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ORCIDMoritz Scherer 0001
Person information
- affiliation: ETH Zürich, Zürich, Switzerland
Other persons with the same name
- Moritz Scherer 0002
![[0009-0006-3009-8733]](https://dblp.uni-trier.de/img/orcid-mark.12x12.png "0009-0006-3009-8733")
— Trier University of Applied Sciences, Germany
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2020 – today
- 2024
[j7]Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini:
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine. IEEE J. Solid State Circuits 59(7): 2055-2069 (2024)- [j6]Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Victor J. B. Jung, Moritz Scherer, Matteo Antonio Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini:
Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. IEEE Trans. Biomed. Circuits Syst. 18(3): 608-621 (2024) - [j5]Yuan-Chun Luo, Anni Lu, Janak Sharda, Moritz Scherer, Jorge Tomás Gómez, Syed Shakib Sarwar, Ziyun Li, Reid Frederick Pinkham, Barbara De Salvo, Shimeng Yu:
Thermally Constrained Codesign of Heterogeneous 3-D Integration of Compute-in-Memory, Digital ML Accelerator, and RISC-V Cores for Mixed ML and Non-ML Workloads. IEEE Trans. Very Large Scale Integr. Syst. 32(9): 1718-1725 (2024) - [c15]Georg Rutishauser, Joan Mihali, Moritz Scherer, Luca Bonini:
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems. ASAP 2024: 206-213 - [c14]Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini:
Work in Progress: Linear Transformers for TinyML. DATE 2024: 1-2 - [i11]Victor J. B. Jung, Alessio Burrello, Moritz Scherer, Francesco Conti, Luca Benini:
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs. CoRR abs/2404.02945 (2024) - [i10]Georg Rutishauser, Joan Mihali, Moritz Scherer, Luca Benini:
xTern: Energy-Efficient Ternary Neural Network Inference on RISC-V-Based Edge Systems. CoRR abs/2405.19065 (2024) - [i9]Philip Wiese, Gamze Islamoglu, Moritz Scherer, Luka Macan, Victor J. B. Jung, Alessio Burrello, Francesco Conti, Luca Benini:
Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow. CoRR abs/2408.02473 (2024) - [i8]Moritz Scherer, Luka Macan, Victor J. B. Jung, Philip Wiese, Luca Bompani, Alessio Burrello, Francesco Conti, Luca Benini:
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers. CoRR abs/2408.04413 (2024) - 2023
- [j4]Georg Rutishauser, Moritz Scherer, Tim Fischer, Luca Benini:
7 μJ/inference end-to-end gesture recognition from dynamic vision sensor data using ternarized hybrid convolutional neural networks. Future Gener. Comput. Syst. 149: 717-731 (2023) - [j3]Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini:
TCN-CUTIE: A 1, 036-TOp/s/W, 2.72-µJ/Inference, 12.2-mW All-Digital Ternary Accelerator in 22-nm FDX Technology. IEEE Micro 43(1): 42-48 (2023) - [c13]Moritz Scherer, Manuel Eggimann, Alfio Di Mauro, Arpan Suravi Prasad, Francesco Conti, Davide Rossi, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini:
Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS. ESSCIRC 2023: 217-220 - [c12]Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini:
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. ISLPED 2023: 1-6 - [c11]Andrea Mattei, Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini:
Securing Tiny Transformer-Based Computer Vision Models: Evaluating Real-World Patch Attacks. WF-IoT 2023: 1-7 - [i7]Gamze Islamoglu, Moritz Scherer, Gianna Paulin, Tim Fischer, Victor J. B. Jung, Angelo Garofalo, Luca Benini:
ITA: An Energy-Efficient Attention and Softmax Accelerator for Quantized Transformers. CoRR abs/2307.03493 (2023) - [i6]Arpan Suravi Prasad, Moritz Scherer, Francesco Conti, Davide Rossi, Alfio Di Mauro, Manuel Eggimann, Jorge Tomás Gómez, Ziyun Li, Syed Shakib Sarwar, Zhao Wang, Barbara De Salvo, Luca Benini:
Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality with At-MRAM Neural Engine. CoRR abs/2312.14750 (2023) - 2022
- [j2]Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini:
CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration With Better-Than-Binary Energy Efficiency. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(4): 1020-1033 (2022) - [c10]Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Moritz Scherer, Matteo Antonio Scrugli, Paolo Meloni, Luca Benini:
EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices. BioCAS 2022: 640-644 - [c9]Moritz Scherer, Alfio Di Mauro, Georg Rutishauser, Tim Fischer, Luca Benini:
A 1036 TOp/s/W, 12.2 mW, 2.72 μJ/Inference All Digital TNN Accelerator in 22 nm FDX Technology for TinyML Applications. COOL CHIPS 2022: 1-3 - [c8]Georg Rutishauser, Moritz Scherer, Tim Fischer, Luca Benini:
Ternarized TCN for $\mu \mathrm{J}/\text{Inference}$ Gesture Recognition from DVS Event Frames. DATE 2022: 736-741 - [c7]Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari:
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. DATE 2022: 1443-1448 - [c6]Alfio Di Mauro, Moritz Scherer, Davide Rossi, Luca Benini:
Kraken: A Direct Event/Frame-Based Multi-sensor Fusion SoC for Ultra-Efficient Visual Processing in Nano-UAVs. HCS 2022: 1-19 - [c5]Moritz Scherer, Fabian Sidler, Michael Rogenmoser, Michele Magno, Luca Benini:
WideVision: A Low-Power, Multi-Protocol Wireless Vision Platform for Distributed Surveillance. WiMob 2022: 394-399 - [i5]Alessio Burrello, Francesco Bianco Morghet, Moritz Scherer, Simone Benatti, Luca Benini, Enrico Macii, Massimo Poncino, Daniele Jahier Pagliari:
Bioformers: Embedding Transformers for Ultra-Low Power sEMG-based Gesture Recognition. CoRR abs/2203.12932 (2022) - [i4]Alfio Di Mauro, Moritz Scherer, Davide Rossi, Luca Benini:
Kraken: A Direct Event/Frame-Based Multi-sensor Fusion SoC for Ultra-Efficient Visual Processing in Nano-UAVs. CoRR abs/2209.01065 (2022) - [i3]Moritz Scherer, Alfio Di Mauro, Tim Fischer, Georg Rutishauser, Luca Benini:
TCN-CUTIE: A 1036 TOp/s/W, 2.72 uJ/Inference, 12.2 mW All-Digital Ternary Accelerator in 22 nm FDX Technology. CoRR abs/2212.00688 (2022) - 2021
- [j1]Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini:
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition With Short Range Radars. IEEE Internet Things J. 8(13): 10336-10346 (2021) - [c4]Alessio Burrello, Moritz Scherer, Marcello Zanghieri, Francesco Conti, Luca Benini:
A Microcontroller is All You Need: Enabling Transformer Execution on Low-Power IoT Endnodes. COINS 2021: 1-6 - [c3]Alfio Di Mauro, Moritz Scherer, Jordi Fornt Mas, Basile Bougenot, Michele Magno, Luca Benini:
FlyDVS: An Event-Driven Wireless Ultra-Low Power Visual Sensor Node. DATE 2021: 1851-1854 - [c2]Moritz Scherer, Philipp Mayer, Alfio Di Mauro, Michele Magno, Luca Benini:
Towards Always-on Event-based Cameras for Long-lasting Battery-operated Smart Sensor Nodes. I2MTC 2021: 1-6 - 2020
- [i2]Moritz Scherer, Michele Magno, Jonas Erb, Philipp Mayer, Manuel Eggimann, Luca Benini:
TinyRadarNN: Combining Spatial and Temporal Convolutional Neural Networks for Embedded Gesture Recognition with Short Range Radars. CoRR abs/2006.16281 (2020) - [i1]Moritz Scherer, Georg Rutishauser, Lukas Cavigelli, Luca Benini:
CUTIE: Beyond PetaOp/s/W Ternary DNN Inference Acceleration with Better-than-Binary Energy Efficiency. CoRR abs/2011.01713 (2020)
2010 – 2019
- 2019
- [c1]Moritz Scherer, Kiran Menachery, Michele Magno:
SmartAid: A Low-Power Smart Hearing Aid For Stutterers. SAS 2019: 1-6
Coauthor Index
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