46 citations · 46 across the 3 of their papers we have counts for
3 papers · 1 filter
Robust Remote ECG Monitoring under Energy Constraints: Anomaly Filtering versus Predictive Uncertainty
Mustafa Fuad Rifet Ibrahim, Maurice Meijer, Alexander Schlaefer +1
Machine learning for remote electrocardiogram monitoring must handle noise and diseases absent from training under tight resource constraints. We investigate whether upstream unsup…
Enhancing ECG Classification Robustness with Lightweight Unsupervised Anomaly Detection Filters
Mustafa Fuad Rifet Ibrahim, Maurice Meijer, Alexander Schlaefer +1
Continuous electrocardiogram (ECG) monitoring via wearable devices is vital for early cardiovascular disease detection. However, deploying deep learning models on resource-constrai…
On-Device Inference versus Wireless Streaming: Energy-Efficient Multi-Modal Deep Learning for Wearable Cardiovascular Patches
Mustafa Fuad Rifet Ibrahim, Tunc Alkanat, Felix Manthey +3
Wearable cardiovascular sensor patches promise continuous, unobtrusive monitoring, but their tight energy, memory, and compute budgets make it unclear whether physiological signals…