Phan Quoc Huy, M.Eng.

Research Associate

Publications

2021

  • 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},
    }
    

  • 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},
    }

  • 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, 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, 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},
    }

  • 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} 
    }

  • 2017

  • Huy Phan, Lars Hertel, Marco Maaß, Philipp Koch, Radoslaw Mazur, and Alfred Mertins,
    Improved Audio Scene Classification based on Label Tree Embeddings and Convolutional Neural Networks, IEEE/ACM Trans. on Audio, Speech and Language Processing (TASLP) , vol. 25, no. 6, pp. 1278-1290, 2017.
    DOI:10.1109/TASLP.2017.2690564
    File: phan2017b.pdf
    Bibtex: BibTeX
    @ARTICLE{phan2017b,
      author = {Huy Phan and Lars Hertel and Marco Maass and Philipp Koch and Radoslaw
    	Mazur and Alfred Mertins},
      title = {Improved Audio Scene Classification based on Label Tree Embeddings
    	and Convolutional Neural Networks},
      journal = {IEEE/ACM Trans. on Audio, Speech and Language Processing (TASLP)},
      year = {2017},
      volume = {25},
      pages = {1278-1290},
      number = {6},
      month = {June},
      owner = {Phan},
      timestamp = {2017.02.25},
    doi = {10.1109/TASLP.2017.2690564}
    }
    

  • Radoslaw Mazur, Fabrice Katzberg, Huy Phan, and Alfred Mertins,
    Room Equalization Based on Measurements with Moving Microphones, in Proc. Workshop on Hands-free Speech Communication and Microphone Arrays (HSCMA) , San Francisco, USA , 2017.
    File: mazur2017a.pdf
    Bibtex: BibTeX
    @InProceedings{mazur2017a,
      author =    {Radoslaw Mazur and Fabrice Katzberg and Huy Phan, and Alfred Mertins},
      title =     {Room Equalization Based on Measurements with Moving Microphones},
      booktitle = {Proc. Workshop on Hands-free Speech Communication and Microphone Arrays (HSCMA)},
      year =      {2017},
      address =   {San Francisco, USA},
      month =     {March}
    }

  • Huy Phan, Philipp Koch, Fabrice Katzberg, Marco Maaß, Radoslaw Mazur, Ian McLoughlin, and Alfred Mertins,
    What Makes Audio Event Detection Harder than Classification?, in Proc. 25th European Signal Processing Conference (EUSIPCO 2017) , Kos island, Greece , 2017.
    File: phan2017d.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2017d,
      author = {Huy Phan and Philipp Koch and Fabrice Katzberg and Marco Maass and
    	Radoslaw Mazur and Ian McLoughlin and Alfred Mertins},
      title = {What Makes Audio Event Detection Harder than Classification?},
      booktitle = {Proc. 25th European Signal Processing Conference (EUSIPCO 2017)},
      year = {2017},
      address = {Kos island, Greece},
      month = {September},
      owner = {Phan},
      timestamp = {2017.05.26}
    }
    

  • Philipp Koch, Huy Phan, Marco Maaß, Fabrice Katzberg, and Alfred Mertins,
    Early Prediction of Future Hand Movements Using s{EMG} Data, in Proc. 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC 2017) , Jeju Island, South Korea , 2017.
    File: koch2017a.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{koch2017a,
      author = {Philipp Koch and Huy Phan and Marco Maass and Fabrice Katzberg and
    	Alfred Mertins},
      title = {Early Prediction of Future Hand Movements Using s{EMG} Data},
      booktitle = {Proc. 39th Annual International Conference of the IEEE Engineering
    	in Medicine and Biology Society (EMBC 2017)},
      year = {2017},
      address = {Jeju Island, South Korea},
      month = {July},
      owner = {Koch},
      timestamp = {2017.08.18}
    }
    

  • Huy Phan, Philipp Koch, Fabrice Katzberg, Marco Maaß, Radoslaw Mazur, and Alfred Mertins,
    Audio Scene Classification with Deep Recurrent Neural Networks, in Proc. 18th Annual Conference of the International Speech Communication Association (INTERSPEECH 2017) , Stockholm, Sweden , 2017.
    File: phan2017c.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2017c,
      author = {Huy Phan and Philipp Koch and Fabrice Katzberg and Marco Maass and
    	Radoslaw Mazur and Alfred Mertins},
      title = {Audio Scene Classification with Deep Recurrent Neural Networks},
      booktitle = {Proc. 18th Annual Conference of the International Speech Communication
    	Association (INTERSPEECH 2017)},
      year = {2017},
      address = {Stockholm, Sweden},
      month = {August},
      owner = {Phan},
      timestamp = {2017.05.24}
    }
    

