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Publications

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  1. Tim J. Parbs; Philipp Koch; Alfred Mertins

    Convolutive Attention for Image Registration

    In: Proc. European Signal Processing Conference. European Signal Processing Conference (EUSIPCO-2022), August 28 - September 2, Belgrade, Serbia, Pages 1348-1352, IEEE, 2022.

  2. 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.

  3. 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.

  4. 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 Processing (ICASSP-2022), Pages 8877-8881, IEEE, 2022.

  5. 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 Engineering in Medicine and Biology Society (EMBC-2021), November 1-5, Pages 6519-6523, IEEE, 2021.