Alfred Mertins

ORCID

Publication Activity (10 Years)

Years Active: 1992-2023
Publications (10 Years): 99

Top Venues

Publications

Huy Phan, Kristian P. Lorenzen, Elisabeth R. M. Heremans, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Mathias Baumert, Kaare B. Mikkelsen, Maarten De Vos
L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging. IEEE J. Biomed. Health Informatics 27 (10) (2023)
Fabian Samek, Mathias Eulers, Markus Dresel, Nicole Jochems, Andreas Schrader, Alfred Mertins
CoSy - AI enhanced assistance system for face to face communication trainings in higher healthcare education: AI enhanced assistance system for face to face communication trainings in higher healthcare education. PETRA (2023)
Huy Phan, Kristian P. Lorenzen, Elisabeth R. M. Heremans, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Mathias Baumert, Kaare B. Mikkelsen, Maarten De Vos
L-SeqSleepNet: Whole-cycle Long Sequence Modelling for Automatic Sleep Staging. CoRR (2023)
René Pallenberg, Ann-Katrin Griedelbach, Alfred Mertins
LSTMs for EEG-based Auditory Attention Decoding. EUSIPCO (2023)
Huy Phan, Elisabeth R. M. Heremans, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
Improving Automatic Sleep Staging Via Temporal Smoothness Regularization. ICASSP (2023)
Huy Phan, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Maarten De Vos
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging. IEEE Trans. Pattern Anal. Mach. Intell. 44 (9) (2022)
Huy Phan, Thi Ngoc Tho Nguyen, Philipp Koch, Alfred Mertins
Polyphonic Audio Event Detection: Multi-Label or Multi-Class Multi-Task Classification Problem? ICASSP (2022)
Huy Phan, Alfred Mertins, Mathias Baumert
Pediatric Automatic Sleep Staging: A Comparative Study of State-of-the-Art Deep Learning Methods. IEEE Trans. Biomed. Eng. 69 (12) (2022)
Huy Phan, Thi Ngoc Tho Nguyen, Philipp Koch, Alfred Mertins
Polyphonic audio event detection: multi-label or multi-class multi-task classification problem? CoRR (2022)
Huy Phan, Kaare B. Mikkelsen, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification. IEEE Trans. Biomed. Eng. 69 (8) (2022)
Fabrice Katzberg, Marco Maaß, René Pallenberg, Alfred Mertins
Positional Tracking of a Moving Microphone in Reverberant Scenes by Applying Perfect Sequences to Distributed Loudspeakers. IWAENC (2022)
Tim J. Parbs, Philipp Koch, Alfred Mertins
Convolutive Attention for Image Registration. EUSIPCO (2022)
Fabrice Katzberg, Marco Maaß, Alfred Mertins
Spherical Harmonic Representation for Dynamic Sound-Field Measurements. ICASSP (2021)
Huy Phan, Oliver Y. Chén, Philipp Koch, Zongqing Lu, Ian McLoughlin, Alfred Mertins, Maarten De Vos
Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning. IEEE Trans. Biomed. Eng. 68 (6) (2021)
Huy Phan, Alfred Mertins, Mathias Baumert
Pediatric Automatic Sleep Staging: A comparative study of state-of-the-art deep learning methods. CoRR (2021)
Lam Pham, Huy Phan, Alexander Schindler, Ross King, Alfred Mertins, Ian McLoughlin
Inception-Based Network and Multi-Spectrogram Ensemble Applied To Predict Respiratory Anomalies and Lung Diseases. EMBC (2021)
Huy Phan, Huy Le Nguyen, Oliver Y. Chén, Philipp Koch, Ngoc Q. K. Duong, Ian McLoughlin, Alfred Mertins
Self-Attention Generative Adversarial Network for Speech Enhancement. ICASSP (2021)
Huy Phan, Huy Le Nguyen, Oliver Y. Chén, Lam Dang Pham, Philipp Koch, Ian McLoughlin, Alfred Mertins
Multi-View Audio And Music Classification. ICASSP (2021)
