| Tinyradarnn: Combining spatial and temporal convolutional neural networks for embedded gesture recognition with short range radars M Scherer, M Magno, J Erb, P Mayer, M Eggimann, L Benini IEEE Internet of Things Journal 8 (13), 10336-10346, 2021 | 86 | 2021 |
| Kraken: A direct event/frame-based multi-sensor fusion soc for ultra-efficient visual processing in nano-uavs A Di Mauro, M Scherer, D Rossi, L Benini arXiv preprint arXiv:2209.01065, 2022 | 37 | 2022 |
| A microcontroller is all you need: Enabling transformer execution on low-power iot endnodes A Burrello, M Scherer, M Zanghieri, F Conti, L Benini 2021 IEEE International Conference on Omni-Layer Intelligent Systems (COINS …, 2021 | 34 | 2021 |
| CUTIE: Beyond PetaOp/s/W ternary DNN inference acceleration with better-than-binary energy efficiency M Scherer, G Rutishauser, L Cavigelli, L Benini IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2021 | 28 | 2021 |
| Bioformers: Embedding transformers for ultra-low power semg-based gesture recognition A Burrello, FB Morghet, M Scherer, S Benatti, L Benini, E Macii, ... 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2022 | 27 | 2022 |
| Eegformer: Transformer-based epilepsy detection on raw eeg traces for low-channel-count wearable continuous monitoring devices P Busia, A Cossettini, TM Ingolfsson, S Benatti, A Burrello, M Scherer, ... 2022 IEEE Biomedical Circuits and Systems Conference (BioCAS), 640-644, 2022 | 19 | 2022 |
| QuantLab: A modular framework for training and deploying mixed-precision NNs M Spallanzani, G Rutishauser, M Scherer, A Burrello, F Conti, L Benini TinyML Summit, 2022 | 13 | 2022 |
| Ita: An energy-efficient attention and softmax accelerator for quantized transformers G Islamoglu, M Scherer, G Paulin, T Fischer, VJB Jung, A Garofalo, ... 2023 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2023 | 10 | 2023 |
| A 1036 TOp/s/W, 12.2 mW, 2.72 μJ/Inference All Digital TNN Accelerator in 22 nm FDX Technology for TinyML Applications M Scherer, A Di Mauro, G Rutishauser, T Fischer, L Benini 2022 IEEE Symposium in Low-Power and High-Speed Chips (COOL CHIPS), 1-3, 2022 | 10 | 2022 |
| Flydvs: An event-driven wireless ultra-low power visual sensor node A Di Mauro, M Scherer, JF Mas, B Bougenot, M Magno, L Benini 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2021 | 9 | 2021 |
| 7 μJ/inference end-to-end gesture recognition from dynamic vision sensor data using ternarized hybrid convolutional neural networks G Rutishauser, M Scherer, T Fischer, L Benini Future Generation Computer Systems 149, 717-731, 2023 | 7 | 2023 |
| SmartAid: A Low-Power Smart Hearing Aid For Stutterers M Scherer, K Menachery, M Magno 2019 IEEE Sensors Applications Symposium (SAS), 1-6, 2019 | 6 | 2019 |
| Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS M Scherer, M Eggimann, A Di Mauro, AS Prasad, F Conti, D Rossi, ... ESSCIRC 2023-IEEE 49th European Solid State Circuits Conference (ESSCIRC …, 2023 | 5 | 2023 |
| Ternarized TCN for Gesture Recognition from DVS Event Frames G Rutishauser, M Scherer, T Fischer, L Benini 2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 736-741, 2022 | 5 | 2022 |
| Optimizing the Deployment of Tiny Transformers on Low-Power MCUs VJB Jung, A Burrello, M Scherer, F Conti, L Benini arXiv preprint arXiv:2404.02945, 2024 | 4 | 2024 |
| Reducing false alarms in wearable seizure detection with eegformer: A compact transformer model for mcus P Busia, A Cossettini, TM Ingolfsson, S Benatti, A Burrello, VJB Jung, ... IEEE Transactions on Biomedical Circuits and Systems, 2024 | 4 | 2024 |
| TCN-CUTIE: A 1,036-TOp/s/W, 2.72-µJ/Inference, 12.2-mW All-Digital Ternary Accelerator in 22-nm FDX Technology M Scherer, A Di Mauro, T Fischer, G Rutishauser, L Benini IEEE Micro 43 (1), 42-48, 2022 | 4 | 2022 |
| Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine AS Prasad, M Scherer, F Conti, D Rossi, A Di Mauro, M Eggimann, ... IEEE Journal of Solid-State Circuits, 2024 | 3 | 2024 |
| Work in Progress: Linear Transformers for TinyML M Scherer, C Cioflan, M Magno, L Benini 2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-2, 2024 | 3 | 2024 |
| Widevision: A low-power, multi-protocol wireless vision platform for distributed surveillance M Scherer, F Sidler, M Rogenmoser, M Magno, L Benini 2022 18th International Conference on Wireless and Mobile Computing …, 2022 | 3 | 2022 |
Luca BeniniETH Zürich, Università di BolognaVerified email at unibo.it
