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Research

Publications: Dr Quoc Huy Phan

Borup K, Kidmose P, Phan H, Mikkelsen K ( 2023 ) . Automatic sleep scoring using patient-specific ensemble models and knowledge distillation for ear-EEG data . Biomedical Signal Processing and Control vol. 81 ,
Phan H, Mertins A, Baumert M ( 2022 ) . Pediatric Automatic Sleep Staging: A Comparative Study of State-of-the-Art Deep Learning Methods . IEEE Trans Biomed Eng vol. 69 , ( 12 ) 3612 - 3622 .
Chén OY, Phan H, Cao H, Qian T, Nagels G, de Vos M ( 2022 ) . Probing potential priming: Defining, quantifying, and testing the causal priming effect using the potential outcomes framework . Frontiers in Psychology vol. 13 ,
Liang J, Phan QH, Benetos E ( 2022 ) . Leveraging label hierarchies for few-shot everyday sound recognition . Conference: 7th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE) ( Nancy, France ) from: 03/11/2022 to: 04/11/2022 ,
Phan H, Chen OY, Tran MC, Koch P, Mertins A, De Vos M ( 2022 ) . XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging . IEEE Trans Pattern Anal Mach Intell vol. 44 , ( 9 ) 5903 - 5915 .
Singh S, Benetos E, Phan QH ( 2022 ) . Hypernetworks for sound event detection: a proof-of-concept . Conference: 30th European Signal Processing Conference (EUSIPCO 2022) ( Belgrade, Serbia ) from: 29/08/2022 to: 03/09/2022 , 429 - 433 .
Phan H, Mikkelsen K, Chen OY, Koch P, Mertins A, De Vos M ( 2022 ) . SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification . IEEE Trans Biomed Eng vol. 69 , ( 8 ) 2456 - 2467 .
Heremans ERM, Phan H, Ansari AH, Borzée P, Buyse B, Testelmans D, De Vos M ( 2022 ) . Feature matching as improved transfer learning technique for wearable EEG . Biomedical Signal Processing and Control vol. 78 , 104009 - 104009 .
Heremans ERM, Phan H, Borzée P, Buyse B, Testelmans D, De Vos M ( 2022 ) . From unsupervised to semi-supervised adversarial domain adaptation in electroencephalography-based sleep staging . J Neural Eng vol. 19 , ( 3 )
Mikkelsen KB, Phan H, Rank ML, Hemmsen MC, de Vos M, Kidmose P ( 2022 ) . Sleep Monitoring Using Ear-Centered Setups: Investigating the Influence From Electrode Configurations . IEEE Trans Biomed Eng vol. 69 , ( 5 ) 1564 - 1572 .
Phan H, Mikkelsen K ( 2022 ) . Automatic sleep staging of EEG signals: recent development, challenges, and future directions . Physiol Meas vol. 43 , ( 4 )
Heremans ERM, Osselaer T, Seeuws N, Phan H, Testelmans D, De Vos M ( 2022 ) . Data augmentation in semi-supervised adversarial domain adaptation for EEG-based sleep staging . Conference: 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) vol. 00 , 1 - 4 .
Phan H, Nguyen TNT, Koch P, Mertins A ( 2022 ) . POLYPHONIC AUDIO EVENT DETECTION: MULTI-LABEL OR MULTI-CLASS MULTI-TASK CLASSIFICATION PROBLEM? . ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings . vol. 2022-May , 8877 - 8881 .
Nguyen TNT, Jones DL, Watcharasupat KN, Phan H, Gan WS ( 2022 ) . SALSA-LITE: A FAST AND EFFECTIVE FEATURE FOR POLYPHONIC SOUND EVENT LOCALIZATION AND DETECTION WITH MICROPHONE ARRAYS . ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings . vol. 2022-May , 716 - 720 .
Autthasan P, Chaisaen R, Sudhawiyangkul T, Kiatthaveephong S, Rangpong P, Dilokthanakul N, Bhakdisongkhram G, Phan H et al. ( 2021 ) . MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification . IEEE Transactions on Biomedical Engineering vol. PP ,
Koch P, Mohammad-Zadeh K, Maass M, Dreier M, Thomsen O, Parbs TJ, Phan H, Mertins A ( 2021 ) . sEMG-Based Hand Movement Regression by Prediction of Joint Angles With Recurrent Neural Networks . Annu Int Conf IEEE Eng Med Biol Soc . vol. 2021 , 6519 - 6523 .
