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.
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: | ![]() @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.
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.
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: | |
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: | ![]() @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.
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.
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.
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.
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.
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.
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: | |
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: | |
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: | |
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: | |
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: | |
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: | |
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: | |
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: | |
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.
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.
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: | |
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: | |
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.