Philipp Koch, M.Sc.

Research Associate


Institute for Signal Processing
University of Luebeck
Ratzeburger Allee 160
23562 Lübeck

Gebäude 64, 1. OG, Raum 25

Email: ph.koch(at)uni-luebeck.de
Phone: +49 451 3101 5813

Arbeitsgebiet

Publications

2021

  • Huy Phan, Huy Le Nguyen, Oliver Y Chén, Lam Pham, Philipp Koch, Ian McLoughlin, and Alfred Mertins,
    Multi-view Audio and Music Classification, in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2021. pp. 611--615.
    Bibtex: BibTeX
    @InProceedings{Phan2021,
      author    = {Huy Phan and Huy Le Nguyen and Oliver Y Chén and Lam Pham and Philipp Koch and Ian McLoughlin and Alfred Mertins},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      title     = {Multi-view Audio and Music Classification},
      year      = {2021},
      pages     = {611--615},
    }

  • Philipp Koch, Kamran Mohammad-Zadeh, Marco Maaß, Mark Dreier, Ole Thomsen, Tim J. Parbs, Huy Phan, and 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) , 2021. pp. 6519--6523.
    DOI:10.1109/EMBC46164.2021.9630042
    Bibtex: BibTeX
    @InProceedings{Koch2021,
      author    = {Koch, Philipp and Mohammad-Zadeh, Kamran and Maass, Marco and Dreier, Mark and Thomsen, Ole and Parbs, Tim J. and Phan, Huy and Mertins, Alfred},
      title     = {sEMG-Based Hand Movement Regression by Prediction of Joint Angles With Recurrent Neural Networks},
      booktitle = {43nd Annual International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBC)},
      year      = {2021},
      pages     = {6519--6523},
    doi = {10.1109/EMBC46164.2021.9630042},
    }

  • Huy Phan, Oliver Y Chén, Minh C Tran, Philipp Koch, Alfred Mertins, and Maarten De Vos,
    XSleepNet: Multi-view sequential model for automatic sleep staging, IEEE Transactions on Pattern Analysis and Machine Intelligence , 2021.
    Bibtex: BibTeX
    @Article{Phan2021b,
      author  = {Huy Phan and Oliver Y Chén and Minh C Tran and Philipp Koch and Alfred Mertins and Maarten De Vos},
      journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
      title   = {XSleepNet: Multi-view sequential model for automatic sleep staging},
      year    = {2021},
    }

  • Huy Phan, Huy Le Nguyen, Oliver Y Chén, Philipp Koch, Ngoc QK Duong, Ian McLoughlin, and Alfred Mertins,
    Self-attention generative adversarial network for speech enhancement, in Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , 2021. pp. 7103--7107.
    Bibtex: BibTeX
    @InProceedings{Phan2021a,
      author    = {Huy Phan and Huy Le Nguyen and Oliver Y Chén and Philipp Koch and Ngoc QK Duong and Ian McLoughlin and Alfred Mertins},
      booktitle = {Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
      title     = {Self-attention generative adversarial network for speech enhancement},
      year      = {2021},
      pages     = {7103--7107},
    }

  • 2020

  • M. Maaß, C. Droigk, F. Katzberg, P. Koch, and A. Mertins,
    A Recovery Algorithm based on the Kaczmarz Algorithm and ADMM Splitting with Application to Convex Optimization in Magnetic Particle Imaging, in 28th European Signal Processing Conference (EUSIPCO 2020) , 2020. pp. 2135--2139.
    File: maass2020c.pdf
    Bibtex: BibTeX
    @InProceedings{maass2020c,
      author    = {Maass, M. and Droigk, C. and Katzberg, F. and Koch, P. and Mertins, A.},
      booktitle = {28th European Signal Processing Conference (EUSIPCO 2020)},
      title     = {A Recovery Algorithm based on the Kaczmarz Algorithm and ADMM Splitting with Application to Convex Optimization in Magnetic Particle Imaging},
      month = {September},
      year      = {2020},
      pages    = {2135--2139},
    }

