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Johanna Rock
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Complex signal denoising and interference mitigation for automotive radar using convolutional neural networks
J Rock, M Toth, E Messner, P Meissner, F Pernkopf
2019 22th International Conference on Information Fusion (FUSION), 1-8, 2019
572019
Resource-efficient deep neural networks for automotive radar interference mitigation
J Rock, W Roth, M Toth, P Meissner, F Pernkopf
IEEE Journal of Selected Topics in Signal Processing 15 (4), 927-940, 2021
482021
Deep interference mitigation and denoising of real-world fmcw radar signals
J Rock, M Toth, P Meissner, F Pernkopf
2020 IEEE International Radar Conference (RADAR), 624-629, 2020
362020
Complex-valued convolutional neural networks for enhanced radar signal denoising and interference mitigation
A Fuchs, J Rock, M Toth, P Meissner, F Pernkopf
2021 IEEE Radar Conference (RadarConf21), 1-6, 2021
322021
Analysis of automotive radar interference mitigation for real-world environments
M Toth, J Rock, P Meissner, A Melzer, K Witrisal
2020 17th European Radar Conference (EuRAD), 176-179, 2021
132021
CNNs for interference mitigation and denoising in automotive radar using real-world data
J Rock, M Toth, P Meissner, F Pernkopf
Machine Learning for Autonomous Driving Workshop at the 33rd Conference on …, 2019
72019
On efficient uncertainty estimation for resource-constrained mobile applications
J Rock, T Azevedo, R de Jong, D Ruiz-Muņoz, P Maji
arXiv preprint arXiv:2111.09838, 2021
62021
FMCW radar with interference signal suppression using artificial neural network
P Meissner, F Pernkopf, J Rock, W Roth, MA Toth, A Fuchs
US Patent 11,907,829, 2024
32024
Towards Abductive Reasoning-Based ComputationalDesign Tools: Using Machine Learning as a way to explore the combined design spaces of multiple parametric models
A Sebestyen, J Rock, UL Hirschberg
39th eCAADe Conference: Education and Research in Computer Aided …, 2021
32021
Quantized neural networks for radar interference mitigation
J Rock, W Roth, P Meissner, F Pernkopf
arXiv preprint arXiv:2011.12706, 2020
32020
Fmcw radar with interference signal suppression using artificial neural network
P Meissner, F Pernkopf, J Rock, W Roth, MA Toth
US Patent App. 16/923,916, 2020
32020
Fast and resource-efficient cnns for radar interference mitigation on embedded hardware
M Hirschmugl, J Rock, P Meissner, F Pernkopf
2022 19th European Radar Conference (EuRAD), 1-4, 2022
22022
FMCW radar with interference signal suppression using artificial neural network
P Meissner, E Messner, F Pernkopf, J Rock, MA Toth
US Patent 11,885,903, 2024
2024
Quantized Deep Neural Networks for Radar Interference Mitigation
J Rock, W Roth, P Meissner, F Pernkopf
2020 European Conference on Machine Learning-ITEM Workshop, 2020
2020
Towards Abductive Reasoning-Based Computational Design Tools
A Sebestyen, J Rock, UL Hirschberg
ISSUE ON RECENT ADVANCES IN AUTOMOTIVE RADAR SIGNAL PROCESSING
P Heidenreich, A Zoubir, I Bilik, M Greco, M Torlak, F Engels, ...
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