MELONI, PAOLO
MELONI, PAOLO
DIPARTIMENTO DI INGEGNERIA ELETTRICA ED ELETTRONICA
A tiny transformer for low-power arrhythmia classification on microcontrollers
2024-01-01 Busia, Paola; Scrugli, Matteo Antonio; Jung, Victor Jean-Baptiste; Benini, Luca; Meloni, Paolo
Design of an AI-driven Architecture with Cobots for Digital Transformation to Enhance Quality Control in the Food Industry
2024-01-01 Busia, P.; Marche, C.; Meloni, P.; Reforgiato Recupero, D.
Low-Power FPGA-based Spiking Neural Networks for Real-Time Decoding of Intracortical Neural Activity
2024-01-01 Martis, Luca; Leone, Gianluca; Raffo, Luigi; Meloni, Paolo
On-FPGA Spiking Neural Networks for Integrated Near-Sensor ECG Analysis
2024-01-01 Scrugli, Matteo Antonio; Busia, Paola; Leone, Gianluca; Meloni, Paolo
Real-Time sEMG Processing with Spiking Neural Networks on a Low-Power 5K-LUT FPGA
2024-01-01 Scrugli, Matteo Antonio; Leone, Gianluca; Busia, Paola; Raffo, Luigi; Meloni, Paolo
Reducing False Alarms in Wearable Seizure Detection with EEGformer: A Compact Transformer Model for MCUs
2024-01-01 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir M.; Benatti, Simone; Burrello, Alessio; Jung, Victor J. B.; Scherer, Moritz; Scrugli, Matteo A.; Bernini, Adriano; Ducouret, Pauline; Ryvlin, Philippe; Meloni, Paolo; Benini, Luca
SYNtzulu: A Tiny RISC-V-Controlled SNN Processor for Real-Time Sensor Data Analysis on Low-Power FPGAs
2024-01-01 Leone, G.; Scrugli, M. A.; Badas, L.; Martis, L.; Raffo, L.; Meloni, P.
An Automated Design Flow for Adaptive Neural Network Hardware Accelerators
2023-01-01 Ratto, F.; Mainez, A. P.; Sau, C.; Meloni, P.; Deriu, G.; Delucchi, S.; Massa, M.; Raffo, L.; Palumbo, F.
On-FPGA Spiking Neural Networks for End-to-End Neural Decoding
2023-01-01 Leone, G; Raffo, L; Meloni, P
A Bandwidth-Efficient Emulator of Biologically-Relevant Spiking Neural Networks on FPGA
2022-01-01 Leone, G; Raffo, L; Meloni, P
An Adaptable Cognitive Microcontroller Node for Fitness Activity Recognition
2022-01-01 Scrugli, M. A.; Blazica, B.; Meloni, P.
An Adaptive Cognitive Sensor Node for ECG Monitoring in the Internet of Medical Things
2022-01-01 Scrugli, M. A.; Loi, D.; Raffo, L.; Meloni, P.
Dynamic Pruning for Parsimonious CNN Inference on Embedded Systems
2022-01-01 Busia, P.; Theodorakopoulos, I.; Pothos, V.; Fragoulis, N.; Meloni, P.
EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices
2022-01-01 Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Scherer, Moritz; Scrugli, Matteo Antonio; Meloni, Paolo; Benini, Luca
Target-Aware Neural Architecture Search and Deployment for Keyword Spotting
2022-01-01 Busia, P.; Deriu, G.; Rinelli, L.; Chesta, C.; Raffo, L.; Meloni, P.
ALOHA: A Unified Platform-Aware Evaluation Method for CNNs Execution on Heterogeneous Systems at the Edge
2021-01-01 Busia, Paola; Minakova, Svetlana; Stefanov, Todor; Raffo, Luigi; Meloni, Paolo
Runtime adaptive iomt node on multi-core processor platform
2021-01-01 Scrugli, M. A.; Meloni, P.; Sau, C.; Raffo, L.
Task-Specific Automation in Deep Learning Processes
2021-01-01 Buchgeher, G.; Czech, G.; Ribeiro, A. S.; Kloihofer, W.; Meloni, P.; Busia, P.; Deriu, G.; Pintor, M.; Biggio, B.; Chesta, C.; Rinelli, L.; Solans, D.; Portela, M.
Exploring NEURAghe: A Customizable Template for APSoC-Based CNN Inference at the Edge
2020-01-01 Meloni, P.; Loi, D.; Deriu, G.; Carreras, M.; Conti, F.; Capotondi, A.; Rossi, D.
Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators
2020-01-01 Carreras, M.; Deriu, G.; Raffo, L.; Benini, L.; Meloni, P.
| Titolo | Data di pubblicazione | Autore(i) | Rivista | Editore |
|---|---|---|---|---|
| A tiny transformer for low-power arrhythmia classification on microcontrollers | 1-gen-2024 | Busia, Paola; Scrugli, Matteo Antonio; Jung, Victor Jean-Baptiste; Benini, Luca; Meloni, Paolo | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS | - |
| Design of an AI-driven Architecture with Cobots for Digital Transformation to Enhance Quality Control in the Food Industry | 1-gen-2024 | Busia, P.; Marche, C.; Meloni, P.; Reforgiato Recupero, D. | - | Association for Computing Machinery |
| Low-Power FPGA-based Spiking Neural Networks for Real-Time Decoding of Intracortical Neural Activity | 1-gen-2024 | Martis, Luca; Leone, Gianluca; Raffo, Luigi; Meloni, Paolo | IEEE SENSORS JOURNAL | - |
| On-FPGA Spiking Neural Networks for Integrated Near-Sensor ECG Analysis | 1-gen-2024 | Scrugli, Matteo Antonio; Busia, Paola; Leone, Gianluca; Meloni, Paolo | - | - |
| Real-Time sEMG Processing with Spiking Neural Networks on a Low-Power 5K-LUT FPGA | 1-gen-2024 | Scrugli, Matteo Antonio; Leone, Gianluca; Busia, Paola; Raffo, Luigi; Meloni, Paolo | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS | - |
| Reducing False Alarms in Wearable Seizure Detection with EEGformer: A Compact Transformer Model for MCUs | 1-gen-2024 | Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir M.; Benatti, Simone; Burrello, Alessio; Jung, Victor J. B.; Scherer, Moritz; Scrugli, Matteo A.; Bernini, Adriano; Ducouret, Pauline; Ryvlin, Philippe; Meloni, Paolo; Benini, Luca | IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS | - |
| SYNtzulu: A Tiny RISC-V-Controlled SNN Processor for Real-Time Sensor Data Analysis on Low-Power FPGAs | 1-gen-2024 | Leone, G.; Scrugli, M. A.; Badas, L.; Martis, L.; Raffo, L.; Meloni, P. | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS. I, REGULAR PAPERS | - |
| An Automated Design Flow for Adaptive Neural Network Hardware Accelerators | 1-gen-2023 | Ratto, F.; Mainez, A. P.; Sau, C.; Meloni, P.; Deriu, G.; Delucchi, S.; Massa, M.; Raffo, L.; Palumbo, F. | JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL, IMAGE, AND VIDEO TECHNOLOGY | - |
| On-FPGA Spiking Neural Networks for End-to-End Neural Decoding | 1-gen-2023 | Leone, G; Raffo, L; Meloni, P | IEEE ACCESS | - |
| A Bandwidth-Efficient Emulator of Biologically-Relevant Spiking Neural Networks on FPGA | 1-gen-2022 | Leone, G; Raffo, L; Meloni, P | IEEE ACCESS | - |
| An Adaptable Cognitive Microcontroller Node for Fitness Activity Recognition | 1-gen-2022 | Scrugli, M. A.; Blazica, B.; Meloni, P. | - | Springer |
| An Adaptive Cognitive Sensor Node for ECG Monitoring in the Internet of Medical Things | 1-gen-2022 | Scrugli, M. A.; Loi, D.; Raffo, L.; Meloni, P. | IEEE ACCESS | - |
| Dynamic Pruning for Parsimonious CNN Inference on Embedded Systems | 1-gen-2022 | Busia, P.; Theodorakopoulos, I.; Pothos, V.; Fragoulis, N.; Meloni, P. | - | Springer |
| EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices | 1-gen-2022 | Busia, Paola; Cossettini, Andrea; Ingolfsson, Thorir Mar; Benatti, Simone; Burrello, Alessio; Scherer, Moritz; Scrugli, Matteo Antonio; Meloni, Paolo; Benini, Luca | - | Institute of Electrical and Electronics Engineers Inc. |
| Target-Aware Neural Architecture Search and Deployment for Keyword Spotting | 1-gen-2022 | Busia, P.; Deriu, G.; Rinelli, L.; Chesta, C.; Raffo, L.; Meloni, P. | IEEE ACCESS | - |
| ALOHA: A Unified Platform-Aware Evaluation Method for CNNs Execution on Heterogeneous Systems at the Edge | 1-gen-2021 | Busia, Paola; Minakova, Svetlana; Stefanov, Todor; Raffo, Luigi; Meloni, Paolo | IEEE ACCESS | - |
| Runtime adaptive iomt node on multi-core processor platform | 1-gen-2021 | Scrugli, M. A.; Meloni, P.; Sau, C.; Raffo, L. | ELECTRONICS | - |
| Task-Specific Automation in Deep Learning Processes | 1-gen-2021 | Buchgeher, G.; Czech, G.; Ribeiro, A. S.; Kloihofer, W.; Meloni, P.; Busia, P.; Deriu, G.; Pintor, M.; Biggio, B.; Chesta, C.; Rinelli, L.; Solans, D.; Portela, M. | - | Springer Science and Business Media Deutschland GmbH |
| Exploring NEURAghe: A Customizable Template for APSoC-Based CNN Inference at the Edge | 1-gen-2020 | Meloni, P.; Loi, D.; Deriu, G.; Carreras, M.; Conti, F.; Capotondi, A.; Rossi, D. | IEEE EMBEDDED SYSTEMS LETTERS | - |
| Optimizing Temporal Convolutional Network Inference on FPGA-Based Accelerators | 1-gen-2020 | Carreras, M.; Deriu, G.; Raffo, L.; Benini, L.; Meloni, P. | IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS | - |