12 mJ per Class On-Device By Yoga Esa Wibowo, Cristian Cioflan, Thorir Mar Ingolfsson, Michael Hersche, Leo Zhao, Abbas Rahimi, Luca Benini 12 Mar 2024 Read more: https://arxiv.org/abs/2403.07851 Download paper in pdf: https://arxiv.org/pdf/2403.07851.pdf
Optimizing the Deployment of Tiny Transformers on Low-Power MCUsBy Victor J.B. Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini3 Apr 2024Read more: https://arxiv.org/abs/2404.02945v1Download paper in pdf: https://arxiv.org/pdf/2404.04386
On-device Self-supervised Learning of Visual Perception Tasks aboard Hardware-limited Nano-quadrotors By Elia Cereda, Manuele Rusci, Alessandro Giusti, Daniele Palossi 6 Mar 2024 Read more: https://www.arxiv.org/abs/2403.04071 Download paper in pdf: https://arxiv.org/pdf/2403.04071.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 Read more: https://arxiv.org/abs/2402.10748 Download paper in pdf: https://arxiv.org/pdf/2402.10748.pdf
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 Read more: https://ieeexplore.ieee.org/document/10412626 Download [...]
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 Read more: https://ieeexplore.ieee.org/document/10329945
Ultra-Efficient On-Device Object Detection on AI-Integrated Smart Glasses with TinyissimoYOLO By Julian Moosmann, Pietro Bonazzi, Yawei Li, Sizhen Bian, Philipp Mayer, Luca Benini, Michele Magno 2 Nov 2023 Read more: https://arxiv.org/abs/2311.01057 Download paper in pdf: https://arxiv.org/ftp/arxiv/papers/2311/2311.01057.pdf
Scalable Hierarchical Instruction Cache for Ultra-Low-Power Processors Clusters By Jie Chen, Igor Loi, Eric Flamand, Giuseppe Tagliavini, Luca Benini, Davide Rossi 4 Sep 2023 Read more: https://arxiv.org/abs/2309.01299 Download paper in pdf: https://arxiv.org/pdf/2309.01299
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 Read more: https://arxiv.org/abs/2309.07135 Download paper in pdf: https://arxiv.org/pdf/2309.07135
Drone navigation and license place detection for vehicle location in indoor spaces Moa Arvidsson, Sithichot Sawirot, Cristofer Englund, Fernando Alonso-Fernandez, Martin Torstensson, Boris Duran 19 Jul 2023 Read more: https://arxiv.org/abs/2307.10165 Download paper in pdf: https://arxiv.org/abs/2307.10165