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Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices
2023 Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele
Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge
2023 Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers
2023 Nadalini, Davide; Rusci, Manuele; Benini, Luca; Conti, Francesco
Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference
2023 Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele
Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring
2022 Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone
A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays
2021 Ravaglia, Leonardo; Rusci, Manuele; Nadalini, Davide; Capotondi, Alessandro; Conti, Francesco; Benini, Luca
Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices
2021 Burrello, A.; JAHIER PAGLIARI, Daniele; Risso, M.; Benatti, S.; Macii, E.; Benini, L.; Poncino, M.
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| Enhancing Neural Architecture Search with Multiple Hardware Constraints for Deep Learning Model Deployment on Tiny IoT Devices / Burrello, Alessio; Risso, Matteo; Motetti, BEATRICE ALESSANDRA; Macii, Enrico; Benini, Luca; JAHIER PAGLIARI, Daniele. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - ELETTRONICO. - (2023), pp. 1-15. [10.1109/TETC.2023.3322033] | 1-gen-2023 | Alessio BurrelloMatteo RissoBeatrice Alessandra MotettiEnrico MaciiLuca BeniniDaniele Jahier Pagliari | Journal___Multi_Loss__arxiv_.pdf; Enhancing_Neural_Architecture_Search_with_Multiple_Hardware_Constraints_for_Deep_Learning_Model_Deployment_on_Tiny_IoT_Devices.pdf |
| Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge / Risso, Matteo; Burrello, Alessio; Conti, Francesco; Lamberti, Lorenzo; Chen, Yukai; Benini, Luca; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 72:3(2023), pp. 744-758. [10.1109/TC.2022.3177955] | 1-gen-2023 | Matteo RissoAlessio BurrelloYukai ChenLuca BeniniEnrico MaciiMassimo PoncinoDaniele Jahier Pagliari + | pit_journal.pdf; Lightweight_Neural_Architecture_Search_for_Temporal_Convolutional_Networks_at_the_Edge.pdf |
| Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers / Nadalini, Davide; Rusci, Manuele; Benini, Luca; Conti, Francesco. - In: FUTURE GENERATION COMPUTER SYSTEMS. - ISSN 0167-739X. - 149:(2023), pp. 212-226. [10.1016/j.future.2023.07.020] | 1-gen-2023 | Davide NadaliniLuca Benini + | ArXiv.pdf; 1-s2.0-S0167739X23002728-main.pdf |
| Reducing the Energy Consumption of sEMG-Based Gesture Recognition at the Edge Using Transformers and Dynamic Inference / Xie, Chen; Burrello, Alessio; Daghero, Francesco; Benini, Luca; Calimera, Andrea; Macii, Enrico; Poncino, Massimo; JAHIER PAGLIARI, Daniele. - In: SENSORS. - ISSN 1424-8220. - 23:4(2023), pp. 1-21. [10.3390/s23042065] | 1-gen-2023 | CHEN XIEAlessio BurrelloFrancesco DagheroLUCA BENINIANDREA CALIMERAEnrico MACIIMassimo PoncinoDANIELE PAGLIARI | Reducing the Energy Consumption of sEMG-Based-Gesture-Recognition-at-the Edge-Using-Transformers-and-Dynamic-Inference.pdf |
| Embedding Temporal Convolutional Networks for Energy-efficient PPG-based Heart Rate Monitoring / Burrello, Alessio; JAHIER PAGLIARI, Daniele; Maria Rapa, Pierangelo; Semilia, Matilde; Risso, Matteo; Polonelli, Tommaso; Poncino, Massimo; Benini, Luca; Benatti, Simone. - In: ACM TRANSACTIONS ON COMPUTING FOR HEALTHCARE. - ISSN 2691-1957. - 3:2(2022), pp. 1-25. [10.1145/3487910] | 1-gen-2022 | Alessio BurrelloDaniele Jahier PagliariMatteo RissoMassimo PoncinoLuca Benini + | actppg_journal.pdf; actppg_open.pdf |
| A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays / Ravaglia, Leonardo; Rusci, Manuele; Nadalini, Davide; Capotondi, Alessandro; Conti, Francesco; Benini, Luca. - In: IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS. - ISSN 2156-3365. - 11:4(2021), pp. 789-802. [10.1109/JETCAS.2021.3121554] | 1-gen-2021 | Nadalini DavideBenini Luca + | TinyML_redux.pdf; A_TinyML_Platform_for_On-Device_Continual_Learning_With_Quantized_Latent_Replays.pdf |
| Q-PPG: Energy-Efficient PPG-Based Heart Rate Monitoring on Wearable Devices / Burrello, A.; JAHIER PAGLIARI, Daniele; Risso, M.; Benatti, S.; Macii, E.; Benini, L.; Poncino, M.. - In: IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS. - ISSN 1932-4545. - ELETTRONICO. - 15:6(2021), pp. 1196-1209. [10.1109/TBCAS.2021.3122017] | 1-gen-2021 | Burrello A.Pagliari Jahier DanieleRisso M.MacIi E.Benini L.Poncino M. + | Q-PPG_Energy-Efficient_PPG-Based_Heart_Rate_Monitoring_on_Wearable_Devices.pdf |