University of Cagliari
Paola Busia
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
Optimizing Neural Networks for Embedded Edge-Processing Platforms.
2023-02-15
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.
Dynamic Pruning for Parsimonious CNN Inference on Embedded Systems
2022-01-01 Busia, P.; Theodorakopoulos, I.; Pothos, V.; Fragoulis, N.; 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
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.
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.
| Title | Issue Date | Author(s) | Journal | Publisher |
|---|---|---|---|---|
| A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers | 1-Jan-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-Jan-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 | - |
| Optimizing Neural Networks for Embedded Edge-Processing Platforms. | 15-Feb-2023 | - | - | Università degli Studi di Cagliari |
| EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices | 1-Jan-2022 | 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 | 1-Jan-2022 | Busia, P.; Deriu, G.; Rinelli, L.; Chesta, C.; Raffo, L.; Meloni, P. | IEEE ACCESS | - |
| Dynamic Pruning for Parsimonious CNN Inference on Embedded Systems | 1-Jan-2022 | Busia, P.; Theodorakopoulos, I.; Pothos, V.; Fragoulis, N.; Meloni, P. | - | - |
| ALOHA: A Unified Platform-Aware Evaluation Method for CNNs Execution on Heterogeneous Systems at the Edge | 1-Jan-2021 | Busia, Paola; Minakova, Svetlana; Stefanov, Todor; Raffo, Luigi; Meloni, Paolo | IEEE ACCESS | - |
| Task-Specific Automation in Deep Learning Processes | 1-Jan-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 |
| Optimization and deployment of CNNs at the Edge: The ALOHA experience | 1-Jan-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 |
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