Rayan Bou Nasreddine

Former Research Associate

Publications

2022

  • Christine Droigk, Marco Maaß, and Alfred Mertins,
    Direct multi-dimensional Chebyshev polynomial based reconstruction for magnetic particle imaging, Physics in Medicine & Biology , vol. 67, no. 4, pp. 045014, 2022.
    DOI:10.1088/1361-6560/ac4c2e
    Bibtex: BibTeX
    @Article{Droigk2022a,
      author  = {Droigk, Christine and Maass, Marco and Alfred Mertins},
      journal = {Physics in Medicine & Biology},
      title   = {Direct multi-dimensional Chebyshev polynomial based reconstruction for magnetic particle imaging},
      year = {2022},
      doi    = {10.1088/1361-6560/ac4c2e},
      volume = {67},
      number = {4},
      pages = {045014},
    }

  • Matthias Rath, and Alexandru Paul Condurache,
    Improving the Sample-complexity of Deep Classification Networks with Invariant Integration, in Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, {VISIGRAPP} 2022, Volume 5: VISAPP, Online Streaming, February 6-8, 2022 , Giovanni Maria Farinella and Petia Radeva and Kadi Bouatouch, Eds. {SCITEPRESS}, 2022. pp. 214--225.
    DOI:10.5220/0010872000003124
    File: Rath_ImprovingTheSampleComplexity.pdf
    Bibtex: BibTeX
    @inproceedings{Rath2,
      author    = {Matthias Rath and
                   Alexandru Paul Condurache},
      editor    = {Giovanni Maria Farinella and
                   Petia Radeva and
                   Kadi Bouatouch},
      title     = {Improving the Sample-complexity of Deep Classification Networks with
                   Invariant Integration},
      booktitle = {Proceedings of the 17th International Joint Conference on Computer
                   Vision, Imaging and Computer Graphics Theory and Applications, {VISIGRAPP}
                   2022, Volume 5: VISAPP, Online Streaming, February 6-8, 2022},
      pages     = {214--225},
      publisher = {{SCITEPRESS}},
      year      = {2022},
      url       = {https://doi.org/10.5220/0010872000003124},
      doi       = {10.5220/0010872000003124},
    }
    
    

  • Paul Wimmer, Jens Mehnert, and Alexandru Paul Condurache,
    Interspace Pruning: Using Adaptive Filter Representations to Improve Training of Sparse {CNN}s, in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, {CVPR} 2022, New Orleans, LA, USA, June 19-24, 2022 , 2022.
    File: interspace_pruning_using_adaptive_filter_representations_to_improve_training_of_sparse_cnns_cvpr_2022.pdf
    Bibtex: BibTeX
    @InProceedings{wimmer_interspace_cvpr_2022,
      author={Wimmer, Paul and Mehnert, Jens and Condurache, Alexandru Paul},
      booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, {CVPR} 2022, New Orleans, LA, USA, June 19-24, 2022},
      title        = {Interspace Pruning: Using Adaptive Filter Representations to Improve Training of Sparse {CNN}s},
      year       = {2022},
    }

  • Fabrice Katzberg, Marco Maaß, René Pallenberg, and 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 (IWAENC) , Bamberg, Germany , 2022.
    File: katzberg2022.pdf
    Bibtex: BibTeX
    @InProceedings{katzberg2022,
      Title                    = Positional Tracking of a Moving Microphone in Reverberant Scenes by Applying Perfect Sequences to Distributed Loudspeakers},
      Author                   = {Katzberg, Fabrice and Maass, Marco and Pallenberg, Ren{\'{e}} and Mertins, Alfred},
      Booktitle                = {Proc. International Workshop on Acoustic Signal Enhancement (IWAENC)},
      Year                     = {2022},
    
      Address                  = {Bamberg, Germany},
      Month                    = {September},
    }
    

  • Fabrice Katzberg, and Alfred Mertins,
    Sparse Recovery of Sound Fields Using Measurements from Moving Microphones, in Compressed Sensing in Information Processing , Gitta Kutyniok, Holger Rauhut and Robert J. Kunsch, Eds. Springer International Publishing, 2022, pp. 377-411.
    ISBN:978-3-031-09744-7
    Bibtex: BibTeX
    @InCollection{katzberg2022b,
      author       = {Fabrice Katzberg and Alfred Mertins},
      title        = {Sparse Recovery of Sound Fields Using Measurements from Moving Microphones},
      booktitle    = {Compressed Sensing in Information Processing},
      publisher    = {Springer},
      year         = {2022},
      editor       = {Gitta Kutyniok and Holger Rauhut and Robert J. Kunsch},
      series       = {Applied and Numerical Harmonic Analysis},
      pages        = {377-411},
      isbn         = {978-3-031-09744-7},
    }
    

