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DeepHybrid: Deep Learning on Automotive Radar Spectra and Reflections for Object Classification


Feb 17, 2022
Adriana-Eliza Cozma, Lisa Morgan, Martin Stolz, David Stoeckel, Kilian Rambach

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* IEEE International Intelligent Transportation Systems Conference (ITSC), 2021 

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Improving Uncertainty of Deep Learning-based Object Classification on Radar Spectra using Label Smoothing


Sep 27, 2021
Kanil Patel, William Beluch, Kilian Rambach, Michael Pfeiffer, Bin Yang

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* Submitted to IEEE Radar Conference 2022 

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DiagViB-6: A Diagnostic Benchmark Suite for Vision Models in the Presence of Shortcut and Generalization Opportunities


Aug 12, 2021
Elias Eulig, Piyapat Saranrittichai, Chaithanya Kumar Mummadi, Kilian Rambach, William Beluch, Xiahan Shi, Volker Fischer

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* Accepted for publication at IEEE International Conference on Computer Vision (ICCV) 2021 

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Test-Time Adaptation to Distribution Shift by Confidence Maximization and Input Transformation


Jun 28, 2021
Chaithanya Kumar Mummadi, Robin Hutmacher, Kilian Rambach, Evgeny Levinkov, Thomas Brox, Jan Hendrik Metzen

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* 16 pages, 5 figures, 7 tables 

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Investigation of Uncertainty of Deep Learning-based Object Classification on Radar Spectra


Jun 01, 2021
Kanil Patel, William Beluch, Kilian Rambach, Adriana-Eliza Cozma, Michael Pfeiffer, Bin Yang

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* IEEE Radar Conference 2021 
* 6 pages 

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