Huy Phan, Kaare B. Mikkelsen, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification. CoRR (2021)
Lam Dang Pham, Huy Phan, Truc Nguyen, Ramaswamy Palaniappan, Alfred Mertins, Ian McLoughlin
Robust acoustic scene classification using a multi-spectrogram encoder-decoder framework. Digit. Signal Process. 110 (2021)
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. EMBC (2021)
Huy Phan, Huy Le Nguyen, Oliver Y. Chén, Lam Dang Pham, Philipp Koch, Ian McLoughlin, Alfred Mertins
Multi-view Audio and Music Classification. CoRR (2021)
Alfred Mertins, Marco Maaß, Fabrice Katzberg
Room Impulse Response Reshaping and Crosstalk Cancellation Using Convex Optimization. IEEE ACM Trans. Audio Speech Lang. Process. 29 (2021)
Lam Pham, Huy Phan, Ramaswamy Palaniappan, Alfred Mertins, Ian McLoughlin
CNN-MoE Based Framework for Classification of Respiratory Anomalies and Lung Disease Detection. IEEE J. Biomed. Health Informatics 25 (8) (2021)
Fabrice Katzberg, Marco Maaß, Alfred Mertins
Coherence Based Trajectory Optimization for Compressive Sensing of Sound Fields. EUSIPCO (2021)
Marco Maaß, Christine Droigk, Fabrice Katzberg, Philipp Koch, Alfred Mertins
A Recovery Algorithm based on the Kaczmarz Algorithm and ADMM Splitting with Application to Convex Optimization in Magnetic Particle Imaging. EUSIPCO (2020)
Philipp Koch, Mark Dreier, Anna Larsen, Tim J. Parbs, Marco Maaß, Huy Phan, Alfred Mertins
Regression of Hand Movements from sEMG Data with Recurrent Neural Networks. EMBC (2020)
Huy Phan, Lam Pham, Philipp Koch, Ngoc Q. K. Duong, Ian McLoughlin, Alfred Mertins
On Multitask Loss Function for Audio Event Detection and Localization. DCASE (2020)
Lam Dang Pham, Huy Phan, Truc Nguyen, Ramaswamy Palaniappan, Alfred Mertins, Ian McLoughlin
Robust Acoustic Scene Classification using a Multi-Spectrogram Encoder-Decoder Framework. CoRR (2020)
Lam Dang Pham, Ian McLoughlin, Huy Phan, Ramaswamy Palaniappan, Alfred Mertins
Deep Feature Embedding and Hierarchical Classification for Audio Scene Classification. CoRR (2020)
Huy Phan, Kaare B. Mikkelsen, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Preben Kidmose, Maarten De Vos
Personalized Automatic Sleep Staging with Single-Night Data: a Pilot Study with KL-Divergence Regularization. CoRR (2020)
Huy Phan, Ian Vince McLoughlin, Lam Dang Pham, Oliver Y. Chén, Philipp Koch, Maarten De Vos, Alfred Mertins
Improving GANs for Speech Enhancement. IEEE Signal Process. Lett. 27 (2020)
Lam Dang Pham, Ian McLoughlin, Huy Phan, Ramaswamy Palaniappan, Alfred Mertins
Deep Feature Embedding and Hierarchical Classification for Audio Scene Classification. IJCNN (2020)
Arkan Al-Zubaidi, Sandra Iglesias, Klaas E. Stephan, Macià Buades-Rotger, Marcus Heldmann, Janis Marc Nolde, Henriette Kirchner, Alfred Mertins, Kamila Jauch-Chara, Thomas F. Münte
Effects of hunger, satiety and oral glucose on effective connectivity between hypothalamus and insular cortex. NeuroImage 217 (2020)
Lam Dang Pham, Huy Phan, Ross King, Alfred Mertins, Ian McLoughlin
Inception-Based Network and Multi-Spectrogram Ensemble Applied For Predicting Respiratory Anomalies and Lung Diseases. CoRR (2020)
Huy Phan, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging. CoRR (2020)
Huy Phan, Huy Le Nguyen, Oliver Y. Chén, Philipp Koch, Ngoc Q. K. Duong, Ian McLoughlin, Alfred Mertins
Self-Attention Generative Adversarial Network for Speech Enhancement. CoRR (2020)
Huy Phan, Lam Dang Pham, Philipp Koch, Ngoc Q. K. Duong, Ian McLoughlin, Alfred Mertins
On Multitask Loss Function for Audio Event Detection and Localization. CoRR (2020)
