbinati, LucaCasu, Mario R. | SIE2023_proc_099_post_print.pdf; SIE2023_proc_099_post_print_accepted.pdf |
Accelerating Quantized DNNs with Dedicated Hardware Accelerators and RISC-V Processors Using Precision-Scalable Multipliers / Urbinati, Luca. - (2024 Jul 01), pp. 1-146. | 1-lug-2024 | URBINATI, LUCA | conv_phd_thesis_urbinati_firmata.pdf; conv_phd_thesis_urbinati_summary.pdf |
Enhanced Machine-Learning Flow for Microwave-Sensing Systems for Contaminant Detection in Food / Štitić, Bernardita; Urbinati, Luca; Guglielmo, Giuseppe Di; Carloni, Luca P.; Casu, Mario R.. - In: IEEE TRANSACTIONS ON AGRIFOOD ELECTRONICS.. - ISSN 2771-9529. - ELETTRONICO. - 2:2(2024), pp. 181-189. [10.1109/tafe.2024.3421238] | 1-gen-2024 | Urbinati, LucaCasu, Mario R. + | - |
High-Level Design of Precision-Scalable DNN Accelerators Based on Sum-Together Multipliers / Urbinati, Luca; Casu, Mario R.. - In: IEEE ACCESS. - ISSN 2169-3536. - ELETTRONICO. - 12:(2024), pp. 44163-44189. [10.1109/access.2024.3380472] | 1-gen-2024 | Urbinati, LucaCasu, Mario R. | High-Level_Design_of_Precision-Scalable_DNN_Accelerators_Based_on_Sum-Together_Multipliers.pdf |
STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads / Manca, Edward; Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - (2024), pp. 1-6. (Intervento presentato al convegno Design, Automation & Test in Europe Conference & Exhibition (DATE) tenutosi a Valencia (Spain) nel 25-27 March 2024). | 1-gen-2024 | Edward MancaLuca UrbinatiMario R. Casu | STAR_Sum-Together_Apart_Reconfigurable_Multipliers_for_Precision-Scalable_ML_Workloads.pdf; Manca Urbinati Casu - STAR - DATE2024 - camera ready_post_print_accepted.pdf |
A Reconfigurable 2D-Convolution Accelerator for DNNs Quantized with Mixed-Precision / Casu, Mario Roberto; Urbinati, Luca. - ELETTRONICO. - (2023), pp. 210-215. (Intervento presentato al convegno Applepies 2022 tenutosi a Genova nel September 26–27, 2022) [10.1007/978-3-031-30333-3_27]. | 1-gen-2023 | Casu, Mario RobertoUrbinati, Luca | published_paper.pdf; accepted_version.pdf |
A Reconfigurable Multiplier/Dot-Product Unit for Precision-Scalable Deep Learning Applications / Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - 1005:(2023), pp. 9-14. (Intervento presentato al convegno 53rd Annual Meeting of the Italian Electronics Society tenutosi a Pizzo (VV), Italia nel September 7-9, 2022) [10.1007/978-3-031-26066-7_2]. | 1-gen-2023 | Luca UrbinatiMario R. Casu | sie22_urbinati_7699_preprint.pdf; Urbinati_and_Casu_2023_A_Reconfigurable_MultiplierDot-Product_Unit_for_Precision-scalable_Deep_Learning_Applications.pdf |
Design-Space Exploration of Mixed-precision DNN Accelerators based on Sum-Together Multipliers / Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - (2023), pp. 377-380. (Intervento presentato al convegno 2023 18th Conference on Ph.D Research in Microelectronics and Electronics (PRIME) tenutosi a Valencia, Spain nel 18-21 June 2023) [10.1109/PRIME58259.2023.10161835]. | 1-gen-2023 | Urbinati, LucaCasu, Mario R. | published_paper.pdf; post print autore.pdf |
Enhanced Machine-Learning Flow for Microwave-Sensing Systems to Detect Contaminants in Food / Štitić, Bernardita; Urbinati, Luca; Di Guglielmo, Giuseppe; Carloni, Luca; Casu, Mario R.. - ELETTRONICO. - (2023), pp. 40-44. (Intervento presentato al convegno 2023 IEEE Conference on AgriFood Electronics (CAFE) tenutosi a Torino, Italy nel 25-27 September 2023) [10.1109/CAFE58535.2023.10291198]. | 1-gen-2023 | Urbinati, LucaCasu, Mario R. + | post-print 2a cafe.pdf; post-print accepted 2 cafe.pdf |
A Reconfigurable Depth-Wise Convolution Module for Heterogeneously Quantized DNNs / Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - (2022), pp. 128-132. (Intervento presentato al convegno 2022 IEEE International Symposium on Circuits and Systems (ISCAS) tenutosi a Austin, Texas, USA nel 27 May 2022 - 01 June 2022) [10.1109/ISCAS48785.2022.9937753]. | 1-gen-2022 | Urbinati, LucaCasu, Mario R. | A_Reconfigurable_Depth-Wise_Convolution_Module_for_Heterogeneously_Quantized_DNNs.pdf; ISCAS_2022_Luca.pdf |
Machine-Learning Based Microwave Sensing: A Case Study for the Food Industry / Ricci, M.; Stitic, B.; Urbinati, L.; Di Guglielmo, G.; Tobon Vasquez, J. A.; Carloni, L. P.; Vipiana, F.; Casu, M. R.. - In: IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS. - ISSN 2156-3357. - STAMPA. - 11:3(2021), pp. 503-514. [10.1109/JETCAS.2021.3097699] | 1-gen-2021 | Ricci M.Urbinati L.Tobon Vasquez J. A.Vipiana F.Casu M. R. + | published_paper.pdf; Machine-Learning_Based_Microwave_Sensing_A_Case_Study_for_the_Food_Industry.pdf |
A Machine-Learning Based Microwave Sensing Approach to Food Contaminant Detection / Urbinati, Luca; Ricci, Marco; Turvani, Giovanna; Vasquez, Jorge A. Tobon; Vipiana, Francesca; Casu, Mario R.. - (2020), pp. 1-5. (Intervento presentato al convegno 2020 IEEE International Symposium on Circuits and Systems (ISCAS) tenutosi a Seville nel 10-21 Oct. 2020) [10.1109/ISCAS45731.2020.9181293]. | 1-gen-2020 | Urbinati, LucaRicci, MarcoTurvani, GiovannaVasquez, Jorge A. TobonVipiana, FrancescaCasu, Mario R. | FoodCas2020.pdf; Ricci-Amachine.pdf |
Fault tolerant photovoltaic array: a repair circuit based on memristor sensing / Gnoli, L.; Carnicelli, Giuseppe; Parisi, Alessio; Urbinati, L.; Kabashi, B.; Michieletti, F.; Ibarra, S. I. P.; Vacca, M.; Graziano, M.; Mathew, J.; Ottavi, M.. - ELETTRONICO. - (2019). (Intervento presentato al convegno 32nd IEEE International Symposium on Defect and Fault Tolerance in VLSI and Nanotechnology Systems, DFT 2019 tenutosi a Noordwijk (NL) nel 2019) [10.1109/DFT.2019.8875467]. | 1-gen-2019 | Gnoli L.CARNICELLI, GIUSEPPEPARISI, ALESSIOUrbinati L.Michieletti F.Vacca M.Graziano M. + | Fault_Tollerant_Photovoltaic_Array.pdf |