Search Results for author: Johanna Rock

Found 6 papers, 1 papers with code

On Efficient Uncertainty Estimation for Resource-Constrained Mobile Applications

no code implementations11 Nov 2021 Johanna Rock, Tiago Azevedo, René de Jong, Daniel Ruiz-Muñoz, Partha Maji

Deep neural networks have shown great success in prediction quality while reliable and robust uncertainty estimation remains a challenge.

Multi-class Classification

Complex-valued Convolutional Neural Networks for Enhanced Radar Signal Denoising and Interference Mitigation

no code implementations29 Apr 2021 Alexander Fuchs, Johanna Rock, Mate Toth, Paul Meissner, Franz Pernkopf

Our experiments show, that the use of CVCNNs increases data efficiency, speeds up network training and substantially improves the conservation of phase information during interference removal.

Autonomous Driving Denoising

Deep Interference Mitigation and Denoising of Real-World FMCW Radar Signals

no code implementations4 Dec 2020 Johanna Rock, Mate Toth, Paul Meissner, Franz Pernkopf

We combine real measurements with simulated interference in order to create input-output data suitable for training the model.

Denoising Transfer Learning

Quantized Neural Networks for Radar Interference Mitigation

no code implementations25 Nov 2020 Johanna Rock, Wolfgang Roth, Paul Meissner, Franz Pernkopf

Radar sensors are crucial for environment perception of driver assistance systems as well as autonomous vehicles.

Autonomous Vehicles Denoising +1

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