ECGLight: Compute-Light Framework For Paper ECG Digitization and Myocardial Infarction Screening

arXiv:2607.07683 · cs.LG · Submitted 2026-07-08 · Read on arXiv

cs.LG

Submitted: 2026-07-08

Updated: 2026-10-07

Code: https://github.com/SCAI-Lab/ECGLight

Terminology

• Accuracy — 2× in this paper · explained in 1 episode
• Myocardial Infarction — 2× in this paper
• Fidelity — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes

Sources

• ECGtizer: a fully automated digitizing and signal recovery pipeline for electrocardiograms
• Combining Hough Transform and Deep Learning Approaches to Reconstruct ECG Signals From Printouts
• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
• MLPerf Tiny Benchmark
• Decoupled Weight Decay Regularization
• SGDR: Stochastic Gradient Descent with Warm Restarts
• Mixed Precision Training
• Albumentations: fast and flexible image augmentations
• sktime: A Unified Interface for Machine Learning with Time Series

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