  • H. Phan, I. V. McLoughlin, L. Pham, O. Y. Chen, P. Koch, M. De Vos, and A. Mertins,
    Improving GANs for Speech Enhancement, IEEE Signal Processing Letters , vol. 27, pp. 1700-1704, 2020.
    DOI:10.1109/LSP.2020.3025020
    Bibtex: BibTeX
    @article{phan2020improving,
    author={H. Phan and I. V. McLoughlin and L. Pham and O. Y. Chén and P. Koch and M. De Vos and A. Mertins},
    
      journal={IEEE Signal Processing Letters}, 
    
      title={Improving GANs for Speech Enhancement}, 
    
      year={2020},
    
      volume={27},
    
      number={},
    
      pages={1700-1704},
    
      doi={10.1109/LSP.2020.3025020}}
    

  • H. Phan, L. Pham, P. Koch, N. Q. K. Duong, I. McLoughlin, and A. Mertins,
    On Multitask Loss Function for Audio Event Detection and Localization, in 5th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2020) , 2020. pp. 160-164.
    Bibtex: BibTeX
    @Conference{Phan2020a,
      author    = {H. Phan and L. Pham and P. Koch and N. Q. K. Duong and I. McLoughlin and A. Mertins},
      booktitle = {5th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE 2020)},
      title     = {On Multitask Loss Function for Audio Event Detection and Localization},
      year      = {2020},
      pages     = {160-164},
    }

  • H. Phan, K. Mikkelsen, O. Y. Chen, P. Koch, A. Mertins, P. Kidmose, and M. De Vos,
    Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization, Physiological Measurement , vol. 41, pp. Article ID 064004, 2020.
    Bibtex: BibTeX
    @Article{Phan2020d,
      author  = {H. Phan and K. Mikkelsen and O. Y. Chén and P. Koch and A. Mertins and P. Kidmose and M. De Vos},
      journal = {Physiological Measurement},
      title   = {Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization},
      year    = {2020},
      pages   = {Article ID 064004},
      volume  = {41},
    }

  • Philipp Koch, Mark Dreier, Anna Larsen, Tim J. Parbs, Marco Maaß, Huy Phan, and Alfred Mertins,
    Regression of Hand Movements from sEMG Data with Recurrent Neural Networks, in 42nd Annual International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBC) , 2020. pp. 3783--3787.
    Bibtex: BibTeX
    @InProceedings{Koch2020a,
      author    = {Koch, Philipp and Dreier, Mark and Larsen, Anna and Parbs, Tim J. and Maass, Marco and Phan, Huy and Mertins, Alfred},
      title     = {Regression of Hand Movements from sEMG Data with Recurrent Neural Networks},
      booktitle = {42nd Annual International Conference of the IEEE Engineering in Medicine \& Biology Society (EMBC)},
      year      = {2020},
      pages     = {3783--3787},
    }

  • Philipp Koch, Mark Dreier, Marco Maaß, Huy Phan, and Alfred Mertins,
    RNN With Stacked Architecture for sEMG based Sequence-to-Sequence Hand Gesture Recognition, in 28th European Signal Processing Conference (EUSIPCO) , 2020. pp. 1600-1604.
    Bibtex: BibTeX
    @InProceedings{Koch2020b,
      author    = {Koch, Philipp and Dreier, Mark and Maass, Marco and Phan, Huy and Mertins, Alfred},
      title     = {RNN With Stacked Architecture for sEMG based Sequence-to-Sequence Hand Gesture Recognition},
      booktitle = {28th European Signal Processing Conference (EUSIPCO)},
      year      = {2020},
      pages     = {1600-1604},
    }

