Alfred Mertins - Publications

L-SeqSleepNet: Whole-cycle Long Sequence Modeling for Automatic Sleep Staging.

Journal: IEEE journal of biomedical and health informatics

Published: August 08, 2023

Pediatric Automatic Sleep Staging: A Comparative Study of State-of-the-Art Deep Learning Methods.

Journal: IEEE transactions on bio-medical engineering

Published: May 13, 2022

SleepTransformer: Automatic Sleep Staging With Interpretability and Uncertainty Quantification.

Journal: IEEE transactions on bio-medical engineering

Published: January 31, 2022

sEMG-Based Hand Movement Regression by Prediction of Joint Angles With Recurrent Neural Networks.

Journal: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference

Published: December 11, 2021

Inception-Based Network and Multi-Spectrogram Ensemble Applied To Predict Respiratory Anomalies and Lung Diseases.

Journal: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference

Published: December 11, 2021

Direct multi-dimensional Chebyshev polynomial based reconstruction for magnetic particle imaging.

Journal: Physics in medicine and biology

Published: September 21, 2021

CNN-MoE Based Framework for Classification of Respiratory Anomalies and Lung Disease Detection.

Journal: IEEE journal of biomedical and health informatics

Published: March 08, 2021

Segmented simultaneous multi-slice diffusion-weighted imaging with navigated 3D rigid motion correction.

Journal: Magnetic resonance in medicine

Published: November 02, 2020

Regression of Hand Movements from sEMG Data with Recurrent Neural Networks.

Journal: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference

Published: October 06, 2020

Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning.

Journal: IEEE transactions on bio-medical engineering

Published: September 01, 2020

Fusion of End-to-End Deep Learning Models for Sequence-to-Sequence Sleep Staging.

Journal: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference

Published: January 18, 2020

A Recurrent Neural Network for Hand Gesture Recognition based on Accelerometer Data.

Journal: Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference

Published: January 18, 2020