Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING

Abstract: 

In the presented work, noisy ECG signal is decomposed into variational mode functions (VMFs) using variational mode decomposition (VMD) technique. The decomposed VMFs represents the different frequency band of the noisy ECG signal. The non-local similarity present in each VMFs were exploited using NLM estimation for effective ECG denoising. The two-stage VMD decomposition and NLM estimation process is performed on different set of VMFs at both stages. The proposed method is tested upon MIT-BIH Arrhythmia database. The denoising performance of existing techniques is compared to proposed method. The computed results shows that the proposed method gives superior denoising performance.

up
0 users have voted:

Paper Details

Authors:
Pratik Singh, Gayadhar Pradhan
Submitted On:
13 April 2018 - 12:49am
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Pratik Singh
Paper Code:
ICASSP18001
Document Year:
2018
Cite

Document Files

ICASSP2018_pratik_ppt

(108 downloads)

Subscribe

[1] Pratik Singh, Gayadhar Pradhan, "EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2590. Accessed: Oct. 15, 2018.
@article{2590-18,
url = {http://sigport.org/2590},
author = {Pratik Singh; Gayadhar Pradhan },
publisher = {IEEE SigPort},
title = {EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING},
year = {2018} }
TY - EJOUR
T1 - EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING
AU - Pratik Singh; Gayadhar Pradhan
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2590
ER -
Pratik Singh, Gayadhar Pradhan. (2018). EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING. IEEE SigPort. http://sigport.org/2590
Pratik Singh, Gayadhar Pradhan, 2018. EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING. Available at: http://sigport.org/2590.
Pratik Singh, Gayadhar Pradhan. (2018). "EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING." Web.
1. Pratik Singh, Gayadhar Pradhan. EXPLORING THE NON-LOCAL SIMILARITY PRESENT IN VARIATIONAL MODE FUNCTIONS FOR EFFECTIVE ECG DENOISING [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2590