  • Julia Lust, and Alexandru P. Condurache,
    Efficient detection of adversarial, out-of-distribution and other misclassified samples, Neurocomputing , vol. 470, pp. 335-343, 2022.
    DOI:https://doi.org/10.1016/j.neucom.2021.05.102
    File: EfficientDetection.pdf
    Bibtex: BibTeX
    @article{LUST2022335,
    title = {Efficient detection of adversarial, out-of-distribution and other misclassified samples},
    journal = {Neurocomputing},
    volume = {470},
    pages = {335-343},
    year = {2022},
    issn = {0925-2312},
    doi = {https://doi.org/10.1016/j.neucom.2021.05.102},
    url = {https://www.sciencedirect.com/science/article/pii/S0925231221010985},
    author = {Julia Lust and Alexandru P. Condurache},
    keywords = {Deep Neural Networks, Out-of-distribution detection, Adversarial example detection, Uncertainty quantification, Safety},
    }

  • 2021

  • Alexandru P. Condurache,
    A Safety View on Generalization for Machine Learning, Oct. 2021. International Conference on Intelligent Computer Communication and Processing (ICCP).
    File: Dateilink
    Bibtex: BibTeX
    @misc{condurache21,
      author =       {Alexandru P. Condurache},
      title =        {A Safety View on Generalization for Machine Learning},
      howpublished = {International Conference on Intelligent Computer Communication and Processing (ICCP)},
      year =         {2021},
      month =        {10},
      note =         {Keynote Lecture},
      url =          {https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9733460},
    }
    

  • Malte Riedel, Kawin Setsompop, Alfred Mertins, and Peter Börnert,
    Segmented simultaneous multi‐slice diffusion‐weighted imaging with navigated {3D} rigid motion correction, Magnetic Resonance in Medicine , vol. 86, no. 3, pp. 1701--1717, 2021.
    Bibtex: BibTeX
    @Article{Riedel2021,
      author  = {Malte Riedel and Kawin Setsompop and Alfred Mertins and Peter Börnert},
      journal = {Magnetic Resonance in Medicine},
      title   = {Segmented simultaneous multi‐slice diffusion‐weighted imaging with navigated {3D} rigid motion correction},
      year    = {2021},
      number  = {3},
      pages   = {1701--1717},
      volume  = {86},
    }

  • 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},
    }

  • Fabrice Katzberg, Marco Maaß, and Alfred Mertins,
    Spherical Harmonic Representation for Dynamic Sound-Field Measurements, in Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) , Toronto, Canada , 2021.
    File: katzberg2021a.pdf
    Bibtex: BibTeX
    @InProceedings{katzberg2021a,
      Title                    = {Spherical Harmonic Representation for Dynamic Sound-Field Measurements},
      Author                   = {Katzberg, Fabrice and Maass, Marco and Mertins, Alfred},
      Booktitle                = {Proc. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
      Year                     = {2021},
      Address                  = {Toronto, Canada},
      Month                    =  {June},
    }

  • 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},
    }

  • 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},
    }

  • L. Pham, H. Phan, T. Nguyen, R. Palaniappan, A. Mertins, and I. McLoughlin,
    Robust Acoustic Scene Classification using a Multi-Spectrogram Encoder-Decoder Framework, Digital Signal Processing , vol. 110, pp. Article ID 102943, 2021.
    Bibtex: BibTeX
    @Article{Pham2021a,
      author  = {L. Pham and H. Phan and T. Nguyen and R. Palaniappan and A. Mertins and I. McLoughlin},
      journal = {Digital Signal Processing},
      title   = {Robust Acoustic Scene Classification using a Multi-Spectrogram Encoder-Decoder Framework},
      year    = {2021},
      pages   = {Article ID 102943},
      volume  = {110},
    }

  • Fabrice Katzberg, Marco Maaß, and Alfred Mertins,
    Coherence Based Trajectory Optimization for Compressive Sensing of Sound Fields, in Proc. 29th European Signal Processing Conference (EUSIPCO) , Dublin, Ireland , 2021.
    File: katzberg2021b.pdf
    Bibtex: BibTeX
    @InProceedings{katzberg2021b,
      Title                    = {Coherence Based Trajectory Optimization for Compressive Sensing of Sound Fields},
      Author                   = {Katzberg, Fabrice and Maass, Marco and Mertins, Alfred},
      Booktitle                = {Proc. 29th European Signal Processing Conference (EUSIPCO)},
      Year                     = {2021},
      Address                  = {Dublin, Ireland},
      Month                    =  {August},
    }

  • Lam Dang Pham, Huy Phan, Ramaswamy Palaniappan, Alfred Mertins, and Ian McLoughlin,
    C{NN-MoE} based framework for classification of respiratory anomalies and lung disease detection, IEEE Journal of Biomedical and Health Informatics , 2021.
    Bibtex: BibTeX
    @Article{Pham2021,
      author  = {Lam Dang Pham and Huy Phan and Ramaswamy Palaniappan and Alfred Mertins and Ian McLoughlin},
      journal = {IEEE Journal of Biomedical and Health Informatics},
      title   = {C{NN-MoE} based framework for classification of respiratory anomalies and lung disease detection},
      year    = {2021},
    }
    

