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Resource-efficient Deep Neural Networks for Automotive Radar Interference Mitigation


Jan 25, 2022
Johanna Rock, Wolfgang Roth, Mate Toth, Paul Meissner, Franz Pernkopf

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* IEEE Journal of Selected Topics in Signal Processing, vol. 15, no. 4, pp. 927-940, June 2021 
* 15 pages; published in IEEE Journal of Selected Topics in Signal Processing, Special Issue on Recent Advances in Automotive Radar Signal Processing, Volume: 15, Issue: 4, June 2021. arXiv admin note: text overlap with arXiv:2011.12706 

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End-to-end Keyword Spotting using Neural Architecture Search and Quantization


Apr 14, 2021
David Peter, Wolfgang Roth, Franz Pernkopf

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* arXiv admin note: text overlap with arXiv:2012.10138 

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Resource-efficient DNNs for Keyword Spotting using Neural Architecture Search and Quantization


Dec 18, 2020
David Peter, Wolfgang Roth, Franz Pernkopf

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Quantized Neural Networks for Radar Interference Mitigation


Dec 01, 2020
Johanna Rock, Wolfgang Roth, Paul Meissner, Franz Pernkopf

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* ITEM Workshop at ECML-PKDD 2020 

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On Resource-Efficient Bayesian Network Classifiers and Deep Neural Networks


Oct 22, 2020
Wolfgang Roth, GĂŒnther Schindler, Holger Fröning, Franz Pernkopf

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* Accepted at ICPR 2020 

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Differentiable TAN Structure Learning for Bayesian Network Classifiers


Aug 21, 2020
Wolfgang Roth, Franz Pernkopf

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* Accepted at PGM 2020 

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Resource-Efficient Speech Mask Estimation for Multi-Channel Speech Enhancement


Jul 22, 2020
Lukas Pfeifenberger, Matthias Zöhrer, GĂŒnther Schindler, Wolfgang Roth, Holger Fröning, Franz Pernkopf

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Resource-Efficient Neural Networks for Embedded Systems


Jan 07, 2020
Wolfgang Roth, GĂŒnther Schindler, Matthias Zöhrer, Lukas Pfeifenberger, Robert Peharz, Sebastian Tschiatschek, Holger Fröning, Franz Pernkopf, Zoubin Ghahramani

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* arXiv admin note: text overlap with arXiv:1812.02240 

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Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning (Full Version)


Jul 10, 2019
Bernhard K. Aichernig, Roderick Bloem, Masoud Ebrahimi, Martin Horn, Franz Pernkopf, Wolfgang Roth, Astrid Rupp, Martin Tappler, Markus Tranninger

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* This is an extended version of the conference paper "Learning a Behavior Model of Hybrid Systems Through Combining Model-Based Testing and Machine Learning" accepted for presentation at IFIP-ICTSS 2019, the 31st International Conference on Testing Software and Systems in Paris, France 

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Parameterized Structured Pruning for Deep Neural Networks


Jun 12, 2019
Guenther Schindler, Wolfgang Roth, Franz Pernkopf, Holger Froening

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