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- Moritz Scherer 0001
ETH Zürich, Zürich, Switzerland - Moritz Scherer 0002
Trier University of Applied Sciences, Germany
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Publication search results
found 41 matches
- 2024
- 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) - 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) - 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) - 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 - Moritz Scherer, Cristian Cioflan, Michele Magno, Luca Benini:
Work in Progress: Linear Transformers for TinyML. DATE 2024: 1-2 - Nikolai Hepke, Moritz Scherer, Jörg Lohscheller, Steffen Müller, Benjamin Weyers:
Development and Validation of a 3D Pose Tracking System towards XR Home Training to Relieve Back Pain. VRST 2024: 18:1-18:11 - Lucas Küntzer, Moritz Scherer, Tilo Mentler, Georg Rock:
Dynamic Difficulty Adjustment in Virtual Reality Exergaming to Regulate Exertion Levels via Heart Rate Monitoring. VRST 2024: 82:1-82:2 - 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) - 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) - Malte Tölle, Philipp Garthe, Clemens Scherer, Jan Moritz Seliger, Andreas Leha, Nina Krüger, Stefan Simm, Simon Martin, Sebastian Eble, Halvar Kelm, Moritz Bednorz, Florian André, Peter Bannas, Gerhard-Paul Diller, Norbert Frey, Stefan Groß, Anja Hennemuth, Lars Kaderali, Alexander Meyer, Eike Nagel, Stefan Orwat, Moritz Seiffert, Tim Friede, Tim Seidler, Sandy Engelhardt:
Federated Foundation Model for Cardiac CT Imaging. CoRR abs/2407.07557 (2024) - Malte Tölle, Lukas Burger, Halvar Kelm, Florian André, Peter Bannas, Gerhard-Paul Diller, Norbert Frey, Philipp Garthe, Stefan Groß, Anja Hennemuth, Lars Kaderali, Nina Krüger, Andreas Leha, Simon Martin, Alexander Meyer, Eike Nagel, Stefan Orwat, Clemens Scherer, Moritz Seiffert, Jan Moritz Seliger, Stefan Simm, Tim Friede, Tim Seidler, Sandy Engelhardt:
Multi-Modal Dataset Creation for Federated~Learning with DICOM Structured Reports. CoRR abs/2407.09064 (2024) - 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) - 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
- 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) - 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) - 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 - 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 - 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 - 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) - 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
- Moritz Hoffmann, Martin Scherer, Tim Hempel, Andreas Mardt, Brian de Silva, Brooke E. Husic, Stefan Klus, Hao Wu, J. Nathan Kutz, Steven L. Brunton, Frank Noé:
Deeptime: a Python library for machine learning dynamical models from time series data. Mach. Learn. Sci. Technol. 3(1): 15009 (2022) - 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) - 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 - 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 - 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 - 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 - 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 - 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 - 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) - 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)
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