Pham LD, Phan H, Palaniappan R, Mertins A, Mcloughlin I ( 2021 ) . CNN-MoE based framework for classification of respiratory anomalies and lung disease detection . IEEE Journal of Biomedical and Health Informatics vol. PP ,
Chén OY, Cao H, Phan H, Nagels G, Reinen JM, Gou J, Qian T, Di J et al. ( 2021 ) . Identifying neural signatures mediating behavioral symptoms and psychosis onset: High-dimensional whole brain functional mediation analysis . NeuroImage vol. 226 ,
Nguyen TNT, Nguyen NK, Phan H, Pham L, Ooi K, Jones DL, Gan WS ( 2021 ) . A general network architecture for sound event localization and detection using transfer learning and recurrent neural network . ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings . vol. 2021-June , 935 - 939 .
Pham L, Phan H, Schindler A, King R, Mertins A, McLoughlin I ( 2021 ) . Inception-Based Network and Multi-Spectrogram Ensemble Applied to Predict Respiratory Anomalies and Lung Diseases . Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS . 253 - 256 .
Phan H, Le Nguyen H, Chén OY, Pham L, Koch P, McLoughlin I, Mertins A ( 2021 ) . Multi-view audio and music classification . ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings . vol. 2021-June , 611 - 615 .
Phan H, Nguyen HL, Chén OY, Koch P, Duong NQK, McLoughlin I, Mertins A ( 2021 ) . Self-attention generative adversarial network for speech enhancement . ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings . vol. 2021-June , 7103 - 7107 .
Pham L, Phan H, Nguyen T, Palaniappan R, Mertins A, McLoughlin I ( 2020 ) . Robust acoustic scene classification using a multi-spectrogram encoder-decoder framework . Digital Signal Processing102943 - 102943 .
Nguyen V-D, Phan H, Mansour A, Coatanhay A, Marsault T ( 2020 ) . On the proof of recursive Vogler algorithm for multiple knife-edge diffraction . IEEE Transactions on Antennas and Propagation1 - 1 .
Banluesombatkul N, Ouppaphan P, Leelaarporn P, Lakhan P, Chaitusaney B, Jaimchariya N, Chuangsuwanich E, Chen W et al. ( 2020 ) . MetaSleepLearner: A Pilot Study on Fast Adaptation of Bio-signals-Based Sleep Stage Classifier to New Individual Subject Using Meta-Learning . IEEE Journal of Biomedical and Health Informatics vol. PP ,
Phan H, McLoughlin IV, Pham L, Chen OY, Koch P, De Vos M, Mertins A ( 2020 ) . Improving GANs for Speech Enhancement . IEEE Signal Processing Letters vol. 27 , 1700 - 1704 .
Phan H, Chen OY, Koch P, Lu Z, McLoughlin I, Mertins A, De Vos M ( 2020 ) . Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning . IEEE Transactions on Biomedical Engineering vol. PP ,
Phan H, Mikkelsen K, Chén OY, Koch P, Mertins A, Kidmose P, De Vos M ( 2020 ) . Personalized automatic sleep staging with single-night data: a pilot study with KL-divergence regularization . Physiological Measurement
Chen O, Lipsmeier F, Phan H, Prince J, Taylor K, Gossens C, Lindemann M, De Vos M ( 2020 ) . Building a Machine-learning Framework to Remotely Assess Parkinson's Disease Using Smartphones . IEEE Transactions on Biomedical Engineering1 - 1 .
Chén OY, Cao H, Reinen JM, Qian T, Gou J, Phan H, De Vos M, Cannon TD ( 2019 ) . Resting-state brain information flow predicts cognitive flexibility in humans . Scientific Reports vol. 9 , ( 1 ) Article 3879 ,
Phan H, Andreotti F, Cooray N, Chen OY, De Vos M ( 2019 ) . SeqSleepNet: End-to-End Hierarchical Recurrent Neural Network for Sequence-to-Sequence Automatic Sleep Staging . IEEE Transactions on Neural Systems and Rehabilitation Engineering vol. 27 , ( 3 ) 400 - 410 .
Phan H, Hertel L, Maass M, Koch P, Mazur R, Mertins A ( 2017 ) . Improved Audio Scene Classification Based on Label-Tree Embeddings and Convolutional Neural Networks . IEEE/ACM Transactions on Audio, Speech, and Language Processing vol. 25 , ( 6 ) 1278 - 1290 .
Phan H, Maas M, Mazur R, Mertins A ( 2014 ) . Random Regression Forests for Acoustic Event Detection and Classification . IEEE/ACM Transactions on Audio, Speech, and Language Processing vol. 23 , ( 1 ) 20 - 31 .