Philipp Koch, Mark Dreier, Marco Maaß, Huy Phan, Alfred Mertins
RNN With Stacked Architecture for sEMG based Sequence-to-Sequence Hand Gesture Recognition. EUSIPCO (2020)
Huy Phan, Ian Vince McLoughlin, Lam Dang Pham, Oliver Y. Chén, Philipp Koch, Maarten De Vos, Alfred Mertins
Improving GANs for Speech Enhancement. CoRR (2020)
Huy Phan, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch. CoRR (2019)
Huy Phan, Oliver Y. Chén, Lam Dang Pham, Philipp Koch, Maarten De Vos, Ian McLoughlin, Alfred Mertins
Spatio-Temporal Attention Pooling for Audio Scene Classification. CoRR (2019)
Christine Droigk, Marco Maaß, Corbinian Englisch, Alfred Mertins
Joint Multiresolution and Background Detection Reconstruction for Magnetic Particle Imaging. Bildverarbeitung für die Medizin (2019)
Philipp Koch, Mark Dreier, Martina Böhme, Marco Maaß, Huy Phan, Alfred Mertins
Inhomogeneously Stacked RNN for Recognizing Hand Gestures from Magnetometer Data. EUSIPCO (2019)
Tim J. Parbs, Anita Möller, Alfred Mertins
Retrospective Blind MR Image Recovery with Parametrized Motion Models. Bildverarbeitung für die Medizin (2019)
Anita Möller, Marco Maaß, Tim J. Parbs, Alfred Mertins
Blind Rigid Motion Estimation for Arbitrary MRI Sampling Trajectories. Bildverarbeitung für die Medizin (2019)
Huy Phan, Oliver Y. Chén, Lam Dang Pham, Philipp Koch, Maarten De Vos, Ian McLoughlin, Alfred Mertins
Spatio-Temporal Attention Pooling for Audio Scene Classification. INTERSPEECH (2019)
Philipp Koch, Nele Brügge, Huy Phan, Marco Maaß, Alfred Mertins
Forked Recurrent Neural Network for Hand Gesture Classification Using Inertial Measurement Data. ICASSP (2019)
Huy Phan, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
Deep Transfer Learning for Single-Channel Automatic Sleep Staging with Channel Mismatch. EUSIPCO (2019)
Christine Droigk, Marco Maaß, Alfred Mertins
Multiresolution vessel detection in magnetic particle imaging using wavelets and a Gaussian mixture model. Int. J. Comput. Assist. Radiol. Surg. 14 (11) (2019)
Radoslaw Mazur, Fabrice Katzberg, Alfred Mertins
Robust Room Equalization Using Sparse Sound-field Reconstruction. ICASSP (2019)
Huy Phan, Oliver Y. Chén, Philipp Koch, Lam Dang Pham, Ian McLoughlin, Alfred Mertins, Maarten De Vos
Unifying Isolated and Overlapping Audio Event Detection with Multi-label Multi-task Convolutional Recurrent Neural Networks. ICASSP (2019)
Philipp Koch, Mark Dreier, Marco Maaß, Martina Böhme, Huy Phan, Alfred Mertins
A Recurrent Neural Network for Hand Gesture Recognition based on Accelerometer Data. EMBC (2019)
Huy Phan, Oliver Y. Chén, Philipp Koch, Alfred Mertins, Maarten De Vos
Fusion of End-to-End Deep Learning Models for Sequence-to-Sequence Sleep Staging. EMBC (2019)
Huy Phan, Oliver Y. Chén, Philipp Koch, Zongqing Lu, Ian McLoughlin, Alfred Mertins, Maarten De Vos
Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning. CoRR (2019)
Fabrice Katzberg, Radoslaw Mazur, Marco Maaß, Philipp Koch, Alfred Mertins
Compressive Sampling of Sound Fields Using Moving Microphones. ICASSP (2018)
Huy Phan, Oliver Y. Chén, Philipp Koch, Lam Dang Pham, Ian McLoughlin, Alfred Mertins, Maarten De Vos
Beyond Equal-Length Snippets: How Long is Sufficient to Recognize an Audio Scene? CoRR (2018)
Felix Trusheim, Alexandru Condurache, Alfred Mertins
Boosting Black-Box Variational Inference by Incorporating the Natural Gradient. ICPR (2018)
Huy Phan, Martin Krawczyk-Becker, Timo Gerkmann, Alfred Mertins
