sEMG-driven Hand Dynamics Estimation with Incremental Online Learning on a Parallel Ultra-Low-Power Microcontroller Marcello Zanghieri, Pierangelo Maria Rapa, Mattia Orlandi, Elisa Donati, Simone Benatti, Luca Benini June 2024 University of Bologna, ETH Zurich Read more
BrainFuseNet: Enhancing Wearable Seizure Detection through EEG-PPG-accelerometer Sensor Fusion and Efficient Edge Deployment Thorir Mar Ingolfsson, Xiaying Wang, Simone Benatti, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sandor Beniczky, Luca Benini, Andrea Cossettini 30 Apr 2024 University of Bologna, ETH Zurich Read more Download paper in pdf
A Noisy Beat is Worth 16 Words: a Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers By Paola Busia, Matteo Antonio Scrugli, Victor Jean-Baptiste Jung, Luca Benini, Paolo Meloni 16 Feb 2024 University of Cagliari, University of Bologna Read more Download paper in pdf
Minimizing artifact-induced false-alarms for seizure detection in wearable EEG devices with gradient-boosted tree classifiers Thorir Mar Ingolfsson, Simone Benatti, Xiaying Wang, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sandor Beniczky, Luca Benini & Andrea Cossettini 05 Feb 2024 University of Bologna, ETH Zurich, University of Modena and Reggio Emilia, Lausanne University Hospital, Danish Epilepsy [...]
Reducing False Alarms in Wearable Seizure Detection with EEGformer: A Compact Transformer Model for MCUs By Paola Busia, Andrea Cossettini, Thorir M Ingolfsson, Simone Benatti, Alessio Burrello, Victor J B Jung, Moritz Scherer, Matteo A Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini 23 Jan 2024 University of Cagliari, University [...]
A Muscle Pennation Angle Estimation Framework From Raw Ultrasound Data for Wearable Biomedical Instrumentation By Sergei Vostrikov, Thorir Mar Ingolfsson, Soley Hafthorsdottir, Christoph Leitner, and others 28 Nov 2023 ETH Zurich Read more
EpiDeNet: An Energy-Efficient Approach to Seizure Detection for Embedded Systems Thorir Mar Ingolfsson, Upasana Chakraborty, Xiaying Wang, Sandor Beniczky, Pauline Ducouret, Simone Benatti, Philippe Ryvlin, Andrea Cossettini, Luca Benini 28 Aug 2023 ETH Zurich, University of Bologna, Aarhus University Hospital, Lausanne University Hospital, University of Modena and Reggio Emilia, Danish Epilepsy Centre Read [...]
BioGAP: a 10-Core FP-capable Ultra-Low Power IoT Processor, with Medical-Grade AFE and BLE Connectivity for Wearable Biosignal Processing Sebastian Frey, Marco Guermandi, Simone Benatti, Victor Kartsch, Andrea Cossettini, Luca Benini 04 Jul 2023 ETH Zurich, University of Bologna, University of Modena and Reggio Emilia Read more Download paper in pdf [...]
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari 24 Mar 2022 ETH Zurich, University of Modena and Reggio Emilia, Polytechnic University of Turin Read more Download paper in pdf