DocumentCode
2090688
Title
Nonlocal two dimensional denoising of frequency specific chirp evoked ABR single trials
Author
Schubert, J.K. ; Teuber, T. ; Steidl, G. ; Strauss, D.J. ; Corona-Strauss, Farah I.
Author_Institution
Neurocenter, Saarland Univ., Homburg, Germany
fYear
2012
fDate
Aug. 28 2012-Sept. 1 2012
Firstpage
2527
Lastpage
2530
Abstract
Recently, we have shown that denoising evoked potential (EP) images is possible using two dimensional diffusion filtering methods. This restoration allows for an integration of regularities over multiple stimulations into the denoising process. In the present work we propose the nonlocal means (NLM) method for EP image denoising. The EP images were constructed using auditory brainstem responses (ABR) collected in young healthy subjects using frequency specific and broadband chirp stimulations. It is concluded that the NLM method is more efficient than conventional approaches in EP imaging denoising, specially in the case of ABRs, where the relevant information can be easily masked by the ongoing EEG activity, i.e., signals suffer from rather low signal-to-noise ratio SNR. The proposed approach is for the a posteriori denoising of single trials after the experiment and not for real time applications.
Keywords
biodiffusion; bioelectric potentials; electroencephalography; image denoising; medical image processing; neurophysiology; EEG activity; EP image denoising; NLM method; a posteriori denoising; auditory brainstem responses; evoked ABR single trials; evoked potential image denoising; frequency specific broad-band chirp stimulations; frequency specific chirp; nonlocal means method; nonlocal two dimensional denoising; signal-noise ratio; two dimensional diffusion filtering methods; Auditory system; Chirp; Image color analysis; Morphology; Noise reduction; Signal to noise ratio; Algorithms; Electroencephalography; Evoked Potentials, Auditory, Brain Stem; Humans; Signal Processing, Computer-Assisted; Signal-To-Noise Ratio;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location
San Diego, CA
ISSN
1557-170X
Print_ISBN
978-1-4244-4119-8
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/EMBC.2012.6346478
Filename
6346478
Link To Document