  • Marco Maaß, Mandy Ahlborg, Anna Bakenecker, Fabrice Katzberg, Huy Phan, Thorsten M. Buzug, and Alfred Mertins,
    A Trajectory Study for Obtaining MPI System Matrices in a Compressed-Sensing Framework, International Journal on Magnetic Particle Imaging , vol. 3, no. 2, 2017.
    DOI:10.18416/ijmpi.2017.1706005
    File: maass2017a.pdf
    Bibtex: BibTeX
    @Article{maass2017a,
      author  = {Maass, Marco and Ahlborg, Mandy and Bakenecker, Anna and Katzberg, Fabrice and Phan, Huy and Buzug, Thorsten M. and Mertins, Alfred},
      title   = {A Trajectory Study for Obtaining MPI System Matrices in a Compressed-Sensing Framework},
      journal = {International Journal on Magnetic Particle Imaging},
      year    = {2017},
    volume = {3},
    number = {2},
    doi ={10.18416/ijmpi.2017.1706005}
    }

  • Ian McLoughlin, Haomin Zhang, Zhipeng Xie, Yan Song, Wei Xiao, and Huy Phan,
    Continuous Robust Sound Event Classification Using Time-Frequency Features and Deep Learning, PLoS ONE , vol. 12, no. 9, 2017.
    DOI:10.1371/journal.pone.0182309
    File: phan2017e.pdf
    Bibtex: BibTeX
    @ARTICLE{phan2017e,
      author = {Ian McLoughlin and Haomin Zhang and Zhipeng Xie and Yan Song and
    	Wei Xiao and Huy Phan},
      title = {Continuous Robust Sound Event Classification Using Time-Frequency
    	Features and Deep Learning},
      journal = {PLoS ONE},
      year = {2017},
      volume = {12},
      number = {9},
      month = {September},
      eid = {e0182309},
      owner = {Phan},
      timestamp = {2017.09.14},
    doi = {10.1371/journal.pone.0182309}
    }
    

  • 2016

  • Marco Maaß, Klaas Bente, Mandy Ahlborg, Hanne Medimagh, Huy Phan, Thorsten M. Buzug, and Alfred Mertins,
    Compression of FFP System Matrix with a Special Sampling Rate on the Lissajous Trajectory, in International Workshop on Magnetic Particle Imaging , Lübeck, Germany: Infinite Science Publishing, 2016. pp. 56.
    File: Maass2016a.pdf
    Bibtex: BibTeX
    @InProceedings{Maass2016a,
      Title                    = {Compression of FFP System Matrix with a Special Sampling Rate on the Lissajous Trajectory},
      Author                   = {Maass, Marco and Bente, Klaas and Ahlborg, Mandy and Medimagh, Hanne and Phan, Huy and Buzug, Thorsten M. and Mertins, Alfred},
      Booktitle                = {International Workshop on Magnetic Particle Imaging},
      Year                     = {2016},
    
      Address                  = {Lübeck, Germany},
      Month                    = {March},
      Pages                    = {56},
      Publisher                = {Infinite Science Publishing}
    }
    

  • Huy Phan, Marco Maaß, Lars Hertel, Radoslaw Mazur, Ian McLoughlin, and Alfred Mertins,
    Learning Compact Structural Representations for Audio Events Using Regressor Banks, in Proc. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016) , Shanghai, China , 2016. pp. 211--215.
    File: phan2016a.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2016a,
      author = {Huy Phan and Marco Maass and Lars Hertel and Radoslaw Mazur and Ian
    	McLoughlin and Alfred Mertins},
      title = {Learning Compact Structural Representations for Audio Events Using
    	Regressor Banks},
      booktitle = {Proc. 41st IEEE International Conference on Acoustics, Speech and
    	Signal Processing (ICASSP 2016)},
      year = {2016},
      address = {Shanghai, China},
      month = {March},
      pages = {211--215},
      owner = {Phan},
      timestamp = {2016.01.22}
    }
    

  • Marco Maaß, Klaas Bente, Mandy Ahlborg, Hanne Medimagh, Huy Phan, Thorsten M. Buzug, and Alfred Mertins,
    Optimized Compression of MPI System Matrices Using a Symmetry-Preserving Secondary Orthogonal Transform, International Journal on Magnetic Particle Imaging , vol. 2, no. 1, 2016.
    DOI:10.18416/ijmpi.2016.1607002
    File: maass2016b.pdf
    Bibtex: BibTeX
    @Article{maass2016b,
      Title                    = {Optimized Compression of MPI System Matrices Using a Symmetry-Preserving Secondary Orthogonal Transform},
      Author                   = {Maass, Marco and Bente, Klaas and Ahlborg, Mandy and Medimagh, Hanne and Phan, Huy and Buzug, Thorsten M. and Mertins, Alfred},
    volume = {2},
    number = {1},
      Journal                  = {International Journal on Magnetic Particle Imaging},
      Year                     = {2016},
    doi ={10.18416/ijmpi.2016.1607002}
    }
    

