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
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
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
Integration of Energy Storage Systems within Modular Multilevel Converters for Medium-Voltage Distribution Networks
2022-01-01 Meloni, Paolo; Serpi, Alessandro
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.
ZyON: Enabling Spike Sorting on APSoC-Based Signal Processors for High-Density Microelectrode Arrays
2020-01-01 Leone, G.; Raffo, L.; Meloni, P.
Flexible acceleration of convolutions on FPGAs: Planning NEURAghe 2.0
2019-01-01 Carreras, M.; Deriu, G.; Meloni, P.
Optimization and deployment of CNNs at the Edge: The ALOHA experience
2019-01-01 Meloni, P.; Loi, D.; Busia, P.; Deriu, G.; Pimentel, A. D.; Sapra, D.; Stefanov, T.; Minakova, S.; Conti, F.; Benini, L.; Pintor, M.; Biggio, B.; Moser, B.; Shepelev, N.; Fragoulis, N.; Theodorakopoulos, I.; Masin, M.; Palumbo, F.
Runtime-adaptive cognitive IoT nodes
2019-01-01 Scrugli, M. A.; Loi, D.; Raffo, 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 | - |
| 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 | - |
| 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. | - | - |
| 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 | - | - |
| Integration of Energy Storage Systems within Modular Multilevel Converters for Medium-Voltage Distribution Networks | 1-gen-2022 | Meloni, Paolo; Serpi, Alessandro | - | - |
| 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 | - |
| ZyON: Enabling Spike Sorting on APSoC-Based Signal Processors for High-Density Microelectrode Arrays | 1-gen-2020 | Leone, G.; Raffo, L.; Meloni, P. | IEEE ACCESS | - |
| Flexible acceleration of convolutions on FPGAs: Planning NEURAghe 2.0 | 1-gen-2019 | Carreras, M.; Deriu, G.; Meloni, P. | - | CEUR-WS |
| Optimization and deployment of CNNs at the Edge: The ALOHA experience | 1-gen-2019 | Meloni, P.; Loi, D.; Busia, P.; Deriu, G.; Pimentel, A. D.; Sapra, D.; Stefanov, T.; Minakova, S.; Conti, F.; Benini, L.; Pintor, M.; Biggio, B.; Moser, B.; Shepelev, N.; Fragoulis, N.; Theodorakopoulos, I.; Masin, M.; Palumbo, F. | - | Association for Computing Machinery, Inc |
| Runtime-adaptive cognitive IoT nodes | 1-gen-2019 | Scrugli, M. A.; Loi, D.; Raffo, L.; Meloni, P. | - | CEUR-WS |