Echocardiography without electrocardiogram using nonlinear dimensionality reduction methods

Conclusion The proposed image-based method, based on NLDR, can be used as a useful tool for estimation of cardiac cycle length, ED and ES frames in echocardiography systems, with good agreement to ECG assessment by an experienced echocardiographer in routine clinical evaluation.
Source: Journal of Medical Ultrasonics - Category: Radiology Source Type: research