Why the study?
Does an ANN-based approach accurately detect and analyze QRS complexes in ECGs compared to expert visual measurements?
Population
ECG recordings from the CSE Data Set-3 (more than a hundred ECGs used for training, tested on all recordings)
Comparison
Artificial neural network based QRS-complex… vs Visual measurements carried out by medical…
Authors
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ANN QRS detection may aid automated ECG analysis; leaves open prospective validation versus expert standards.
Does an ANN-based approach accurately detect and analyze QRS complexes in ECGs compared to expert visual measurements?
An artificial neural network can reliably detect and analyze QRS complexes in 12-lead ECGs with high sensitivity (99.11%), matching expert visual measurements.
Vijaya et al. (1998) studied this question.
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