Title :
Shape-based Matching of ECG Recordings
Author :
Syeda-Mahmood, Tanveer ; Beymer, D. ; Fei Wang
Author_Institution :
IBM Almaden Res. Center, San Jose
Abstract :
An electrocardiogram (ECG) is an important and commonly used diagnostic aid in cardiovascular disease diagnosis. Physicians routinely perform diagnosis by a simple visual examination of ECG waveform shapes. In this paper, we address the problem of shape-based retrieval of ECG recordings, both digital and scanned from paper, to infer similarity in diagnosed diseases. Specifically, we use the knowledge of ECG recording structure to segment and extract curves representing various recording channels from ECG images. We then present a method of capturing the perceptual shape similarity of ECG waveforms by combining shape matching with dynamic time warping. The shape similarity of each recording channel is combined to develop an overall shape similarity measure between ECG recordings. Results are presented that demonstrate the method on shape-based matching of various cardiovascular diseases.
Keywords :
cardiovascular system; diseases; electrocardiography; medical signal processing; patient diagnosis; ECG; cardiovascular disease diagnosis; curve extraction; dynamic time warping; electrocardiogram; shape similarity; shape-based matching; shape-based retrieval; signal segmentation; Blood; Cardiac disease; Cardiovascular diseases; Digital recording; Electrocardiography; Heart rate variability; Image segmentation; Lungs; Shape measurement; Wikipedia; Algorithms; Cardiovascular Diseases; Computer Simulation; Data Interpretation, Statistical; Electrocardiography; Electrophysiology; Equipment Design; Heart; Humans; Models, Anatomic; Models, Cardiovascular; Models, Statistical; Pattern Recognition, Automated; Signal Processing, Computer-Assisted; Telemedicine;
Conference_Titel :
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location :
Lyon
Print_ISBN :
978-1-4244-0787-3
DOI :
10.1109/IEMBS.2007.4352714