Weighted and Multi-Task Loss for Rare Audio Event Detection. ICASSP (2018)
Benjamin Coors, Alexandru Condurache, Alfred Mertins, Andreas Geiger
Learning Transformation Invariant Representations with Weak Supervision. VISIGRAPP (5: VISAPP) (2018)
Radoslaw Mazur, Fabrice Katzberg, Martina Böhme, Alfred Mertins
Subband Based Room Impulse Response Reshaping. ITG Symposium on Speech Communication (2018)
Marco Maaß, Philipp Koch, Fabrice Katzberg, Alfred Mertins
Simultaneous Estimation of a System Matrix by Compressed Sensing and Finding Optimal Regularization Parameters for the Inversion Problem. EUSIPCO (2018)
Philipp Koch, Huy Phan, Marco Maaß, Fabrice Katzberg, Radoslaw Mazur, Alfred Mertins
Recurrent Neural Networks with Weighting Loss for Early prediction of Hand Movements. EUSIPCO (2018)
Fabrice Katzberg, Radoslaw Mazur, Marco Maaß, Philipp Koch, Alfred Mertins
A Compressed Sensing Framework for Dynamic Sound-Field Measurements. IEEE ACM Trans. Audio Speech Lang. Process. 26 (11) (2018)
Fabrice Katzberg, Radoslaw Mazur, Marco Maaß, Martina Böhme, Alfred Mertins
Spatial Interpolation of Room Impulse Responses Using Compressed Sensing. IWAENC (2018)
Philipp Koch, Huy Phan, Marco Maaß, Fabrice Katzberg, Alfred Mertins
Recurrent Neural Network Based Early Prediction of Future Hand Movements. EMBC (2018)
Radoslaw Mazur, Fabrice Katzberg, Martina Böhme, Alfred Mertins
Subband Processing for Spatially Robust Room Impulse Response Reshaping. IWAENC (2018)
Huy Phan, Philipp Koch, Ian McLoughlin, Alfred Mertins
Enabling Early Audio Event Detection with Neural Networks. ICASSP (2018)
Huy Phan, Oliver Y. Chén, Philipp Koch, Lam Dang Pham, Ian McLoughlin, Alfred Mertins, Maarten De Vos
Unifying Isolated and Overlapping Audio Event Detection with Multi-Label Multi-Task Convolutional Recurrent Neural Networks. CoRR (2018)
Huy Phan, Lars Hertel, Marco Maaß, Philipp Koch, Radoslaw Mazur, Alfred Mertins
Improved Audio Scene Classification Based on Label-Tree Embeddings and Convolutional Neural Networks. IEEE ACM Trans. Audio Speech Lang. Process. 25 (6) (2017)
Philipp Koch, Huy Phan, Marco Maaß, Fabrice Katzberg, Alfred Mertins
Early prediction of future hand movements using sEMG data. EMBC (2017)
Fabrice Katzberg, Radoslaw Mazur, Marco Maaß, Philipp Koch, Alfred Mertins
Multigrid reconstruction of sound fields using moving microphones. HSCMA (2017)
Radoslaw Mazur, Fabrice Katzberg, Huy Phan, Alfred Mertins
Room equalization based on measurements with moving microphones. HSCMA (2017)
Huy Phan, Philipp Koch, Ian McLoughlin, Alfred Mertins
Enabling Early Audio Event Detection with Neural Networks. CoRR (2017)
Huy Phan, Philipp Koch, Fabrice Katzberg, Marco Maaß, Radoslaw Mazur, Alfred Mertins
Audio Scene Classification with Deep Recurrent Neural Networks. CoRR (2017)
Huy Phan, Philipp Koch, Fabrice Katzberg, Marco Maaß, Radoslaw Mazur, Ian McLoughlin, Alfred Mertins
What makes audio event detection harder than classification? EUSIPCO (2017)
Huy Phan, Philipp Koch, Lars Hertel, Marco Maaß, Radoslaw Mazur, Alfred Mertins
CNN-LTE: A class of 1-X pooling convolutional neural networks on label tree embeddings for audio scene classification. ICASSP (2017)
Huy Phan, Philipp Koch, Fabrice Katzberg, Marco Maaß, Radoslaw Mazur, Alfred Mertins
Audio Scene Classification with Deep Recurrent Neural Networks. INTERSPEECH (2017)
Huy Phan, Martin Krawczyk-Becker, Timo Gerkmann, Alfred Mertins
DNN and CNN with Weighted and Multi-task Loss Functions for Audio Event Detection. CoRR (2017)
