Title :
Real-time speckle reduction and coherence enhancement in ultrasound imaging via nonlinear anisotropic diffusion
Author :
Abd-Elmoniem, Khaled Z. ; Youssef, Abou-Bakr M. ; Kadah, Yasser M.
Author_Institution :
Biomed. Eng. Dept., Cairo Univ., Giza, Egypt
Abstract :
This paper presents a novel approach for speckle reduction and coherence enhancement of ultrasound images based on nonlinear coherent diffusion (NCD) model. The proposed NCD model combines three different models. According to speckle extent and image anisotropy, the NCD model changes progressively from isotropic diffusion through anisotropic coherent diffusion to, finally, mean curvature motion. This structure maximally low-pass filters those parts of the image that correspond to fully developed speckle, while substantially preserving information associated with resolved-object structures. The proposed implementation algorithm utilizes an efficient discretization scheme that allows for real-time implementation on commercial systems. The theory and implementation of the new technique are presented and verified using phantom and clinical ultrasound images. In addition, the results from previous techniques are compared with the new method to demonstrate its performance.
Keywords :
biomedical ultrasonics; image enhancement; low-pass filters; medical image processing; speckle; clinical ultrasound images; coherence enhancement; commercial systems; efficient discretization scheme; implementation algorithm; mean curvature motion; medical diagnostic imaging; nonlinear anisotropic diffusion; phantom images; real-time speckle reduction; ultrasound imaging; Anisotropic magnetoresistance; Coherence; Image resolution; Imaging phantoms; Information filtering; Information filters; Low pass filters; Real time systems; Speckle; Ultrasonic imaging; Algorithms; Anisotropy; Computer Simulation; Echocardiography; Evaluation Studies as Topic; Heart; Humans; Image Processing, Computer-Assisted; Kidney; Liver; Models, Statistical; Nonlinear Dynamics; Phantoms, Imaging; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Time Factors; Ultrasonography, Doppler, Pulsed;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2002.1028423