PMID- 27278044 OWN - NLM STAT- PubMed-not-MEDLINE DCOM- 20160610 LR - 20181113 IS - 1349-0222 (Print) IS - 1349-0222 (Linking) VI - 10 IP - 2 DP - 2012 Jun TI - Modified nonlinear complex diffusion filter (MNCDF). PG - 48-55 LID - 10.1007/s12574-012-0119-z [doi] AB - BACKGROUND: Speckle noise removal is the most important step in the processing of echocardiographic images. A speckle-free image produces useful information to diagnose heart-related diseases. Images which contain low noise and sharp edges are more easily analyzed by the clinicians. This noise removal stage is also a preprocessing stage in segmentation techniques. METHODS: A new formulation has been proposed for a well-known nonlinear complex diffusion filter (NCDF). Its diffusion coefficient and the time step size are modified to give fast processing and better results. An investigation has been performed among nine patients suffering from mitral regurgitation. Images have been taken with 2D echo in apical and parasternal views. RESULTS: The peak signal-to-noise ratio (PSNR), universal quality index (Qi), mean absolute error (MAE), mean square error (MSE), and root mean square error (RMSE) have been calculated, and the results show that the proposed method is much better than the previous filters for echocardiographic images. CONCLUSIONS: The proposed method, modified nonlinear complex diffusion filter (MNCDF), smooths the homogeneous area and enhances the fine details. FAU - Saini, Kalpana AU - Saini K AD - Department of Electrical Engineering, Indian Institute of Technology Roorkee, A-28/1 Subhash Nagar, Roorkee, 247667, Uttarakhand, India. kal_2312@rediffmail.com. FAU - Dewal, M L AU - Dewal ML AD - Department of Electrical Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, Uttarakhand, India. FAU - Rohit, Manojkumar AU - Rohit M AD - Department of Cardiology, Advanced Cardiac Centre, Post Graduate Institute of Medical Education and Research, Chandigarh, 160012, India. LA - eng PT - Journal Article DEP - 20120328 PL - Japan TA - J Echocardiogr JT - Journal of echocardiography JID - 101263153 OTO - NOTNLM OT - Blurring OT - Diffusion coefficient OT - Echocardiographic images OT - Mitral regurgitation OT - Nonlinear complex diffusion OT - Speckle EDAT- 2012/06/01 00:00 MHDA- 2012/06/01 00:01 CRDT- 2016/06/10 06:00 PHST- 2012/02/27 00:00 [received] PHST- 2012/03/15 00:00 [accepted] PHST- 2012/03/14 00:00 [revised] PHST- 2016/06/10 06:00 [entrez] PHST- 2012/06/01 00:00 [pubmed] PHST- 2012/06/01 00:01 [medline] AID - 10.1007/s12574-012-0119-z [pii] AID - 10.1007/s12574-012-0119-z [doi] PST - ppublish SO - J Echocardiogr. 2012 Jun;10(2):48-55. doi: 10.1007/s12574-012-0119-z. Epub 2012 Mar 28.