On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,694 papers · 148 categories

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2 results for “multi-lead”

Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Networkeess.SP

A new model classifies multi-lead ECGs better than single-channel models.

problem Classifying multi-lead ECGs for accurate diagnosis.

method Channel-wise attention mechanism in CNNs for multi-lead ECG classification.

result The model achieves better sensitivity and precision than plain ResNet models.

ECG classification multi-lead attention mechanism CNN MIT-BIH arrhythmia

2020-03-25abs ↗pdf ↗

ECG-DelNet: Delineation of Ambulatory Electrocardiograms with Mixed Quality Labeling Using Neural Networkscs.LG

ECG-DelNet uses neural networks to accurately delineate ECGs, even with low-quality data.

problem Lack of model explainability and small databases limit deep learning applicability in ECG detection.

method Adapted U-Net architecture for 1D data, used PhysioNet's QT database, applied data augmentation and regularization techniques.

result Best configuration achieved high precision and recall for P, QRS, and T waves.

ECG Deep Learning U-Net Data Augmentation PhysioNet

2020-05-11abs ↗pdf ↗