  • H. Phan, O. Y. Chen, P. Koch, Z. Lu, I. McLoughlin, A. Mertins, and M. De Vos.,
    Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning, IEEE Transactions on Biomedical Engineering (TBME) , 2020.
    Bibtex: BibTeX
    @Article{Phan2020b,
      author  = {H. Phan and O. Y. Chén and P. Koch and Z. Lu and I. McLoughlin and A. Mertins and M. De Vos. ,},
      journal = {IEEE Transactions on Biomedical Engineering (TBME)},
      title   = {Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning},
      year    = {2020},
      }

  • 2019

  • P. Koch, M. Dreier, M. Böhme, M. Maaß, H. Phan, and A. Mertins,
    Inhomogeneously Stacked RNN for Recognizing Hand Gestures from Magnetometer Data, in 2019 27th European Signal Processing Conference (EUSIPCO) , 2019. pp. 1-5.
    Bibtex: BibTeX
    @INPROCEEDINGS{8903132,
      author={P. Koch and M. Dreier and M. Böhme and M. Maass and H. Phan and A. Mertins},
      booktitle={2019 27th European Signal Processing Conference (EUSIPCO)}, 
      title={Inhomogeneously Stacked RNN for Recognizing Hand Gestures from Magnetometer Data}, 
      year={2019},
      volume={},
      number={},
      pages={1-5},}
    

  • H. Phan, O. Y. Chen, P. Koch, L. Pham, I. McLoughlin, A. Mertins, and M. De Vos,
    Unifying Isolated and Overlapping Audio Event Detection with Multi-Label Multi-Task Convolutional Recurrent Neural Networks, in Proc. 44 th IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2019) , Brighton, UK , 2019.
    File: 1.pdf
    Bibtex: BibTeX
    @InProceedings{phan2019a,
      author    = {Phan, H. and Chen, O. Y. and Koch, P. and Pham, L. and McLoughlin, I. and Mertins, A. and De Vos, M.},
      title     = {Unifying Isolated and Overlapping Audio Event Detection with Multi-Label Multi-Task Convolutional Recurrent Neural Networks},
      booktitle = {Proc. 44 th IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2019)},
      year      = {2019},
      address   = {Brighton, UK},
      month     = {May},
    }

  • H. Phan, O. Y. Chen, L. Pham, P. Koch, M. De Vos, I. McLoughlin, and A. Mertins,
    Spatio-Temporal Attention Pooling for Audio Scene Classification, in Proc. 20th Annual Conference of the International Speech Communication Association (Interspeech) , Graz, Austria , 2019. pp. 3845-3849.
    File: phan2019e.pdf
    Bibtex: BibTeX
    @InProceedings{phan2019e,
      author    = {H. Phan and O. Y. Chén and L. Pham and P. Koch and De Vos, M. and I. McLoughlin and A. Mertins},
      title     = {Spatio-Temporal Attention Pooling for Audio Scene Classification},
      booktitle = {Proc. 20th Annual Conference of the International Speech Communication Association (Interspeech)},
      year      = {2019},
      pages     = {3845-3849},
      address   = {Graz, Austria},
      month     = {July},
    }
    

  • Christine Droigk, Marco Maaß, Philipp Koch, Anita Möller, and Alfred Mertins,
    Multiresolution Magnetic Particle Imaging of Vessel Structures with Support Detection, in 9th International Workshop on Magnetic Particle Imaging (IWMPI 2019) , New York, USA: Infinite Science Publishing, 2019. pp. 113-114.
    File: Droigk2019_Multiresolution_Magnetic_Particle_Imaging_of_Vessel_Structures_with_Support_Detection.pdf
    Bibtex: BibTeX
    @inproceedings{droigk2019multiresolution,
    Author = {Droigk, Christine and Maass, Marco and Koch, Philipp and Möller, Anita and Mertins, Alfred}, 
    Title = {Multiresolution Magnetic Particle Imaging of Vessel Structures with Support Detection}, 
    Year = {2019}, 
    Pages = {113-114}, 
    Booktitle = {9th International Workshop on Magnetic Particle Imaging (IWMPI 2019)}, 
    publisher = {Infinite Science Publishing},
    address = {New York, USA}, 
    month = {March},
    }
    