Fabrice Katzberg, Radoslaw Mazur, Marco Maaß, Philipp Koch, Alfred Mertins
Measurement of sound fields using moving microphones. ICASSP (2017)
Felix Trusheim, Alexandru Condurache, Alfred Mertins
Visual Landmark Based 3D Road Course Estimation with Black Box Variational Inference. CAIP (1) (2017)
Lars Hertel, Huy Phan, Alfred Mertins
Comparing Time and Frequency Domain for Audio Event Recognition Using Deep Learning. CoRR (2016)
Viktor Haase, Oliver Taubmann, Yixing Huang, Gregor Krings, Günter Lauritsch, Andreas K. Maier, Alfred Mertins
Make the Most of Time Temporal Extension of the iTV Algorithm for 4D Cardiac C-Arm CT. Bildverarbeitung für die Medizin (2016)
Huy Phan, Lars Hertel, Marco Maaß, Philipp Koch, Alfred Mertins
CaR-FOREST: Joint Classification-Regression Decision Forests for Overlapping Audio Event Detection. CoRR (2016)
Fabrice Katzberg, Radoslaw Mazur, Marco Maaß, Philipp Koch, Alfred Mertins
Measurement of Sound Fields Using Moving Microphones. CoRR (2016)
Felix Trusheim, Alexandru Condurache, Alfred Mertins
Graphical stochastic models for tracking applications with variational message passing inference. IPTA (2016)
Le Chung Tran, Alfred Mertins
Error performance and energy efficiency analyses of fully cooperative OFDM communication in frequency selective fading. IET Commun. 10 (18) (2016)
Huy Phan, Lars Hertel, Marco Maaß, Philipp Koch, Alfred Mertins
Label Tree Embeddings for Acoustic Scene Classification. CoRR (2016)
Huy Phan, Lars Hertel, Marco Maaß, Philipp Koch, Alfred Mertins
CNN-LTE: a Class of 1-X Pooling Convolutional Neural Networks on Label Tree Embeddings for Audio Scene Recognition. CoRR (2016)
Lars Hertel, Huy Phan, Alfred Mertins
Classifying Variable-Length Audio Files with All-Convolutional Networks and Masked Global Pooling. CoRR (2016)
Huy Phan, Lars Hertel, Marco Maaß, Radoslaw Mazur, Alfred Mertins
Learning Representations for Nonspeech Audio Events Through Their Similarities to Speech Patterns. IEEE ACM Trans. Audio Speech Lang. Process. 24 (4) (2016)
Huy Phan, Marco Maaß, Lars Hertel, Radoslaw Mazur, Ian McLoughlin, Alfred Mertins
Learning Compact Structural Representations for Audio Events Using Regressor Banks. CoRR (2016)
Huy Phan, Lars Hertel, Marco Maaß, Philipp Koch, Alfred Mertins
Label Tree Embeddings for Acoustic Scene Classification. ACM Multimedia (2016)
Huy Phan, Lars Hertel, Marco Maaß, Alfred Mertins
Robust Audio Event Recognition with 1-Max Pooling Convolutional Neural Networks. CoRR (2016)
Le Chung Tran, Alfred Mertins, Xiaojing Huang, Farzad Safaei
Comprehensive Performance Analysis of Fully Cooperative Communication in WBANs. IEEE Access 4 (2016)
Huy Phan, Lars Hertel, Marco Maaß, Alfred Mertins
Robust Audio Event Recognition with 1-Max Pooling Convolutional Neural Networks. INTERSPEECH (2016)
Lars Hertel, Huy Phan, Alfred Mertins
Comparing time and frequency domain for audio event recognition using deep learning. IJCNN (2016)
Huy Phan, Philipp Koch, Marco Maaß, Radoslaw Mazur, Ian McLoughlin, Alfred Mertins
What Make Audio Event Detection Harder than Classification? CoRR (2016)
Huy Phan, Marco Maaß, Lars Hertel, Radoslaw Mazur, Ian McLoughlin, Alfred Mertins
Learning compact structural representations for audio events using regressor banks. ICASSP (2016)
Huy Phan, Marco Maaß, Radoslaw Mazur, Alfred Mertins
Random Regression Forests for Acoustic Event Detection and Classification. IEEE ACM Trans. Audio Speech Lang. Process. 23 (1) (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Alfred Mertins