  • Paul Wimmer, Jens Mehnert, and Alexandru Paul Condurache,
    {COPS}: Controlled Pruning Before Training Starts, in 2021 International Joint Conference on Neural Networks (IJCNN), virtual, July 18-22, 2021 , 2021.
    DOI:10.1109/IJCNN52387.2021.9533582
    File: cops_controlled_pruning_before_training_starts_ijcnn_2021.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{wimmer_cops_ijcnn_2021,
      author={Wimmer, Paul and Mehnert, Jens and Condurache, Alexandru Paul},
      booktitle={2021 International Joint Conference on Neural Networks (IJCNN), virtual, July 18-22, 2021}, 
      title={{COPS}: Controlled Pruning Before Training Starts}, 
      year={2021},
      doi={10.1109/IJCNN52387.2021.9533582},
      url={https://ieeexplore.ieee.org/document/9533582}
     }
    

  • 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},
    }

  • 2020

  • 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},
    }

  • Marco Maaß, and Alfred Mertins,
    On the Representation of Magnetic Particle Imaging in Fourier Space, International Journal on Magnetic Particle Imaging , vol. 6, no. 1, 2020.
    File: maass2019b.pdf
    Bibtex: BibTeX
    @article{maass2019b,
    	author = {Maass, Marco and Mertins, Alfred },
    	title = {On the Representation of Magnetic Particle Imaging in Fourier Space},
    	journal = {International Journal on Magnetic Particle Imaging},
    	volume = {6},
    	number = {1},
    	year = {2020}
    }

  • 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},
    }

  • Yiming Dong, Kirsten Koolstra, Malte Steinhoff, Matthias J. P. Osch, and Peter Börnert,
    Regularized joint water/fat separation and B0 map estimation for Echo-Planar Imaging, in ESMRMB 2020 Online, 37th Annual Scientific Meeting , 2020. pp. Presentation no. S02.03, Abstract ID A--1047.
    Bibtex: BibTeX
    @inproceedings{dong_regularized_2020,
    	title = {Regularized joint water/fat separation and B0 map estimation for Echo-Planar Imaging},
    	booktitle = {ESMRMB 2020 Online, 37th Annual Scientific Meeting},
    	author = {Dong, Yiming and Koolstra, Kirsten and Steinhoff, Malte and van Osch, Matthias J. P. and Börnert, Peter},
    	month = oct,
    	year = {2020},
    	pages = {Presentation no. S02.03, Abstract ID A--1047}
    }

  • Malte Steinhoff, Itamar Ronen, Andrew Webb, Alfred Mertins, and Peter Börnert,
    Segmented Diffusion Imaging with Iterative Motion Corrected Reconstruction for Self-navigated Brain Echo-planar Imaging at 7T; program no. 4343, in Proceedings of the 2020 ISMRM & SMRT Virtual Conference & Exhibition , 2020.
    Bibtex: BibTeX
    @inproceedings{steinhoff_segmented_2020,
    	address = {Sedona, AZ, USA},
    	title = {Segmented Diffusion Imaging with Iterative Motion Corrected Reconstruction (SEDIMENT) for Self-navigated Brain Echo-planar Imaging at 7T},
    	booktitle = {ISMRM Workshop on Data Sampling & Image Reconstruction},
    	author = {Steinhoff, Malte and Ronen, Itamar and Webb, Andrew and Mertins, Alfred and Börnert, Peter},
    	month = jan,
    	year = {2020},
    	pages = {Poster no. 31}
    }

  • Alfred Mertins, Marco Maaß, and Fabrice Katzberg,
    Room Impulse Response Reshaping and Crosstalk Cancellation Using Convex Optimization, IEEE/ACM Transactions on Audio, Speech, and Language Processing , vol. 29, pp. 489--502, 2020. IEEE.
    Bibtex: BibTeX
    @article{mertins2020room,
      title={Room Impulse Response Reshaping and Crosstalk Cancellation Using Convex Optimization},
      author={Mertins, Alfred and Maass, Marco and Katzberg, Fabrice},
      journal={IEEE/ACM Transactions on Audio, Speech, and Language Processing},
      volume={29},
      pages={489--502},
      year={2020},
      publisher={IEEE}
    }

  • Malte Steinhoff, Itamar Ronen, Andrew Webb, Alfred Mertins, and Peter Börnert,
    Segmented Diffusion Imaging with Iterative Motion Corrected Reconstruction (SEDIMENT) for Self-navigated Brain Echo-planar Imaging at 7T, in ISMRM Workshop on Data Sampling & Image Reconstruction , Sedona, AZ, USA , 2020. pp. Poster no. 31.
    Bibtex: BibTeX
    @inproceedings{steinhoff_segmented_2020,
    	address = {Sedona, AZ, USA},
    	title = {Segmented Diffusion Imaging with Iterative Motion Corrected Reconstruction (SEDIMENT) for Self-navigated Brain Echo-planar Imaging at 7T},
    	booktitle = {ISMRM Workshop on Data Sampling & Image Reconstruction},
    	author = {Steinhoff, Malte and Ronen, Itamar and Webb, Andrew and Mertins, Alfred and Börnert, Peter},
    	month = jan,
    	year = {2020},
    	pages = {Poster no. 31}
    }