  • P. Koch, M. Maaß, M. Bruhns, C. Droigk, T. J. Parbs, and A. Mertins,
    Neural Network for Reconstruction of MPI Images, in 9th International Workshop on Magnetic Particle Imaging (IWMPI 2019) , New York, USA: Infinite Science Publishing, 2019. pp. 39--40.
    File: koch2019a.pdf
    Bibtex: BibTeX
    @inproceedings{koch2019a,
    Author = {Koch, P.  and Maass, M. and Bruhns, M. and Droigk, C.  and Parbs, T. J. and Mertins, A.}, 
    Title = {Neural Network for Reconstruction of MPI Images}, 
    Year = {2019}, 
    Pages = {39--40}, 
    Booktitle = {9th International Workshop on Magnetic Particle Imaging (IWMPI 2019)}, 
    publisher = {Infinite Science Publishing},
    address = {New York, USA}, 
    month = {March},
    }

  • H. Phan, O. Y. Chen, P. Koch, A. Mertins, and M. De Vos,
    Fusion of End-to-End Deep Learning Models for Sequence-to-Sequence Sleep Staging, in Proc. 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) , Berlin, Germany , 2019. pp. 1829-1833.
    File: phan2019c.pdf
    Bibtex: BibTeX
    @InProceedings{phan2019c,
      author    = {H. Phan and O. Y. Chén and P. Koch and A. Mertins and De Vos, M.},
      title     = {Fusion of End-to-End Deep Learning Models for Sequence-to-Sequence Sleep Staging},
      booktitle = {Proc. 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
      year      = {2019},
      pages     = {1829-1833},
      address   = {Berlin, Germany},
      month     = {July},
    }
    

  • H. Phan, O. Y. Chen, P. Koch, A. Mertins, and M. De Vos,
    Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch, in Proc. 27th European Signal Processing Conference (EUSIPCO) , A Coruna, Spain , 2019.
    File: phan2019d.pdf
    Bibtex: BibTeX
    @InProceedings{phan2019d,
      author    = {H. Phan and O. Y. Chén and P. Koch and A. Mertins and De Vos, M.},
      title     = {Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch},
      booktitle = {Proc. 27th European Signal Processing Conference (EUSIPCO)},
      year      = {2019},
      address   = {A Coruna, Spain},
      month     = {September},
    }
    

  • H. Phan, O. Y. Chen, P. Koch, L. Pham, I. McLoughlin, A. Mertins, and M. De Vos,
    Beyond Equal-Length Snippets: How Long is Sufficient to Recognize an Audio Scene?, in Proc. 2019 AES Conference on Audio Forensics , Porto, Portugal , 2019.
    File: phan2019b.pdf
    Bibtex: BibTeX
    @InProceedings{phan2019b,
      author    = {H. Phan and O. Y. Chén and P. Koch and L. Pham and I. McLoughlin and A. Mertins and De Vos, M.},
      title     = {Beyond Equal-Length Snippets: How Long is Sufficient to Recognize an Audio Scene?},
      booktitle = {Proc. 2019 AES Conference on Audio Forensics},
      year      = {2019},
      address   = {Porto, Portugal},
      month     = {June},
    }
    

  • M. Maaß, C. Droigk, P. Koch, and A. Mertins,
    A Strategy for the Extension of the Kaczmarz Algorithm to Different Priors, in 9th International Workshop on Magnetic Particle Imaging (IWMPI 2019) , New York, USA: Infinite Science Publishing, 2019. pp. 111-112.
    File: Maass2019.pdf
    Bibtex: BibTeX
    @InProceedings{Maass2019,
      author    = {Maass, M. and Droigk, C. and Koch, P. and Mertins, A.},
      title     = {A Strategy for the Extension of the Kaczmarz Algorithm to Different Priors},
      Booktitle = {9th International Workshop on Magnetic Particle Imaging (IWMPI 2019)}, 
      year      = {2019},
    Pages = {111-112}, 
    publisher = {Infinite Science Publishing},
    address = {New York, USA}, 
    month = { March},
    }

