CASU, MARIO ROBERTO

CASU, MARIO ROBERTO  

Dipartimento di Elettronica e Telecomunicazioni  

009768  

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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.pdfSIE2023_proc_099_post_print_accepted.pdf
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
Mix & Latch: Comparison With State-of-the-Art Retiming On a RISC-V Benchmark / Lagostina, Lorenzo; Minnella, Filippo; Cortadella, Jordi; Casu, Mario R.; Lazarescu, Mihai T.; Lavagno, Luciano. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - STAMPA. - (2024), pp. -1. [10.1109/TCAD.2024.3360314] 1-gen-2024 Lagostina, LorenzoMinnella, FilippoCortadella, JordiCasu, Mario R.Lazarescu, Mihai T.Lavagno, Luciano Mix_amp_Latch_Comparison_With_State-of-the-Art_Retiming_On_a_RISC-V_Benchmark.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.pdfManca Urbinati Casu - STAR - DATE2024 - camera ready_post_print_accepted.pdf
A low-complexity microwave scanner for cerebrovascular diseases monitoring / Rodriguez-Duarte, D. O.; Origlia, C.; Tobon Vasquez, J. A.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F.. - ELETTRONICO. - (2023), pp. 1-4. (Intervento presentato al convegno 2023 XXXVth URSI General Assembly and Scientific Symposium of the International Union of Radio Science (URSI GASS) tenutosi a Sapporo, Japan nel August 19 - 26, 2023) [10.23919/URSIGASS57860.2023.10265362]. 1-gen-2023 D. O. Rodriguez-DuarteC. OrigliaJ. A. Tobon VasquezG. TurvaniM. R. CasuF. Vipiana + URSI_GAAS_2023_DR_CO_authorVersion.pdfOriglia-ALow.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.pdfaccepted_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.pdfUrbinati_and_Casu_2023_A_Reconfigurable_MultiplierDot-Product_Unit_for_Precision-scalable_Deep_Learning_Applications.pdf
Brain Stroke Classification via Machine Learning Algorithms Trained with a Linearized Scattering Operator / Mariano, Valeria; Tobon Vasquez, Jorge A.; Casu, Mario R.; Vipiana, Francesca. - In: DIAGNOSTICS. - ISSN 2075-4418. - ELETTRONICO. - 13:(2023). [10.3390/diagnostics13010023] 1-gen-2023 Valeria MarianoJorge A. Tobon VasquezMario R. CasuFrancesca Vipiana diagnostics-13-00023.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.pdfpost 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.pdfpost-print accepted 2 cafe.pdf
Hardware Acceleration of Microwave Imaging Algorithms / Mansoori, Mohammad Amir; Casu, Mario R. (LECTURE NOTES IN BIOENGINEERING). - In: Electromagnetic Imaging for a Novel Generation of Medical Devices / Vipiana F., Crocco L.. - ELETTRONICO. - [s.l] : Springer, 2023. - ISBN 978-3-031-28665-0. - pp. 33-67 [10.1007/978-3-031-28666-7_2] 1-gen-2023 Mansoori, Mohammad AmirCasu, Mario R. published_chapter.pdfauthors_ver.pdf
In-Line Microwave Nondestructive Evaluation of Packaged Food Products via the Support Vector Machine Algorithm / Darwish, A.; Ricci, M.; Zidane, F.; Tobon Vasquez, J. A.; Casu, M. R.; Lanteri, J.; Migliaccio, C.; Vipiana, F.. - ELETTRONICO. - (2023), pp. 343-344. (Intervento presentato al convegno 2023 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (USNC-URSI) tenutosi a Portland, OR, USA nel 23-28 July 2023) [10.1109/USNC-URSI52151.2023.10237859]. 1-gen-2023 Darwish A.Ricci M.Tobon Vasquez J. A.Casu M. R.Vipiana F. + n_line_Microwave_Nondestructive_Evaluation_of_Packaged_Food_Products_via_the_Support_Vector_Machine_Algorithm_edited.pdfDarwish_In-Line.pdf
