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Elisabeth R. M. Heremans

2 accepted papers

2025

Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation

ICASSP 2025accepted

Functional near-infrared spectroscopy (fNIRS) is a brain imaging technique used to estimate neuronal activity by measuring blood oxygenation. In this paper, we develop and evaluate an extensive set of fNIRS features for workload estimation, combining them with respiration and heartbeat signals. Our…

Cited by 0SourceScholar
2023

Improving Automatic Sleep Staging Via Temporal Smoothness Regularization

ICASSP 2023accepted

We propose a regularization method, so-called temporal smoothness regularization, for training deep neural networks for automatic sleep staging in small data settings. In intuition, we constrain the cross-entropy losses of any two adjacent epochs in the sequential input to be as close to each other…

Cited by 0SourceScholar