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Artificial Intelligence in Biomedical Signal Processing


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  1. Fabrice Katzberg; Marco Maass; René Pallenberg; Alfred Mertins

    Positional Tracking of a Moving Microphone in Reverberant Scenes by Applying Perfect Sequences to Distributed Loudspeakers

    In: Proc. International Workshop on Acoustic Signal Enhancement. International Workshop on Acoustic Signal Enhancement (IWAENC-2022), September 5-8, …

  2. Christine Droigk; Marco Maass; Alfred Mertins

    Direct multi-dimensional Chebyshev polynomial based reconstruction for magnetic particle imaging

    In: Physics in Medicine & Biology, Vol. 67, No. 4, Page 045014, Institute of Physics and Engineering in Medicine, 2022.

  3. Convolutive Attention for Image Registration

    In: Proc. European Signal Processing Conference. European Signal Processing Conference (EUSIPCO-2022), August 28 - September 2, Belgrade, Serbia, …

  4. Huy Phan; Kaare Mikkelsen; Oliver Y. Chén; Philipp Koch; Alfred Mertins; Maarten De Vos

    SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification

    In: IEEE Transactions on Biomedical Engineering (TBME), Vol. 69, No. 8, Pages 2456-2467, IEEE, 2022.

  5. Huy Phan; Alfred Mertins; Mathias Baumert

    Pediatric Automatic Sleep Staging: A comparative study of state-of-the-art deep learning methods

    In: IEEE Transactions on Biomedical Engineering (TBME), Vol. Early Access, Pages 1-1, IEEE, 2022.

  6. Huy Phan; Oliver Y. Chén; Minh C. Tran; Philipp Koch; Alfred Mertins; Maarten De Vos

    XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging

    In: IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Vol. 44, No. 9, Pages 5903-5915, IEEE, 2022.

  7. Marco Maass; Christine Droigk; Mathias Eulers; Alfred Mertins

    An analytical equilibrium solution to the Néelrelaxation Fokker-Planck equation

    In: International Journal on Magnetic Particle Imaging, Vol. 8, No. 1, Pages 1-4, Infinite Science Publishing, 2022.

  8. Huy Phan; Thi Ngoc Tho Nguyen; Philipp Koch; Alfred Mertins

    Polyphonic Audio Event Detection: Multi-Label or Multi-Class Multi-Task Classification Problem?

    In: Proc. IEEE International Conference on Acoustics, Speech and Signal Processing. International Conference on Acoustics, Speech and Signal …

  9. Philipp Koch; Kamran Mohammad-Zadeh; Marco Maass; Mark Dreier; Ole Thomsen; Tim J. Parbs; Huy Phan; Alfred Mertins

    sEMG-Based Hand Movement Regression by Prediction of Joint Angles With Recurrent Neural Networks

    In: 43nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). International Conference of the IEEE …