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Johanna Rock
Johanna Rock
Student Projects
PhD Theses
Publications
- Journal article Fuchs A., Rock J., Toth M., Meissner P. & Pernkopf F. (2025) Multiantenna Radar Signal Interference Mitigation Using Complex-Valued Convolutional Neural Networks. in IEEE Transactions on Systems, Man, and Cybernetics: Systems, 55(3), p. 1997 - 2008. [more info] [doi]
- Patent Rock J., Messner E. & Pernkopf F. (2024) FMCW Radar with Interference Signal Supression using Artificial Neural Network.. [more info]
- Patent Rock J., Messner E. & Pernkopf F. (2024) FMCW Radar with Interference Signal Supression using Artificial Neural Network.. [more info]
- Journal article Fuchs A., Rock J., Toth M., Meissner P. & Pernkopf F. (2024) Multi Antenna Radar Signal Denoising and Interference Mitigation using Complex-valued Convolutional Neural Networks. in IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics. [more info]
- Conference paper Hirschmugl M., Rock J., Meissner P. & Pernkopf F. (2022) Fast and Resource-Efficient CNNs for Radar Interference Mitigation on Embedded Hardware. in 19th European Radar Conference (pp. 197-200). [more info] [doi]
- Conference paper Fuchs A., Rock J., Toth M., Meissner P. & Pernkopf F. (2021) Complex-Valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation.. [more info]
- Journal article Rock J., Roth W., Toth M., Meissner P. & Pernkopf F. (2021) Resource-efficient Deep Neural Networks for Automotive Radar Interference Mitigation. in IEEE Journal on Selected Topics in Signal Processing, 15(4), p. 927-940. [more info] [doi]
- Patent Meissner P., Toth M., Rock J., Pernkopf F. & Messner E. (2020) FMCW RADAR MIT STÖRSIGNALUNTERDRÜCKUNG MITTELS KÜNSTLICHEM NEURONALEN NETZ.. [more info]
- Conference paper Rock J., Roth W., Meissner P. & Pernkopf F. (2020) Quantized Deep Neural Networks for Radar Interference Mitigation. in 2020 European Conference on Machine Learning - ITEM Workshop. [more info]
- Conference paper Rock J., Toth M., Meissner P. & Pernkopf F. (2019) CNNs for Interference Mitigaton and Denoising in Automotive Radar Using Real World Data.. [more info]
- Conference paper Rock J., Toth M., Messner E., Meissner P. & Pernkopf F. (2019) Complex Signal Denoising for Automotive Radar using Convolutional Neural Networks.. [more info]
