CONTI, FRANCESCO
CONTI, FRANCESCO
DIPARTIMENTO DI INGEGNERIA DELL'ENERGIA ELETTRICA E DELL'INFORMAZIONE "GUGLIELMO MARCONI"
Ricercatori a tempo determinato
A Sim-to-Real Deep Learning-based Framework for Autonomous Nano-drone Racing
2024 Lamberti, Lorenzo; Cereda, Elia; Abbate, Gabriele; Bellone, Lorenzo; Morinigo, Victor Javier Kartsch; Barciś, Michał; Barciś, Agata; Giusti, Alessandro; Conti, Francesco; Palossi, Daniele
An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery
2024 Zanghieri, Marcello; Indirli, Fabrizio; Latella, Antonio; Puglia, Giacomo Michele; Tecce, Felice; Papariello, Francesco; Urlini, Giulio; Benini, Luca; Conti, Francesco
22.1 A 12.4TOPS/W @ 136GOPS AI-IoT System-on-Chip with 16 RISC-V, 2-to-8b Precision-Scalable DNN Acceleration and 30%-Boost Adaptive Body Biasing
2023 Conti, Francesco; Rossi, Davide; Paulin, Gianna; Garofalo, Angelo; Di Mauro, Alfio; Rutishauer, Georg; Ottavi, Gian marco; Eggimann, Manuel; Okuhara, Hayate; Huard, Vincent; Montfort, Olivier; Jure, Lionel; Exibard, Nils; Gouedo, Pascal; Louvat, Mathieu; Botte, Emmanuel; Benini, Luca
A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks
2023 Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D
Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode
2023 Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Alfio Di Mauro; Luca Benini; Davide Rossi
ECHOES: a 200 GOPS/W Frequency Domain SoC with FFT Processor and I2S DSP for Flexible Data Acquisition from Microphone Arrays
2023 Mattia Sinigaglia; Luca Bertaccini; Luca Valente; Angelo Garofalo; Simone Benatti; Luca Benini; Francesco Conti; Davide Rossi
End-to-End DNN Inference on a Massively Parallel Analog In Memory Computing Architecture
2023 Bruschi, Nazareno; Tagliavini, Giuseppe; Garofalo, Angelo; Conti, Francesco; Boybat, Irem; Benini, Luca; Rossi, Davide
Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge
2023 Rutishauser, Georg; Conti, Francesco; Benini, Luca
Graphene-based Wireless Agile Interconnects for Massive Heterogeneous Multi-chip Processors
2023 Abadal S.; Guirado R.; Taghvaee H.; Jain A.; Santana E.P.D.; Bolivar P.H.; Saeed M.; Negra R.; Wang Z.; Wang K.; Lemme M.C.; Klein J.; Zapater M.; Levisse A.; Atienza D.; Rossi D.; Conti F.; Dazzi M.; Karunaratne G.; Boybat I.; Sebastian A.
HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms
2023 Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhelst, M
Hybrid Modular Redundancy: Exploring Modular Redundancy Approaches in RISC-V Multi-Core Computing Clusters for Reliable Processing in Space
2023 Michael Rogenmoser; Yvan Tortorella; Davide Rossi; Francesco Conti; Luca Benini
Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2???8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing
2023 Francesco Conti; Gianna Paulin; Angelo Garofalo; Davide Rossi; Alfio Di Mauro; Georg Rutishauser; Gianmarco Ottavi; Manuel Eggimann; Hayate Okuhara; Luca Benini
PULP Fiction No More-Dependable PULP Systems for Space
2023 Ulbricht, M; Tortorella, Y; Rogenmoser, M; Lu, L; Chen, JC; Conti, F; Krstic, M; Benini, L
RedMule: A mixed-precision matrix–matrix operation engine for flexible and energy-efficient on-chip linear algebra and TinyML training acceleration
2023 Tortorella, Yvan; Bertaccini, Luca; Benini, Luca; Rossi, Davide; Conti, Francesco
Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers
2023 Nadalini, D; Rusci, M; Benini, L; Conti, F
RISC-V Processor Technologies for Aerospace Applications in the ISOLDE Project
2023 Fornaciari, William; Reghenzani, Federico; Agosta, Giovanni; Zoni, Davide; Galimberti, Andrea; Conti, Francesco; Tortorella, Yvan; Parisi, Emanuele; Barchi, Francesco; Bartolini, Andrea; Acquaviva, Andrea; Gregori, Daniele; Cognetta, Salvatore; Ciancarelli, Carlo; Leboffe, Antonio; Serri, Paolo; Burrello, Alessio; Pagliari, Daniele Jahier; Urgese, Gianvito; Martina, Maurizio; Masera, Guido; Di Carlo, Rosario; Sciarappa, Antonio
Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS
2023 Scherer, M; Eggimann, M; Di Mauro, A; Prasad, AS; Conti, F; Rossi, D; Gómez, JT; Li, ZY; Sarwar, SS; Wang, Z; De Salvo, B; Benini, L
Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR Processing
2023 Prasad, AS; Benini, L; Conti, F
WIP: Automatic DNN Deployment on Heterogeneous Platforms: The GAP9 Case Study
2023 Macan L.; Burrello A.; Benini L.; Conti F.
A Heterogeneous In-Memory Computing Cluster for Flexible End-to-End Inference of Real-World Deep Neural Networks
2022 Garofalo, A; Ottavi, G; Conti, F; Karunaratne, G; Boybat, I; Benini, L; Rossi, D
| Titolo | Autore(i) | Anno | Periodico | Editore | Tipo | File |
|---|---|---|---|---|---|---|
| A Sim-to-Real Deep Learning-based Framework for Autonomous Nano-drone Racing | Lamberti, Lorenzo; Cereda, Elia; Abbate, Gabriele; Bellone, Lorenzo; Morinigo, Victor Javier Kart...sch; Barciś, Michał; Barciś, Agata; Giusti, Alessandro; Conti, Francesco; Palossi, Daniele | 2024-01-01 | IEEE ROBOTICS AND AUTOMATION LETTERS | - | 1.01 Articolo in rivista | Binder4.pdf |
| An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery | Zanghieri, Marcello; Indirli, Fabrizio; Latella, Antonio; Puglia, Giacomo Michele; Tecce, Felice;... Papariello, Francesco; Urlini, Giulio; Benini, Luca; Conti, Francesco | 2024-01-01 | IEEE ACCESS | - | 1.01 Articolo in rivista | An_Extreme-Edge_TCN-Based_Low-Latency_Collision-Avoidance_Safety_System_for_Industrial_Machinery.pdf |
| 22.1 A 12.4TOPS/W @ 136GOPS AI-IoT System-on-Chip with 16 RISC-V, 2-to-8b Precision-Scalable DNN Acceleration and 30%-Boost Adaptive Body Biasing | Conti, Francesco; Rossi, Davide; Paulin, Gianna; Garofalo, Angelo; Di Mauro, Alfio; Rutishauer, G...eorg; Ottavi, Gian marco; Eggimann, Manuel; Okuhara, Hayate; Huard, Vincent; Montfort, Olivier; Jure, Lionel; Exibard, Nils; Gouedo, Pascal; Louvat, Mathieu; Botte, Emmanuel; Benini, Luca | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| A 3 TOPS/W RISC-V Parallel Cluster for Inference of Fine-Grain Mixed-Precision Quantized Neural Networks | Nadalini, A; Rutishauser, G; Burrello, A; Bruschi, N; Garofalo, A; Benini, L; Conti, F; Rossi, D | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | a 3 tops w risc post print .pdf |
| Dustin: A 16-Cores Parallel Ultra-Low-Power Cluster With 2b-to-32b Fully Flexible Bit-Precision and Vector Lockstep Execution Mode | Gianmarco Ottavi; Angelo Garofalo; Giuseppe Tagliavini; Francesco Conti; Alfio Di Mauro; Luca Ben...ini; Davide Rossi | 2023-01-01 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS | - | 1.01 Articolo in rivista | 2201.08656.pdf |
| ECHOES: a 200 GOPS/W Frequency Domain SoC with FFT Processor and I2S DSP for Flexible Data Acquisition from Microphone Arrays | Mattia Sinigaglia; Luca Bertaccini; Luca Valente; Angelo Garofalo; Simone Benatti; Luca Benini; F...rancesco Conti; Davide Rossi | 2023-01-01 | IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS PROCEEDINGS | IEEE | 4.01 Contributo in Atti di convegno | - |
| End-to-End DNN Inference on a Massively Parallel Analog In Memory Computing Architecture | Bruschi, Nazareno; Tagliavini, Giuseppe; Garofalo, Angelo; Conti, Francesco; Boybat, Irem; Benini..., Luca; Rossi, Davide | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | IMA_RESNET_DATE_postprint.pdf |
| Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge | Rutishauser, Georg; Conti, Francesco; Benini, Luca | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Graphene-based Wireless Agile Interconnects for Massive Heterogeneous Multi-chip Processors | Abadal S.; Guirado R.; Taghvaee H.; Jain A.; Santana E.P.D.; Bolivar P.H.; Saeed M.; Negra R.; Wa...ng Z.; Wang K.; Lemme M.C.; Klein J.; Zapater M.; Levisse A.; Atienza D.; Rossi D.; Conti F.; Dazzi M.; Karunaratne G.; Boybat I.; Sebastian A. | 2023-01-01 | IEEE WIRELESS COMMUNICATIONS | - | 1.01 Articolo in rivista | Graphene_enabled_Wireless_Agile_Interconnects_for_Massive_Heterogeneous_Processor_Chips.pdf |
| HTVM: Efficient Neural Network Deployment On Heterogeneous TinyML Platforms | Van Delm, J; Vandersteegenl, M; Burrello, A; Sarda, GM; Conti, F; Pagliari, DJ; Benini, L; Verhel...st, M | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Hybrid Modular Redundancy: Exploring Modular Redundancy Approaches in RISC-V Multi-Core Computing Clusters for Reliable Processing in Space | Michael Rogenmoser; Yvan Tortorella; Davide Rossi; Francesco Conti; Luca Benini | 2023-01-01 | ACM TRANSACTIONS ON CYBER-PHYSICAL SYSTEMS | - | 1.01 Articolo in rivista | - |
| Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2???8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing | Francesco Conti; Gianna Paulin; Angelo Garofalo; Davide Rossi; Alfio Di Mauro; Georg Rutishauser;... Gianmarco Ottavi; Manuel Eggimann; Hayate Okuhara; Luca Benini | 2023-01-01 | IEEE JOURNAL OF SOLID-STATE CIRCUITS | - | 1.01 Articolo in rivista | Binder3.pdf |
| PULP Fiction No More-Dependable PULP Systems for Space | Ulbricht, M; Tortorella, Y; Rogenmoser, M; Lu, L; Chen, JC; Conti, F; Krstic, M; Benini, L | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| RedMule: A mixed-precision matrix–matrix operation engine for flexible and energy-efficient on-chip linear algebra and TinyML training acceleration | Tortorella, Yvan; Bertaccini, Luca; Benini, Luca; Rossi, Davide; Conti, Francesco | 2023-01-01 | FUTURE GENERATION COMPUTER SYSTEMS | - | 1.01 Articolo in rivista | - |
| Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers | Nadalini, D; Rusci, M; Benini, L; Conti, F | 2023-01-01 | FUTURE GENERATION COMPUTER SYSTEMS | - | 1.01 Articolo in rivista | - |
| RISC-V Processor Technologies for Aerospace Applications in the ISOLDE Project | Fornaciari, William; Reghenzani, Federico; Agosta, Giovanni; Zoni, Davide; Galimberti, Andrea; Co...nti, Francesco; Tortorella, Yvan; Parisi, Emanuele; Barchi, Francesco; Bartolini, Andrea; Acquaviva, Andrea; Gregori, Daniele; Cognetta, Salvatore; Ciancarelli, Carlo; Leboffe, Antonio; Serri, Paolo; Burrello, Alessio; Pagliari, Daniele Jahier; Urgese, Gianvito; Martina, Maurizio; Masera, Guido; Di Carlo, Rosario; Sciarappa, Antonio | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS | Scherer, M; Eggimann, M; Di Mauro, A; Prasad, AS; Conti, F; Rossi, D; Gómez, JT; Li, ZY; Sarwar, ...SS; Wang, Z; De Salvo, B; Benini, L | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR Processing | Prasad, AS; Benini, L; Conti, F | 2023-01-01 | - | IEEE | 4.01 Contributo in Atti di convegno | - |
| WIP: Automatic DNN Deployment on Heterogeneous Platforms: The GAP9 Case Study | Macan L.; Burrello A.; Benini L.; Conti F. | 2023-01-01 | - | - | 4.01 Contributo in Atti di convegno | - |
| A Heterogeneous In-Memory Computing Cluster for Flexible End-to-End Inference of Real-World Deep Neural Networks | Garofalo, A; Ottavi, G; Conti, F; Karunaratne, G; Boybat, I; Benini, L; Rossi, D | 2022-01-01 | IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS | - | 1.01 Articolo in rivista | Heterogeneous In-Memory Computing_aam_.pdf |