  • Huy Phan, Lars Hertel, Marco Maaß, and Alfred Mertins,
    Robust Audio Event Recognition with 1-Max Pooling Convolutional Neural Networks, in Proc. 17th Annual Conference of the International Speech Communication Association (INTERSPEECH 2016) , San Francisco, USA , 2016.
    File: phan2016c.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2016c,
      author = {Huy Phan and Lars Hertel and Marco Maass and Alfred Mertins},
      title = {Robust Audio Event Recognition with 1-Max Pooling Convolutional Neural
    	Networks},
      booktitle = {Proc. 17th Annual Conference of the International Speech Communication
    	Association (INTERSPEECH 2016)},
      year = {2016},
      address = {San Francisco, USA},
      month = {September},
      owner = {Phan},
      timestamp = {2016.06.16}
    }
    

  • 2015

  • Marco Maaß, Huy Phan, Anita Möller, and Alfred Mertins,
    Cosine-Sine Modulated Filter Banks for Motion Estimation and Correction, in Proc. Advanced Concepts for Intelligent Vision Systems (ACIVS) , Battiato, Sebastiano and Blanc-Talon, Jacques and Gallo, Giovanni and Philips, Wilfried and Popescu, Dan and Scheunders, Paul, Eds. Catania, Italy: Springer International Publishing, 2015. pp. 195-204.
    DOI:10.1007/978-3-319-25903-1_17
    ISBN:978-3-319-25902-4
    File: maass2015.pdf
    Bibtex: BibTeX
    @incollection{maass2015,
    year={2015},
    isbn={978-3-319-25902-4},
    booktitle={Advanced Concepts for Intelligent Vision Systems},
    volume={9386},
    series={Lecture Notes in Computer Science},
    editor={Battiato, Sebastiano and Blanc-Talon, Jacques and Gallo, Giovanni and Philips, Wilfried and Popescu, Dan and Scheunders, Paul},
    doi={10.1007/978-3-319-25903-1_17},
    title={Cosine-Sine Modulated Filter Banks for Motion Estimation and Correction},
    publisher={Springer International Publishing},
    author={Maass, Marco and Phan, Huy and Möller, Anita and Mertins, Alfred},
    pages={195-204}
    }
    

  • Huy Phan, Lars Hertel, Marco Maaß, Radoslaw Mazur, and Alfred Mertins,
    Representing Nonspeech Audio Signals through Speech Classification Models, in Proc. 16th Annual Conference of the International Speech Communication Association (INTERSPEECH 2015) , Dresden, Germany , 2015. pp. 3441--3445.
    File: phan2015d.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2015d,
      author = {Huy Phan and Lars Hertel and Marco Maass and Radoslaw Mazur and Alfred Mertins},
      title = {Representing Nonspeech Audio Signals through Speech Classification
    	Models},
      booktitle = {Proc. 16th Annual Conference of the International Speech Communication Association (INTERSPEECH 2015)},
      year = {2015},
      address = {Dresden, Germany},
      month = {September},
      pages = {3441--3445},
      owner = {Phan},
      timestamp = {2015.06.01}
    }
    

  • Huy Phan, Marco Maaß, Lars Hertel, Radoslaw Mazur, and Alfred Mertins,
    A Multi-Channel Fusion Framework for Audio Event Detection, in Proc. 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2015) , New York, USA , 2015. pp. 1--5.
    File: phan2015e.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2015e,
      author = {Huy Phan and Marco Maass and Lars Hertel and Radoslaw Mazur and Alfred Mertins},
      title = {A Multi-Channel Fusion Framework for Audio Event Detection},
      booktitle = {Proc. 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA 2015)},
      year = {2015},
      address = {New York, USA},
      month = {October},
      pages = {1--5},
      owner = {Phan},
      timestamp = {2015.07.09}
    }
    

  • Huy Phan, Lars Hertel, Marco Maaß, Radoslaw Mazur, and Alfred Mertins,
    Audio Phrases for Audio Event Recognition, in 23rd European Signal Processing Conference (EUSIPCO) , Nice, France , 2015. pp. 2546--2550.
    File: phan2015c.pdf
    Bibtex: BibTeX
    @INPROCEEDINGS{phan2015c,
      author = {Huy Phan and Lars Hertel and Marco Maass and Radoslaw Mazur and Alfred Mertins},
      title = {Audio Phrases for Audio Event Recognition},
      booktitle = {Proc. 23rd European Signal Processing Conference (EUSIPCO 2015)},
      year = {2015},
      address = {Nice, France},
      month = {September},
      pages = {2546--2550},
      owner = {Phan},
      timestamp = {2015.06.01}
    }
    

  • Radoslaw Mazur, Huy Phan, and Alfred Mertins,
    A Clustering Approach for Solving the Spatial Aliasing Problem in Convolutive Blind Source Separation, in 20th International Conference on Digital Signal Processing (DSP 2015) , Singapore , 2015. pp. 679-683.
    File: dsp-2015-mazur.pdf
    Bibtex: BibTeX
    @InProceedings{mazur2015,
      author =    {Radoslaw Mazur and Huy Phan and Alfred Mertins},
      title =     {A Clustering Approach for Solving the Spatial Aliasing Problem in Convolutive Blind Source Separation},
      booktitle = {20th International Conference on Digital Signal Processing (DSP 2015)},
      year =      {2015},
      pages =     {679-683},
      address =   {Singapore},
      month =     {July}
    }