Intracranial hemorrhage imaging-based follow-up: experimental assessment using a microwave imaging scanner / Rodriguez-Duarte, D. O.; Origlia, C.; Tobon Vasquez, J. A.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F. (CNIT TECHNICAL REPORT ..). - In: Microwave imaging based on inverse scattering: techniques, systems and applications / Pastorino M., Randazzo A.. - ELETTRONICO. - [s.l] : CNIT, 2023. - ISBN 9788894982633. [10.57620/CNIT-Report_10] 1-gen-2023 D. O. Rodriguez-DuarteC. OrigliaJ. A. Tobon VasquezG. TurvaniM. R. CasuF. Vipiana + Intracranial Hemorrhage Imaging_chapter_vDEF_v2.pdf
Mix & Latch: An Optimization Flow for High-Performance Designs with Single-Clock Mixed-Polarity Latches and Flip-Flops / Minnella, Filippo; Cortadella, Jordi; Casu, Mario R.; Lazarescu, Mihai T.; Lavagno, Luciano. - In: IEEE ACCESS. - ISSN 2169-3536. - ELETTRONICO. - 11:(2023), pp. 1-1. [10.1109/ACCESS.2023.3265809] 1-gen-2023 Filippo MinnellaJordi CortadellaMario R. CasuMihai T. LazarescuLuciano Lavagno Minnella-An Optimization.pdf
Multi-objective Framework for Training and Hardware Co-optimization in FPGAs / Casu, Mario Roberto; Mansoori, Mohammadamir. - ELETTRONICO. - (2023), pp. 273-278. (Intervento presentato al convegno Applepies 2022 tenutosi a Genova nel September 26–27, 2022) [10.1007/978-3-031-30333-3_36]. 1-gen-2023 Casu, Mario RobertoMansoori, Mohammadamir published_paper.pdfPaper.pdf
Preliminary In-Line Microwave Imaging Experimental Assessment for Food Contamination Monitoring / Ricci, M.; Vasquez, J. A. T.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F.. - ELETTRONICO. - (2023), pp. 1-3. (Intervento presentato al convegno 17th European Conference on Antennas and Propagation, EuCAP 2023 tenutosi a Florence, Italy nel 26-31 March 2023) [10.23919/EuCAP57121.2023.10133172]. 1-gen-2023 Ricci M.Turvani G.Casu M. R.Crocco L.Vipiana F. + 1570859835 paper_marco.pdfVipiana-Preliminary.pdf
To Spike or Not To Spike: A Digital Hardware Perspective on Deep Learning Acceleration / Ottati, Fabrizio; Gao, Chang; Chen, Qinyu; Brignone, Giovanni; Casu, Mario Roberto; Eshraghian, Jason; Lavagno, Luciano.. - In: IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS. - ISSN 2156-3365. - ELETTRONICO. - 13:4(2023), pp. 1015-1025. [10.1109/JETCAS.2023.3330432] 1-gen-2023 Ottati, FabrizioBrignone, GiovanniCasu, Mario RobertoLavagno, Luciano. + review_jetcas.pdfOttati-ToSpike_compressed.pdf
Towards a microwave imaging device for cerebrovascular diseases monitoring: from numerical modeling to experimental testing / Rodriguez-Duarte, D. O.; Tobon Vasquez, J. A.; Origlia, C.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F. (LECTURE NOTES IN BIOENGINEERING). - In: Electromagnetic Imaging for a Novel Generation of Medical Devices / Francesca Vipiana, Lorenzo Crocco. - STAMPA. - [s.l] : Springer, 2023. - ISBN 978-3-031-28665-0. - pp. 203-233 [10.1007/978-3-031-28666-7_7] 1-gen-2023 Rodriguez-Duarte D. O.Tobon Vasquez J. A.Origlia C.Turvani G.Casu M. R.Vipiana F. + 978-3-031-28666-7_7.pdfChapter_Book_DR_EM.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.pdfISCAS_2022_Luca.pdf
Efficient Data Generation for Stroke Classification via Multilayer Perceptron / Mariano, Valeria; Tobon Vasquez, Jorge A.; Casu, Mario R.; Vipiana, Francesca. - ELETTRONICO. - (2022), pp. 890-891. (Intervento presentato al convegno 2022 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (AP-S/URSI) tenutosi a Denver, Colorado nel 10-15 July 2022) [10.1109/AP-S/USNC-URSI47032.2022.9886434]. 1-gen-2022 Valeria MarianoJorge A. Tobon VasquezMario R. CasuFrancesca Vipiana Efficient_Data_Generation_for_Stroke_Classification_via_Multilayer_Perceptron.pdfPre-printed submitted version.pdf