Memory-efficient deep learning on a SpiNNaker 2 prototype C Liu, G Bellec, B Vogginger, D Kappel, J Partzsch, F Neumärker, ... Frontiers in neuroscience 12, 840, 2018 | 69 | 2018 |
Doppler ambiguity resolution for binary-phase-modulated MIMO FMCW radars HA Gonzalez, C Liu, B Vogginger, CG Mayr 2019 International Radar Conference (RADAR), 1-6, 2019 | 28 | 2019 |
Automotive radar processing with spiking neural networks: Concepts and challenges B Vogginger, F Kreutz, J López-Randulfe, C Liu, R Dietrich, HA Gonzalez, ... Frontiers in neuroscience 16, 851774, 2022 | 16 | 2022 |
Doppler disambiguation in MIMO FMCW radars with binary phase modulation HA Gonzalez, C Liu, B Vogginger, P Kumaraveeran, CG Mayr IET Radar, Sonar & Navigation 15 (8), 884-901, 2021 | 14 | 2021 |
Phase-based doppler disambiguation in TDM and BPM MIMO FMCW radars C Liu, HA Gonzalez, B Vogginger, CG Mayr 2021 IEEE Radio and Wireless Symposium (RWS), 87-90, 2021 | 11 | 2021 |
Time-coded spiking fourier transform in neuromorphic hardware J López-Randulfe, N Reeb, N Karimi, C Liu, HA Gonzalez, R Dietrich, ... IEEE Transactions on Computers 71 (11), 2792-2802, 2022 | 8 | 2022 |
ZEN: A flexible energy-efficient hardware classifier exploiting temporal sparsity in ECG data M Jobst, J Partzsch, C Liu, L Guo, D Walter, SU Rehman, S Scholze, ... 2022 IEEE 4th International Conference on Artificial Intelligence Circuits …, 2022 | 7 | 2022 |
Event-based neural network for ECG classification with delta encoding and early stopping M Jobst, C Liu, J Partzsch, Y Yan, D Kappel, HA Gonzalez, Y Ji, ... 2020 6th International Conference on Event-Based Control, Communication, and …, 2020 | 7 | 2020 |
Mapping deep neural networks on spinnaker2 F Kelber, B Wu, B Vogginger, J Partzsch, C Liu, M Stolba, C Mayr Proceedings of the 2020 Annual Neuro-Inspired Computational Elements …, 2020 | 7 | 2020 |
Deploying machine learning models to ahead-of-time runtime on edge using microtvm C Liu, M Jobst, L Guo, X Shi, J Partzsch, C Mayr Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for …, 2023 | 5 | 2023 |
SpiNNaker2: A large-scale neuromorphic system for event-based and asynchronous machine learning HA Gonzalez, J Huang, F Kelber, KK Nazeer, T Langer, C Liu, ... arXiv preprint arXiv:2401.04491, 2024 | 4 | 2024 |
Ultra-high compression of twiddle factor ROMs in multi-core DSP for FMCW radars HA Gonzalez, F Kelber, M Stolba, C Liu, B Vogginger, S Hänzsche, ... 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021 | 4 | 2021 |
Efficient SNN multi-cores MAC array acceleration on SpiNNaker 2 J Huang, F Kelber, B Vogginger, C Liu, F Kreutz, P Gerhards, D Scholz, ... Frontiers in Neuroscience 17, 1223262, 2023 | 2 | 2023 |
Efficient DBSCAN Implementation in a Multi-core DSP for FMCW Radars SF Qureshi, HA Gonzalez, C Liu, B Vogginger, M Stolba, S Scholze, ... 2022 IEEE Radar Conference (RadarConf22), 1-6, 2022 | 2 | 2022 |
Neuromorphic hardware for sustainable AI data centers B Vogginger, A Rostami, V Jain, S Arfa, A Hantsch, D Kappel, M Schäfer, ... arXiv preprint arXiv:2402.02521, 2024 | 1 | 2024 |
A 12-ADC 25-Core Smart MPSoC Using ABB in 22FDX for 77GHz MIMO Radars at 52.6 mW Average Power HA Gonzalez, B Vogginger, C Liu, M Stolba, F Kelber, H Bauer, ... 2023 IEEE Custom Integrated Circuits Conference (CICC), 1-2, 2023 | 1 | 2023 |
CA-CFAR is Convolution: Fast Target Detection with Machine Learning Accelerator C Liu, F Kelber, B Vogginger, C Mayr 2024 13th Mediterranean Conference on Embedded Computing (MECO), 1-6, 2024 | | 2024 |
A Low-footprint FFT Accelerator for a RISC-V-based Multi-core DSP in FMCW Radars HA Gonzalez, M Stolba, B Vogginger, T Rosmeisl, C Liu, C Mayr 2024 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2024 | | 2024 |
Complex-Valued Neural Networks for Doppler Disambiguation in FMCW Radars C Liu, J Li, HA Gonzalez, B Vogginger, C Mayr 2023 24th International Radar Symposium (IRS), 1-10, 2023 | | 2023 |
Cognitive FMCW radar to enhance velocity disambiguation in MIMO systems HA Gonzalez, C Liu, B Vogginger, S Höppner, C Mayr IET Digital Library, 2022 | | 2022 |