  • P. Koch, M. Dreier, M. Maaß, M. Böhme, H. Phan, and A. Mertins,
    A Recurrent Neural Network for Hand Gesture Recognition based on Accelerometer Data, in 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) , 2019. pp. 5088-5091.
    Bibtex: BibTeX
    @INPROCEEDINGS{8856844,
      author={P. Koch and M. Dreier and M. Maass and M. Böhme and H. Phan and A. Mertins},
      booktitle={2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)}, 
      title={A Recurrent Neural Network for Hand Gesture Recognition based on Accelerometer Data}, 
      year={2019},
      volume={},
      number={},
      pages={5088-5091},}
    

  • P. Koch, N. Brügge, H. Phan, M. Maaß, and A. Mertins,
    Forked Recurrent Neural Network for Hand Gesture Classification Using Inertial Measurement Data, in Proc. 44 th IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2019) , Brighton, UK , 2019.
    Bibtex: BibTeX
    @InProceedings{Koch2019b,
      author    = {Koch, P. and Brügge, N. and Phan, H. and Maass, M. and Mertins, A.},
      title     = {Forked Recurrent Neural Network for Hand Gesture Classification Using Inertial Measurement Data},
      booktitle = {Proc. 44 th IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2019)},
      year      = {2019},
      address   = {Brighton, UK},
      month     = {May},
    }

  • 2018

  • Philipp Koch, Huy Phan, Marco Maaß, Fabrice Katzberg, and Alfred Mertins,
    Recurrent Neural Network Based Early Prediction of Future Hand Movements, in Proc. 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2018) , Honolulu, Hawaii, United States , 2018.
    File: koch2018a.pdf
    Bibtex: BibTeX
    @InProceedings{koch2018a,
      author    = {Philipp Koch and Huy Phan and Marco Maass and Fabrice Katzberg and Alfred Mertins},
      title     = {Recurrent Neural Network Based Early Prediction of Future Hand Movements},
      booktitle = {Proc. 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2018)},
      year      = {2018},
      address   = {Honolulu, Hawaii, United States},
      month     ={July}
    }

  • Philipp Koch, Huy Phan, Marco Maaß, Fabrice Katzberg, Radoslaw Mazur, and Alfred Mertins,
    Recurrent Neural Networks with Weighting Loss for Early Prediction of Hand Movements, in 26th European Signal Processing Conference (EUSIPCO 2018) , Rome, Italy , 2018.
    File: koch2018b.pdf
    Bibtex: BibTeX
    @InProceedings{koch2018b,
      author    = {Philipp Koch and Huy Phan and Marco Maass and Fabrice Katzberg and  Radoslaw Mazur and Alfred Mertins},
      title     = {Recurrent Neural Networks with Weighting Loss for Early Prediction of Hand Movements},
      booktitle = {26th European Signal Processing Conference (EUSIPCO 2018)},
      year      = {2018},
      address   = {Rome, Italy},
      month     = {September} 
    }

  • Marco Maaß, Philipp Koch, Fabrice Katzberg, and Alfred Mertins,
    Simultaneous Estimation of a System Matrix by Compressed Sensing and Finding Optimal Regularization Parameters for the Inversion Problem, in Proc. 26th European Signal Processing Conference (EUSIPCO 2018) , Rome, Italy , 2018. pp. 1964--1968.
    Bibtex: BibTeX
    @InProceedings{Maass2018c,
      author    = {Marco Maass and Philipp Koch and Fabrice Katzberg and Alfred Mertins},
      title     = {Simultaneous Estimation of a System Matrix by Compressed Sensing and Finding Optimal Regularization Parameters for the Inversion Problem},
      booktitle = {Proc. 26th European Signal Processing Conference (EUSIPCO 2018)},
      year      = {2018},
    pages={1964--1968},
      address   = {Rome, Italy},
      month     = {September},
    }